microRNA discovery and biomarker development in clinical samples
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Transcript of microRNA discovery and biomarker development in clinical samples
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microRNA discovery and biomarker
development in clinical samples
Webinar, February 23rd , 2012, Adam Baker, PhD. [email protected]
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Agenda
• How to study microRNAs – introduction to LNA™
• Detection of microRNAs in clinical samples and
diagnostic development using LNA™ Universal
RT microRNA PCR
• Case Study and Services – Early detection of
colorectal cancer from human patient blood
plasma
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Introduction to microRNAs
Six Facts about microRNAs:
1. Short non-coding RNA molecules of 19-22 nucleotides
2. Post-transcriptional regulators of mRNA
3. 1921 annotated human microRNAs*
4. Regulate at least one third of all human genes
5. Phylogenetically well conserved
6. Altered microRNA expression profiles are associated with a variety of
diseases (cancer, diabetes, neurological disease, viral infection)
*Sanger miRBase release 18.0, November 2011
http://www.mirbase.org
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MicroRNA biogenesis and mode of action
• Perfect complementarity
→ mRNA cleavage
• Imperfect complementarity
→ translational repression and
mRNA decay
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Reasons to use microRNAs as Biomarkers (1)
● Key roles in pathway regulation and tissue differentiation
● Important regulatory roles in many diseases
● Regulate expression of key proteins in drug response pathways
● Predict response to targeted therapies
● Actively secreted into the circulation
● Act as signalling molecules
● Integrate biology from entire organism including diseased tissue
and host response
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Reasons to use microRNAs as Biomarkers (2)
● Highly stable in clinical sample preparations
● Archival FFPE material
● Serum and plasma (routinely collected, minimally invasive)
● Other body fluids
● Relatively small number of genes to profile
● Huge dynamic range (0 to 40,000 molecules per cell)
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Analyzing microRNAs –
challenges using traditional DNA technology
Feature Challenge
Short sequences (19-22 nt) Hard to achieve high sensitivity
Highly homologous families
(single base differences)
Hard to achieve sufficient specificity
Large variation in base composition
(GC content varies between 5-95%)
Hard to design good multiplex assays
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LNA™ technology increases binding affinity
• LNA is a bicyclic high affinity RNA mimic with the
sugar ring locked in the 3’-endo conformation
• Obeys Watson-Crick base-pairing rules
• Stable A-helix with good base-stacking
• Increased Tm (Tm increases by 2 - 8ºC per base)
• Tm normalization (adjust oligos to the same Tm)
• Improved mismatch discrimination
• High sensitivity and specificity in hybridization
assays
K. Bondensgaard et al., Chem. Eur. J. 2000, 6, 2687
M. Petersen et al., J. Am. Chem. Soc. 2002, 124, 5974
LNA™ technology overview
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Analyzing microRNAs –
overcoming challenges by using LNA™
Feature Challenge LNA™ allows
Short sequences (19-22 nt) Hard to achieve high
sensitivity
Increased affinity
Highly homologous families
(single base differences)
Hard to achieve
sufficient specificity
Single nucleotide
discrimination
Large variation in base
composition (GC content
varies between 5-95%)
Hard to design good
multiplex assays
Tm normalization
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Variation in full length DNA capture probe Tm due to variations
in microRNA sequences
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DNA capture probes have decreased sensitivity for low
Tm targets and decreased specificity for high Tm targets
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Optimally designed LNA™ capture probes result in
unmatched sensitivity and specificity
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What are your challenges of microRNA research?
Please reply to the survey, we will display the results at the end of the webinar.
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14
Agenda
• How to study microRNAs – introduction to LNA™
• Detection of microRNAs in clinical samples and
diagnostic development using LNA™ Universal
RT microRNA PCR
• Case Study and Services – Early detection of
colorectal cancer from human patient blood
plasma
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Clinical tissue samples Bio-fluids
Clinical application of the miRCURY LNA™
ISH and Universal RT microRNA PCR System
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LNA™ based high Resolution ISH
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Exiqon has developed a robust ONE DAY microRNA
ISH protocol for manual and automated hybridization
One day
Protocol
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LNA™ ISH technology: miR-21 targets tumor suppressor
& Fibroblast activation
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LNA™ ISH technology: High resolution miR 126 ISH.
Tumor biology of microRNAs in action
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Clinical application of the
miRCURY LNA™ Universal RT microRNA PCR System
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LNA™ Universal RT microRNA PCR System
Advantages:
● Universal RT → no bias,
no pre-amplification
● LNA™ in two specific
primers → sensitivity and
specificity
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microRNA PCR profiling from as little as 0,18mm2 of
FFPE tissue or 20 µl of plasma
● 20 µl plasma/serum or 0,18mm2
tissue / One RT reaction
● 96 or 384-well PCR including
calibrators / controls
● QC / normalization and data
analysis
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Extreme sensitivity allows microRNA PCR profiling
from clinical samples
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Extensive QC and data analysis pipeline
• Automated, user-guided QC
pipeline
• Data flagging and cleanup
customized for qPCR platform
• Diverse normalization protocols
implemented
• Comprehensive QC report
• Visualization of potential
technical and sample biases
• Identify samples that may be
affected by contamination from
blood cells
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Normalization of serum/plasma microRNA qPCR data
is challenging
● Normalization adjusts for technical biases (RNA amount, quality etc)
● No housekeeping genes are stably expressed in all situations
● U6 and 5S are not applicable to serum/plasma samples
● With qPCR panels, no prior assumptions about housekeeping genes
● Select a normalization method appropriate for the dataset
Raw data values Quantile normalization Mean centered
normalization Mean centered
(top 50 expressed)
normalization
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Clinical tissue samples Bio-fluids
Application of the miRCURY LNA™ microRNA
PCR System in biofluids
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Exiqon Diagnostics optimized RNA isolation protocol from serum / plasma (Andreasen et al., Methods 50 (2010) S6–S9)
You have to be able to detect the microRNAs present in
very limited clinical samples
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Blood collection tubes and subsequent
effect on microRNA qPCR
Cq
-va
lue
s
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Plasma or serum
Near perfect linearity at very low concentrations as
found in plasma and serum
● Serial dilution of a
pool of 647 synthetic
microRNAs spiked
into plasma
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Circulating microRNAs are promising
biomarkers
Serum miR-21 associated with relapse-free survival in diffuse large cell B
lymphoma
Lawrie et al., BJH, 2008
human prostate cell line implanted into mice and tumor-derived miRNAs
identified in blood
Mitchell et al., 2008, PNAS,
105(30):10513.
lung, colon cancer and diabetes have specific serum-miRNA profiles Chen et al., 2008, Cell Res, 1-10
microRNAs differentially expressed in serum of ovarian cancer patients Resnick et al., 2009 Gyn
Oncology 112: 55-59
microRNAs differentially expressed in circulating tumor-derived exosomes of
ovarian cancer patients
Taylor et al., 2008, Gyn
Oncology, 110:13
Plasma miR-208 as a Biomarker of Myocardial Injury Ji et al., 2009, Clin. Chem. 55: 11
Circulating microRNAs, potential biomarkers for
drug-induced liver injury
Wang et al., 2009, PNAS
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microRNAs are actively secreted into the
circulation and are stable in serum / plasma
● Three mechanisms of export:
● Exosomes
● RNA binding proteins
● HDL
● Packaging stabilizes the
endogenous microRNAs in
serum/plasma
Cortez, M. A. et al. Nat. Rev. Clin. Oncol. 8, 467–477 (2011)
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microRNAs are actively secreted into the
circulation and are stable in serum / plasma
MicroRNAs in body fluids--the mix of hormones and biomarkers. Cortez et al., 2011, Nat Rev Clin
Oncol, 8(8):467-77.
Export of microRNAs and microRNA-protective protein by mammalian
cells. (nucleophosmin 1, export is energy dependent)
Wang et al., 2010, Nucleic Acids
Res. 38(20):7248-59.
Argonaute2 complexes carry a population of circulating microRNAs
independent of vesicles in human plasma.
Arroyo et al., 2011, PNAS,
108(12):5003-8.
MicroRNAs are transported in plasma and delivered to recipient cells
by high-density lipoproteins.
Vickers et al., 2011, Nat Cell Biol.,
13(4):423-33.
Exosome-mediated transfer of mRNAs and microRNAs is a novel
mechanism of genetic exchange between cells.
Valadi et al., 2007, Nat Cell Biol.,
9(6):654-9.
Glioblastoma microvesicles transport RNA and proteins that promote
tumour growth and provide diagnostic biomarkers.
Skog et al., 2008, Nat Cell Biol.,
10(12):1470-6.
Secretory mechanisms and intercellular transfer of microRNAs in
living cells.
Kosaka et al., 2010, J Biol Chem.,
285(23):17442-52.
Selective release of microRNA species from normal and malignant
mammary epithelial cells.
Pigati et al., 2010, PLoS One,
5(10):e13515.
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microRNAs in serum have been identified to be
potential biomarkers in many diverse diseases
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Dynamic
Window
Of miRNA
Expression
In serum
Normal reference range – Human serum Normal reference range – Human serum 1400+ human samples with over 1 million PCR data points make up the reference
range
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Dynamic
Window
Of miRNA
Expression
In serum
Normal reference range – Human serum Normal reference range – Human serum 1400+ human samples with over 1 million PCR data points make up the reference
range
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Normal reference range for other biofluids
Human urine Profile
Dynamic
Window
Of miRNA
Expression
In serum
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Which sample types do you work with?
Please reply to the survey, we will display the results at the end of the webinar.
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38
Agenda
• How to study microRNAs – introduction to LNA™
• Detection of microRNAs in clinical samples and
diagnostic development using LNA™ Universal
RT microRNA PCR
• Case Study and Services – Early detection of
colorectal cancer from human patient blood
plasma
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• Estimated new cases in 2010 in the USA: 142,570
• Estimated deaths in 2010 in the USA: 51,370
• Early diagnosis results in resectable cancer with much improved
prognosis
• BUT around 50% of patients are diagnosed at Stage III / IV
Stage 5 yr relative
survival
Treatment
0-I 93% Surgery
II 80% Surgery/discretionary
adjuvant chemotherapy
III 58% Surgery/adjuvant
chemotherapy
IV 6.9% Chemotherapy
Unmet need for minimally invasive early
detection test of Colorectal Cancer
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Exiqon’s discovery process and PCR platform
are compatible with clinical procedures
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• 50 controls
• 50 CRC patients
• 742 miRNA
screen
• Genome wide
• Multiple QC
check
• Data flagging
• Normalization
• Data analysis
• Quality control
• ROC curve
• miRNA selection
• 76 controls • 151 CRC patients • Focused
Serum/Plasma panel
• Multiple controls
Genome wide
screening
Normalization, QC,
processing
Bioinformatics, data
analysis
Candidate miRNA
discovery screen
• 3000 patients
• Defined miRNA
signature
• Pick & Mix panel
• Multiple controls
Validation Set
miRNA signature
DISCOVERY PHASE VALIDATION PHASE
Development of microRNA Early Detection
Test of CRC in blood plasma
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All Samples Hospital 1 Hospitals 2-5
Sensitivity * 75% 80% 73%
Specificity * 80% 78% 82%
(n) Cancer 151 49 102
(n) Control 76 36 40
All Samples (n=227) Hospital 1 (n=85) Hospitals 2-5 (n=142)
* The same cutoff score was applied on all samples in the study
Focused panel of microRNAs in plasma
may be used as biomarker for CRC
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Development of sensitive quantitative PCR platform
Optimized for clincial serological samples
Conventional PCR. Directly implement in clinical labs
Biomarker pre-discovery
• 50 stage II CRC + 50 matched healthy (colonoscopy-verified)
• Multi-centre, prospective protocol
Biomarker complete discovery
• 151 stage II/III,76 healthy sex age matched (colonoscopy-verified)
• Data Analysis Signature development.
Assay development and retrospective validation
• 3000 symptomatic individuals
• Prospective protocol, multi-centre trial, blood drawn pre-endoscopy
• Complete clinical information (other diseases, medicine usage)
Prospective validation
• 5000 symptomatic individuals
• Prospective protocol, multi-centre trial, blood drawn pre-endoscopy
• Complete clinical information (other diseases, medicine usage)
2009
2010
2011
2012
microRNA Early Detection Biomarker from
Discovery to Development
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Genome wide
screening
Normalization,
QC, processing
Bioinformatics,
data analysis
Candidate miRNA
discovery screen
Validation Set
miRNA signature
DISCOVERY PHASE VALIDATION PHASE
microRNA Biomarker discovery workflow
and panel selection options
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Service Programs at Exiqon
• Customized Assay development, screening, biomarker
discovery or companion diagnostic project development
Customized Sample preparation method development
Custom discovery,development and validation projects
• Full Experimental Design Guidance
Consultation on experimental setup for best data quality
Broad experience in biomarker discovery, development and validation
projects
• GLP processes
Standard operating procedures
Process control and QC checks to demonstrate performance
• Industry Leading Data analysis
Fully customized data analysis package to fit customers needs.
Comprehensive QC processing and statistics.
Webex, teleconference and on site support augment data analysis
and provide industry leading project feedback.
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Pre clinical Animal Models
• Customized sample prep, biomarker isolation, Assay
development, biomarker screening
Customized Sample preparation method devlopment
Toxicology studies, xenograph, dose response studies
• Full animal Experimental Design Guidance
Consultation on specific experimental setup for best data quality
Broad experience in biomarker animal model studies, pre clinical
and IND /NDA applications.
• miRCURY LNA™ Universal RT MicroRNA PCR
Standard operating procedures for animal work
Process control and QC checks to demonstrate performance
• Industry Leading Data analysis
Fully customized data analysis package to fit customers needs.
Comprehensive QC processing and statistics.
Webex, teleconference and on site support augment data analysis
and provide industry leading project feedback.
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● microRNAs are promising biomarkers
● microRNAs can be sensitively and reproducibly detected in clinical
samples.
● Exiqon has developed a one day protocol that allows for sensitive
detection of microRNAs in clinical tissue samples.
● Without pre-amplification, the miRCURY LNA™ Universal RT microRNA
PCR system provides unrivalled sensitivity and specificity in clinical tissue
and biofluid samples.
● Flexible platform enables whole genome profiling and focused /
customizable panels
● A plasma microRNA signature for colorectal cancer was developed and
performs well in samples from independent hospitals
Conclusions
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Acknowledgements
Start slide
Webinar, February 23rd , 2012, Adam Baker, PhD. [email protected]
THANK YOU FOR YOUR ATTENTION