Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo...

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Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard University

Transcript of Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo...

Page 1: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Biological Integration of Spatial and Temporal Localization of

genes in C. ElegansCesar A. Hidalgo R.

CCNR University of Notre Dame & CCSB, DFCI, Harvard University

Page 2: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

mR

NA

A brief review of genetics

GenePromoter

Transcription Factor

Polymerase

Upstream Downstream

Genes are not always on

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The Combination of Genes that are ON and OFF determines the phenotype

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Systems Biology

-How are these connected?

-When are they expressed? (Condition)

-When are they expressed? (Time)

-Where are they expressed?

-How do they turn on? (Regulatory Networks)

How does the organism work…?

Page 5: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Who is connected with whom..?

Protein-Protein Interactions

Page 6: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

How do they turn on?

Regulatory interactions…? (Positive)

Gene1

Gene2

Polymerase

Polymerase

Page 7: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

How do they turn on?

Regulatory interactions…? (Negative)

Gene1

Gene2

Polymerase

Polymerase

Page 8: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

What happens when we remove one..?

Knock outs

Gene1 Gene2 Gene3

Any difference….?

Page 9: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

What happens when we remove two..?

Genetic Interactions..?

Gene1 Gene2 Gene3

Page 10: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Under which conditions are they expressed?

Microarray

Page 11: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Where are they expressed?

GFP

GenePromoter

Transcription Factor

Polymerase

Upstream Downstream

Gene Encoding GFP

Page 12: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Where is the field at?

• Collecting data and developing methods..?

PPI: Cite… Rual et. Al. Ito. El al. Uetz. et. Al. Steltz et. Al.

RNAi:

Microarray. S. Kim. et. Al.

Page 13: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Where is it going..?

PPI

Co-Expression

Localization

Page 14: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome

A high throughput way to determine spatio-temporal

expression patterns in c. elegans.

Page 15: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

COPAS Biosort-Profiler Union Biometrica

Flu

ores

cenc

e

The Localizome (The Data)Profile Individuals

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Sort the PopulationThe Localizome (The Data)

Page 17: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

L1 larvae

Adults

crm-1

TIME

LENGTH

The Localizome (The Data)

Build Chronograms

Page 18: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Validation)

Validation (Tissue Specificity)

Page 19: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Data Formating)

Image Filtering (Pixelization and Linear Filtering)

Before FilteringAfter Filtering

Page 20: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Validation)

• Validation (Average Image)

Average Expression | Annotation

Average Expression | All Annotations

Page 21: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Validation)

Page 22: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Analysis)

Correlation

-PCC-

PCC=0.03PCC=0.88

Page 23: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Analysis)

Page 24: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

The Localizome (Analysis)

P-Value

Pharynx : 1.4x10-5

Vulva Muscle: 3.1x10-4

Annotations

P-ValueEmbryo: 1.4x10-2

Page 25: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Validating Clusters

Page 26: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

What can we use this for…?

Are these expressed in the same place

and time…?

Are all the interactions found with other methods

veridical..?

Page 27: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Protein-Protein Interactions are biological only in certain regions

Page 28: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Regulatory Networks

Promoter

TF

TF

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Pharynx

The Big Picture

EmbryoAdult

Page 30: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Summary

• Reliable localization data can be produced in a high throughput with the profiler technology.

• This data can be used potentially to identify the sub-networks involved in different organs and in different developmental stages.

• So far we see that the overlap between interacting partners tends to be partial.

Page 31: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Acknowledgments

Page 32: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Alternative Metrics

Overlap Between Significant

Expression Areas

Page 33: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

Same Story

Nerve Ring

Pvalue = 3x10-3

Page 34: Biological Integration of Spatial and Temporal Localization of genes in C. Elegans Cesar A. Hidalgo R. CCNR University of Notre Dame & CCSB, DFCI, Harvard.

When genes come to stage