Deciphering the Genes for Resilience - IHS New York · Deciphering the Genes for Resilience Jeffrey...
Transcript of Deciphering the Genes for Resilience - IHS New York · Deciphering the Genes for Resilience Jeffrey...
Deciphering the Genes for Resilience
Jeffrey Bland PhD
Chairman Emeritus The Institute for Functional Medicine
Founder amp President
The Personalized Lifestyle Medicine Institute
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
Health is personal
Wellness versus Health
bull ldquoDisease is incompatible with health but not with wellnessrdquo
bull ldquoLess is known about what contributes to wellness than what causes diseaserdquo
bull The time is ripe for engaging people in the promotion of their own wellness
JAMA 2015 314 121-22
Statistical Humans are of Little Interestrdquo
5
ldquoMedicine is for Real People
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
Health is personal
Wellness versus Health
bull ldquoDisease is incompatible with health but not with wellnessrdquo
bull ldquoLess is known about what contributes to wellness than what causes diseaserdquo
bull The time is ripe for engaging people in the promotion of their own wellness
JAMA 2015 314 121-22
Statistical Humans are of Little Interestrdquo
5
ldquoMedicine is for Real People
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Health is personal
Wellness versus Health
bull ldquoDisease is incompatible with health but not with wellnessrdquo
bull ldquoLess is known about what contributes to wellness than what causes diseaserdquo
bull The time is ripe for engaging people in the promotion of their own wellness
JAMA 2015 314 121-22
Statistical Humans are of Little Interestrdquo
5
ldquoMedicine is for Real People
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Wellness versus Health
bull ldquoDisease is incompatible with health but not with wellnessrdquo
bull ldquoLess is known about what contributes to wellness than what causes diseaserdquo
bull The time is ripe for engaging people in the promotion of their own wellness
JAMA 2015 314 121-22
Statistical Humans are of Little Interestrdquo
5
ldquoMedicine is for Real People
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Statistical Humans are of Little Interestrdquo
5
ldquoMedicine is for Real People
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
The Gene-Environment Age
bull Much more genetic variation among ldquohealthy peoplerdquo than expected
bull More than 3 million single nucleotide polymorphisms discovered
bull Not sure how many have significant influence on how lifestyle and environment influence phenotype
NEJM 2014 371 503-05
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
May 27 2013hellipGenes and Disease
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Mary Claire King and BRCA 1 and 2
ldquoThe lifetime risk of breast cancer among female mutation carriers is presently 82 Risks appear to be increasing with time Before 1940 it was 24 Lack of physical exercise and obesity in adolescence may be important modulating factors for risk in carriersrdquo Science 2003 302 643-50
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Incidence of Breast Cancer in Women with BRCA12 mutations
Age
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Cell 2015 162 391-401
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Human Genome Project Reality
Single Nucleotide Polymorphisms (SNPs) are not the whole story (insertionsdeletions copy number variants mosaicism)
bull What we have learned from GWAS studies
Exome only 15 of whole genome
gt80 of traits in non-coding regions of genome
Cell specificity (more than 200 different cell types)
bull How epigeneticspost-translation shapes our phenotype
Methylation
Acetylation
Phosphorylation (kinases)
Small inhibitory RNAs (siRNA) Oral oligonucleotide SMAD7 inhibitor (Mongersen) and Crohnrsquos DiseaseUlcerative Colitis
Oxidation Glycation and Amino Acid Conjugation
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
bull Patient-Focused Drug Development
bull Biomarker Development
bull Accelerated Approval
bull Precision Medicine ndash Genetically Targeted
bull Clinical Trials ndash Innovative Statistical Methods
bull Expedited Patient Access and Input
Lancet 2015 385 2137-38
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
bull Treatments based upon the genetic biomarker phenotype and psychosocial characteristics
bull Differentiation of a given patient from other patients with similar diagnosis or clinical presentation
bull Minimizing adverse side-effects and maximizing clinical outcome
NEJM 2015 372 2229-34
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
NEJM 2015 3732235-42
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
bull gt 2 million annual adverse drug reactions bull gt 100000 deaths in the USA annually bull Individual response to drugs strongly related
to pharmacogenomic uniqueness
N Engl J Medicine 2008 359 856-58
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Personalized Cancer Care
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Cell 2015 162 33-44
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
My 23andMe Statin Response Genotype
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
N Engl J Med 2008 359 789-99
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
N Engl J Med 2011 365 285-87
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Am J Cardiovasc Drugs 2008 8 373-418
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Human Mol Genet 2007 16 1091-97
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
bull ldquoWe found that the majority of variations among the way people respond to various stimuli goes well beyond genetic variation the regulation of genetic expression may arise from epigenetic differences due to environmental factors such as lifestyle diet the microbiome drugs and toxic exposuresrdquo
Cell Systems 2015 1 51-61
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Personalized Nutritional Pharmacology Interleukin-1 genotype-selective inhibition of inflammatory mediators by a botanical a nutrigenetics proof of concept
bull Nutrition 200723844-52
bull Kornman K1 et al
bull At 12 wk of dosing with the botanical formulation IL-1beta gene expression by stimulated peripheral blood mononuclear cells was significantly lower than at baseline and significantly lower than placebo in IL1(Pos) and IL1(Neg) subjects Mean IL-1beta gene expression treatment effect over the 12-wk period was greater in IL1(Pos) than in IL1(Neg) subjects At 12 wk of dosing the botanical mixture produced no mean change in serum CRP levels However in IL1(Pos) subjects significantly more subjects achieved a reduction in CRP with the botanical mixture than with placebo No CRP effect was observed in the IL1(Neg) subjects
bull This study represents one of a few prospective clinical trials in which genetic variations were shown to differentially influence nutrient effects on outcomes
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
OMICS P4 Precision and Personalized Medicine
The Functional Medicine Revolution
bull Harnessing the ldquoomics revolutionrdquo requires a systems biology operating system
bull Functional Medicine is the systems biology operating system for all the ldquoomicsrdquo related technologies
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Pioneer 100 Data
1 Full genome sequence 2 Microbiome 3 Quantified Self
(biometrics) 4 Phenotypic Data
(Functional Medicine Lab Tests)
Functional Medicine Core Physiological Processes
1 Assimilation and Elimination
2 Detoxification 3 Defense 4 Cellular Communications 5 Cellular Transport 6 Energy 7 Structure
P4 Medicine
bull Predictive bull Personalized bull Preventive bull Participatory
Objective To personalize healthcare from a systems biology perspective
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
The Era of Predictive Analytics
bull ldquoPredictive analytics incorporates complex information about the patient into prognostic models that estimate the likely hood of a particular eventrdquo
bull ldquoPhysicians must understand the limitations of the information that result in predicting risks or benefits of specific therapiesrdquo
JAMA 2015 314 25-26
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Resilience versus Disease Risk
Eric Schadt PhD Stephen Friend MD PhD
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Converting the At Risk Patient to the Resilient Human
bull 127 classical Mendelian single gene diseases
bull Over 5000 non-Mendelian diseases with different susceptibilities
bull Converting ldquoat riskrdquo to ldquoresilientrdquo is related to epigenetic effects
bull Epigene is modified by lifestyle and environment exposure
E Schadt and S Friend Science May 30 2014 344 970-72
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Quantifying Wellness and Resilience
P4 Medicine bull Predictive bull Preventive bull Personalized bull Participatory
Leroy Hood MD PhD
Learn more
wwwsystemsbiologyorg
wwwp4miorg
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
The Institute for Systems Biology Pioneer 100 Wellness Project
Source Institute for Systems Biology
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
The First ldquoQuantified Humanrdquo
Source medstanfordedunews
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
What is a ldquoComorbidityrdquo or ldquoDisease Adjacencyrdquo in the Age of Systems Medicine
A Few Representative
Clinical Examples
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
J Am Med Assoc 2004 292 490-95
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Nature 2014
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Thorax 2012 67 456-63
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
GPCR41 Activation by Dietary Fiber Induces Lung Antiinflammation through GI Microbiota Short Chain Fatty Acid Production
Nature Medicine 2014 20 139-163
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Dietary Fiber Microbiome Gut Immune Response and Pulmonary Antiinflammation
Nature Medicine 2014 20 120-121
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
N Engl J Medcine 2013 368 1647
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Science 2015 348 80-87
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Nature Medicine 2015 21 839-41
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Nature Medicine 2015 21 895-905
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
bull Fecal Transplant- 1639 PubMed abstracts bull Helminth Therapy- 20448 PubMed abstracts
Phil Trans R Soc 2014 370 296-304
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
J Am Med Assoc 2015 314 895-84
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Dale Bredesen MD UCLA Department of Neurology
Director Mary Easton Center Alzheimerrsquos Disease Research
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Beyond the Pathology to the Functional Origin of the Disease
Epigenetics bull Trauma
bull Stress
bull Fear
bull Anxiety
bull Absence of ldquoLocus of Controlrdquo
bull Lack of attribution and love
bull Poverty- Being ldquoimpoverishedrdquo
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Nature Reviews Genetics 2007 8 253-262
Randy Jirtle PhD
Michael Skinner PhD
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Lancet 2015 386 388-97
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Moshe Szyf PhD
bull Professor of Pharmacology and Therapeutics
bull McGill University Montreal bull The Szyf lab proposed two
decades ago that epigenetic changes in DNA are a target in cancer and other diseases and has provided the first set of evidence that the ldquosocial environmentrdquo early in life can alter DNA epigenetics changing functional expression of the genes and launching the emerging field of ldquosocial epigeneticsrdquo
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Biological Psychiatry August 2015
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
ldquoUnderstanding of the biochemical individuality of
each human being based on the concepts of
genetic and environmental uniqueness seems
custom-made to cater to the belief among some
of the woo-prone that they are special
snowflakes so utterly unique that treatment must
be tailored to their finest uniquenessrdquo
David GorskiMD
Science-based Medicine Blog
Third most viewed medical blog
So Where Is the Future
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics
Treating the ldquoSnowflakerdquo in 21st Century Postgenomic Medicine
bull Focus on the gene-environment connection
bull Celebrating individuality bull Developing an
integrative systems approach
bull Unlocking resilience bull Quantifying wellness bull Redefining patient
engagement bull Pharmacogenomics bull Recognizing the
importance of epigenetics