Identifying cooperativity among transcription factors controlling the cell cycle in yeast.

Transcription regulation in eukaryotes is known to occur through the coordinated action of multiple transcription factors (TFs). Recently, a few genome-wide transcription studies have begun to explore the combinatorial nature of TF interactions. We propose a novel approach that reveals how multiple TFs cooperate to regulate transcription in the yeast cell cycle. Our method integrates genome-wide gene expression data and chromatin immunoprecipitation (ChIP-chip) data to discover more biologically relevant synergistic interactions between different TFs and their target genes than previous studies. Given any pair of TFs A and B, we define a novel measure of cooperativity between the two TFs based on the expression patterns of sets of target genes of only A, only B, and both A and B. If the cooperativity measure is significant then there is reason to postulate that the presence of both TFs is needed to influence gene expression. Our results indicate that many cooperative TFs that were previously characterized experimentally indeed have high values of cooperativity measures in our analysis. In addition, we propose several novel, experimentally testable predictions of cooperative TFs that play a role in the cell cycle and other biological processes. Many of them hold interesting clues for cross talk between the cell cycle and other processes including metabolism, stress response and pseudohyphal differentiation. Finally, we have created a web tool where researchers can explore the exhaustive list of cooperative TFs and survey the graphical representation of the target genes' expression profiles. The interface includes a tool to dynamically draw a TF cooperativity network of 113 TFs with user-defined significance levels. This study is an example of how systematic combination of diverse data types along with new functional genomic approaches can provide a rigorous platform to map TF interactions more efficiently.

[1]  Rudy Pandjaitan,et al.  The yeast zinc finger regulators Pdr1p and Pdr3p control pleiotropic drug resistance (PDR) as homo‐ and heterodimers in vivo , 2002, Molecular microbiology.

[2]  G. Church,et al.  Identifying regulatory networks by combinatorial analysis of promoter elements , 2001, Nature Genetics.

[3]  Targeting the MEF2-Like Transcription Factor Smp1 by the Stress-Activated Hog1 Mitogen-Activated Protein Kinase , 2003, Molecular and Cellular Biology.

[4]  L. Johnston,et al.  Overlapping and distinct roles of the duplicated yeast transcription factors Ace2p and Swi5p , 2001, Molecular microbiology.

[5]  D. Radisky,et al.  A Dominant Allele of PDR1 Alters Transition Metal Resistance in Yeast* , 2003, The Journal of Biological Chemistry.

[6]  D. Raitt,et al.  The Skn7 response regulator of Saccharomyces cerevisiae interacts with Hsf1 in vivo and is required for the induction of heat shock genes by oxidative stress. , 2000, Molecular biology of the cell.

[7]  Lukas Endler,et al.  Forkhead-like transcription factors recruit Ndd1 to the chromatin of G2/M-specific promoters , 2000, Nature.

[8]  H. Bussemaker,et al.  Regulatory element detection using correlation with expression , 2001, Nature Genetics.

[9]  Michael Costanzo,et al.  Regulation of Transcription at theSaccharomyces cerevisiae Start Transition by Stb1, a Swi6-Binding Protein , 1999, Molecular and Cellular Biology.

[10]  M. Gerstein,et al.  Complex transcriptional circuitry at the G1/S transition in Saccharomyces cerevisiae. , 2002, Genes & development.

[11]  D. S. Gross,et al.  Cell Cycle-Dependent Binding of Yeast Heat Shock Factor to Nucleosomes , 2000, Molecular and Cellular Biology.

[12]  L. Johnston,et al.  Association of the cell cycle transcription factor Mbp1 with the Skn7 response regulator in budding yeast. , 1999, Molecular biology of the cell.

[13]  Nicola J. Rinaldi,et al.  Serial Regulation of Transcriptional Regulators in the Yeast Cell Cycle , 2001, Cell.

[14]  P. Thuriaux,et al.  Suppression of yeast RNA polymerase III mutations by FHL1, a gene coding for a fork head protein involved in rRNA processing , 1994, Molecular and cellular biology.

[15]  Ronald W. Davis,et al.  A genome-wide transcriptional analysis of the mitotic cell cycle. , 1998, Molecular cell.

[16]  K. Nasmyth,et al.  A role for the transcription factors Mbp1 and Swi4 in progression from G1 to S phase. , 1993, Science.

[17]  M. Spector,et al.  Hir1p and Hir2p function as transcriptional corepressors to regulate histone gene transcription in the Saccharomyces cerevisiae cell cycle , 1997, Molecular and cellular biology.

[18]  Nicola J. Rinaldi,et al.  Transcriptional Regulatory Networks in Saccharomyces cerevisiae , 2002, Science.

[19]  D. Botstein,et al.  Two yeast forkhead genes regulate the cell cycle and pseudohyphal growth , 2000, Nature.

[20]  Andreas Wagner,et al.  Genes regulated cooperatively by one or more transcription factors and their identification in whole eukaryotic genomes , 1999, Bioinform..

[21]  Michael Costanzo,et al.  G1 Transcription Factors Are Differentially Regulated in Saccharomyces cerevisiae by the Swi6-Binding Protein Stb1 , 2003, Molecular and Cellular Biology.

[22]  S. Levy,et al.  Predicting transcription factor synergism. , 2002, Nucleic acids research.

[23]  J. Widom,et al.  Collaborative Competition Mechanism for Gene Activation In Vivo , 2003, Molecular and Cellular Biology.

[24]  T. Cooper,et al.  Genome‐wide transcriptional analysis in S. cerevisiae by mini‐array membrane hybridization , 1999, Yeast.

[25]  Michael Ruogu Zhang,et al.  Comprehensive identification of cell cycle-regulated genes of the yeast Saccharomyces cerevisiae by microarray hybridization. , 1998, Molecular biology of the cell.

[26]  D. Dix,et al.  Heat shock factor 1–mediated thermotolerance prevents cell death and results in G2/M cell cycle arrest , 2001, Cell stress & chaperones.

[27]  S. Holm A Simple Sequentially Rejective Multiple Test Procedure , 1979 .

[28]  Michael Q. Zhang,et al.  Functional genomics as applied to mapping transcription regulatory networks. , 2002, Current opinion in microbiology.

[29]  A. Shevchenko,et al.  Forkhead transcription factors, Fkh1p and Fkh2p, collaborate with Mcm1p to control transcription required for M-phase , 2000, Current Biology.

[30]  Jun S. Liu,et al.  An algorithm for finding protein–DNA binding sites with applications to chromatin-immunoprecipitation microarray experiments , 2002, Nature Biotechnology.

[31]  David Lydall,et al.  NDD1, a High-Dosage Suppressor ofcdc28-1N, Is Essential for Expression of a Subset of Late-S-Phase-Specific Genes in Saccharomyces cerevisiae , 1999, Molecular and Cellular Biology.

[32]  A. Nakai,et al.  Cell cycle transition under stress conditions controlled by vertebrate heat shock factors , 2001, The EMBO journal.

[33]  E. Dubois,et al.  Swapping Functional Specificity of a MADS Box Protein: Residues Required for Arg80 Regulation of Arginine Metabolism , 2002, Molecular and Cellular Biology.