case study reveals transcription factor (tf) modules, dynamic tf binding and an expanded role for...

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Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

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Page 1: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators

Mapping the DNA Damage Response

Page 2: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Overview

• Experimental factors and selection– Multiple criteria used

• ChIP-on-chip– Differential binding analysis

• Gene expression of TF-deletion mutants– Clustering analysis– Deletion-buffering analysis

• Data integration and pathway reconstruction

Page 3: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Overview of the approach

Page 4: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Overview of the approach

Page 5: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Overview of the approach

Page 6: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Transcription factors that regulate DNA damage response

Activated regulatory network

Page 7: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Transcription factors that regulate DNA damage response

TF knockout

“Deletion-buffered”

Activated regulatory network

Page 8: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Growth phenotype in MMS: mutants that display relative growth inhibition

Page 9: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Truncated Product Method (TPM): determine condition dependent binding

Page 10: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

ChIP-chip of 30 TFs before and after DNA damage

YPD MMS+/-MMS

TPM

Page 11: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

ChIP-chip Data Summary

Workman CT, Mak HC, McCuine S, Tagne JB, Agarwal M, Ozier O, Begley TJ, Samson LD, Ideker T. A systems approach to mapping DNA damage response pathways. Science. 2006 May 19;312(5776):1054-9.

TFs may regulate different genes (bind different promoters) under different conditions.

Page 12: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response
Page 13: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Promoter regions analysisChIP-chip and DNA-Motif

Page 14: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

TF-Knockout expression profiles:(look much like wild-type)

Page 15: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Environmental “epistasis analysis”:(deletion-buffering)

Page 16: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Deletion-buffering analysis

Bayesian Score

Page 17: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Deletion-buffering examples

Page 18: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

RNR Genes are repressed by Rfx1p

Page 19: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Sensitive TFs are required for a greater number of damage responsive genes

Page 20: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Integrated model(regulatory paths explaining buffered genes)

Page 21: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Pathway reconstruction

Page 22: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Pathway reconstruction

Page 23: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Pathway reconstruction

Page 24: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Integrated direct and indirect regulatory pathways (chIP-chip, prot-prot) that explain deletion-buffering relationships

Workman CT, Mak HC, McCuine S, Tagne JB, Agarwal M, Ozier O, Begley TJ, Samson LD, Ideker T. A systems approach to mapping DNA damage response pathways. Science. 2006 May 19;312(5776):1054-9.

Page 25: Case study reveals transcription factor (TF) modules, dynamic TF binding and an expanded role for cell cycle regulators Mapping the DNA Damage Response

Summary

• “Sensitive” TFs control more of the DNA damage response than non-sensitive TFs

• Regulatory networks are highly interconnected

• Transcriptional regulation of important DNA damage checkpoint kinases are observed

• Measuring differential TF-binding is difficult