A system for enhancing genome-wide coexpression dynamics study.

Statistical similarity analysis has been instrumental in elucidation of the voluminous microarray data. Genes with correlated expression profiles tend to be functionally associated. However, the majority of functionally associated genes turn out to be uncorrelated. One conceivable reason is that the expression of a gene can be sensitively dependent on the often-varying cellular state. The intrinsic state change has to be plastically accommodated by gene-regulatory mechanisms. To capture such dynamic coexpression between genes, a concept termed "liquid association" (LA) has been introduced recently. LA offers a scoring system to guide a genome-wide search for critical cellular players that may interfere with the coexpression of a pair of genes, thereby weakening their overall correlation. Although the LA method works in many cases, a direct extension to more than two genes is hindered by the "curse of dimensionality." Here we introduce a strategy of finding an informative 2D projection to generalize LA for multiple genes. A web site is constructed that performs on-line LA computation for any user-specified group of genes. We apply this scoring system to study yeast protein complexes by using the Saccharomyces cerevisiae protein complexes database of the Munich Information Center for Protein Sequences. Human genes are also investigated by profiling of 60 cancer cell lines of the National Cancer Institute. In particular, our system links the expression of the Alzheimer's disease hallmark gene APP (amyloid-beta precursor protein) to the beta-site-cleaving enzymes BACE and BACE2, the gamma-site-cleaving enzymes presenilin 1 and 2, apolipoprotein E, and other Alzheimer's disease-related genes.

[1]  C. Stein Estimation of the Mean of a Multivariate Normal Distribution , 1981 .

[2]  K. Mizuta,et al.  Continued functioning of the secretory pathway is essential for ribosome synthesis , 1994, Molecular and cellular biology.

[3]  Y. Yarden,et al.  Neu differentiation factor (Heregulin) activates a p53-dependent pathway in cancer cells. , 1996, Oncogene.

[4]  L. Prakash,et al.  Requirement of mismatch repair genes MSH2 and MSH3 in the RAD1-RAD10 pathway of mitotic recombination in Saccharomyces cerevisiae. , 1996, Genetics.

[5]  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.

[6]  D. Botstein,et al.  Cluster analysis and display of genome-wide expression patterns. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[7]  J. McCarthy,et al.  Cooperative modulation by eIF4G of eIF4E‐binding to the mRNA 5′ cap in yeast involves a site partially shared by p20 , 1998, The EMBO journal.

[8]  D. Eisenberg,et al.  A combined algorithm for genome-wide prediction of protein function , 1999, Nature.

[9]  C. Blobel,et al.  Interaction of the Metalloprotease Disintegrins MDC9 and MDC15 with Two SH3 Domain-containing Proteins, Endophilin I and SH3PX1* , 1999, The Journal of Biological Chemistry.

[10]  J. Mesirov,et al.  Interpreting patterns of gene expression with self-organizing maps: methods and application to hematopoietic differentiation. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[11]  S. Emr,et al.  Yeast epsins contain an essential N‐terminal ENTH domain, bind clathrin and are required for endocytosis , 1999, The EMBO journal.

[12]  D. Botstein,et al.  Singular value decomposition for genome-wide expression data processing and modeling. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[13]  Christian A. Rees,et al.  Systematic variation in gene expression patterns in human cancer cell lines , 2000, Nature Genetics.

[14]  D. Botstein,et al.  A gene expression database for the molecular pharmacology of cancer , 2000, Nature Genetics.

[15]  Thomas C. Südhof,et al.  A Transcriptively Active Complex of APP with Fe65 and Histone Acetyltransferase Tip60 , 2001, Science.

[16]  D. Selkoe Alzheimer's disease: genes, proteins, and therapy. , 2001, Physiological reviews.

[17]  E. M. Hannig,et al.  Biochemical Analysis of the eIF2βγ Complex Reveals a Structural Function for eIF2α in Catalyzed Nucleotide Exchange* , 2001, The Journal of Biological Chemistry.

[18]  David Botstein,et al.  Promoter-specific binding of Rap1 revealed by genome-wide maps of protein–DNA association , 2001, Nature Genetics.

[19]  J. Mesirov,et al.  Chemosensitivity prediction by transcriptional profiling , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[20]  M. Lisanti,et al.  Caveolin-1 expression negatively regulates cell cycle progression by inducing G(0)/G(1) arrest via a p53/p21(WAF1/Cip1)-dependent mechanism. , 2001, Molecular biology of the cell.

[21]  T. Miyakawa,et al.  Repression of rRNA synthesis due to a secretory defect requires the C-terminal silencing domain of Rap1p in Saccharomyces cerevisiae. , 2001, Nucleic acids research.

[22]  U. Maitra,et al.  Functional significance and mechanism of eIF5-promoted GTP hydrolysis in eukaryotic translation initiation. , 2001, Progress in nucleic acid research and molecular biology.

[23]  T. Russo,et al.  Signal Transduction through Tyrosine-phosphorylated C-terminal Fragments of Amyloid Precursor Protein via an Enhanced Interaction with Shc/Grb2 Adaptor Proteins in Reactive Astrocytes of Alzheimer's Disease Brain* , 2002, The Journal of Biological Chemistry.

[24]  W. Wong,et al.  Transitive functional annotation by shortest-path analysis of gene expression data , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[25]  Paul DuBois,et al.  MySQL Reference Manual , 2002 .

[26]  J. Choe,et al.  SWI/SNF Complex Interacts with Tumor Suppressor p53 and Is Necessary for the Activation of p53-mediated Transcription* , 2002, The Journal of Biological Chemistry.

[27]  L. Kruglyak,et al.  Genetic Dissection of Transcriptional Regulation in Budding Yeast , 2002, Science.

[28]  Y. Furukawa,et al.  The human programmed cell death-2 (PDCD2) gene is a target of BCL6 repression: Implications for a role of BCL6 in the down-regulation of apoptosis , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[29]  Ker-Chau Li,et al.  Genome-wide coexpression dynamics: Theory and application , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[30]  M. Kawaichi,et al.  A New Functional Screening System for Identification of Regulators for the Generation of Amyloid β-Protein* , 2002, The Journal of Biological Chemistry.

[31]  G. Euskirchen,et al.  Nnf1p, Dsn1p, Mtw1p, and Nsl1p: a New Group of Proteins Important for Chromosome Segregation in Saccharomyces cerevisiae , 2002, Eukaryotic Cell.

[32]  J. McCarthy,et al.  Modulation of eukaryotic mRNA stability via the cap-binding translation complex eIF4F. , 2002, Journal of molecular biology.

[33]  William H. Press,et al.  Numerical recipes in C , 2002 .

[34]  André M Deelder,et al.  Self-association of the Spindle Pole Body-related Intermediate Filament Protein Fin1p and Its Phosphorylation-dependent Interaction with 14-3-3 Proteins in Yeast* , 2003, The Journal of Biological Chemistry.

[35]  B. Szabó,et al.  Putative function of ADAM9, ADAM10, and ADAM17 as APP -secretase , 2003 .

[36]  J. Kilmartin Sfi1p has conserved centrin-binding sites and an essential function in budding yeast spindle pole body duplication , 2003, The Journal of cell biology.

[37]  B. Séraphin,et al.  RRP20, a component of the 90S preribosome, is required for pre-18S rRNA processing in Saccharomyces cerevisiae. , 2003, Nucleic acids research.

[38]  J. Bujnicki,et al.  Sequence-structure-function relationships of Tgs1, the yeast snRNA/snoRNA cap hypermethylase. , 2003, Nucleic acids research.

[39]  Christina A. Wilson,et al.  GSK-3α regulates production of Alzheimer's disease amyloid-β peptides , 2003, Nature.

[40]  Bin Li,et al.  The Yeast Eukaryotic Initiation Factor 4G (eIF4G) HEAT Domain Interacts with eIF1 and eIF5 and Is Involved in Stringent AUG Selection , 2003, Molecular and Cellular Biology.

[41]  J. Sutcliffe,et al.  Apolipoprotein D levels are elevated in prefrontal cortex of subjects with Alzheimer’s disease no relation to apolipoprotein E expression or genotype , 2003, Biological Psychiatry.

[42]  H. Maekawa,et al.  The XMAP215 homologue Stu2 at yeast spindle pole bodies regulates microtubule dynamics and anchorage , 2003, The EMBO journal.

[43]  K-C Li,et al.  A functional genomic study on NCI's anticancer drug screen , 2004, The Pharmacogenomics Journal.

[44]  A. Dent,et al.  Transcriptional repressor BCL-6 immortalizes germinal center-like B cells in the absence of p53 function , 2004, Oncogene.

[45]  H. Dyson,et al.  The CBP/p300 TAZ1 domain in its native state is not a binding partner of MDM2. , 2004, The Biochemical journal.