Decomposing regulatory networks into functional modules is a first step toward deciphering the logical structure of complex networks. We propose a systematic approach to reconstructing transcription modules (defined by a transcription factor and its target genes) and identifying conditions/perturbations under which a particular transcription module is activated/deactivated. Our approach integrates information from regulatory sequences, genome-wide mRNA expression data, and functional annotation. We systematically analyzed gene expression profiling experiments in which the yeast cell was subjected to various environmental or genetic perturbations. We were able to construct transcription modules with high specificity and sensitivity for many transcription factors, and predict the activation of these modules under anticipated as well as unexpected conditions. These findings generate testable hypotheses when combined with existing knowledge on signaling pathways and protein-protein interactions. Correlating the activation of a module to a specific perturbation predicts links in the cell's regulatory networks, and examining coactivated modules suggests specific instances of crosstalk between regulatory pathways.
机构:Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
Ogawa, N
DeRisi, J
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机构:Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
DeRisi, J
Brown, PO
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机构:
Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USAStanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
机构:
Univ Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USAUniv Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USA
Radisky, D
Kaplan, J
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机构:
Univ Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USAUniv Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USA
机构:Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
Ogawa, N
DeRisi, J
论文数: 0引用数: 0
h-index: 0
机构:Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
DeRisi, J
Brown, PO
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USAStanford Univ, Sch Med, Howard Hughes Med Inst, Dept Biochem, Stanford, CA 94305 USA
机构:
Univ Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USAUniv Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USA
Radisky, D
Kaplan, J
论文数: 0引用数: 0
h-index: 0
机构:
Univ Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USAUniv Utah, Sch Med, Dept Pathol, Div Immunol & Cell Biol, Salt Lake City, UT 84132 USA