Systematic Discovery of Human Gene Function and Principles of Modular Organization through Phylogenetic Profiling

被引:49
作者
Dey, Gautam [1 ]
Jaimovich, Ariel [1 ]
Collins, Sean R. [1 ]
Seki, Akiko [1 ]
Meyer, Tobias [1 ]
机构
[1] Stanford Univ, Dept Chem & Syst Biol, Stanford, CA 94305 USA
来源
CELL REPORTS | 2015年 / 10卷 / 06期
关键词
WASH COMPLEX; PROTEIN; EVOLUTION; DUPLICATION; IDENTIFICATION; SPLICEOSOME; PATHWAYS; PATTERNS; ORIGIN; FAMILY;
D O I
10.1016/j.celrep.2015.01.025
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Functional links between genes can be predicted using phylogenetic profiling, by correlating the appearance and loss of homologs in subsets of species. However, effective genome-wide phylogenetic profiling has been hindered by the large fraction of human genes related to each other through historical duplication events. Here, we overcame this challenge by automatically profiling over 30,000 groups of homologous human genes (orthogroups) representing the entire protein-coding genome across 177 eukaryotic species (hOP profiles). By generating a full pairwise orthogroup phylogenetic co-occurrence matrix, we derive unbiased genome-wide predictions of functional modules (hOPmodules). Our approach predicts functions for hundreds of poorly characterized genes. The results suggest evolutionary constraints that lead components of protein complexes and metabolic pathways to co-evolve while genes in signaling and transcriptional networks do not. As a proof of principle, we validated two subsets of candidates experimentally for their predicted link to the actin-nucleating WASH complex and cilia/ basal body function.
引用
收藏
页码:993 / 1006
页数:14
相关论文
共 49 条
  • [1] Phylogenetic and Functional Assessment of Orthologs Inference Projects and Methods
    Altenhoff, Adrian M.
    Dessimoz, Christophe
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (01)
  • [2] BASIC LOCAL ALIGNMENT SEARCH TOOL
    ALTSCHUL, SF
    GISH, W
    MILLER, W
    MYERS, EW
    LIPMAN, DJ
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) : 403 - 410
  • [3] Decoding cilia function: Defining specialized genes required for compartmentalized cilia biogenesis
    Avidor-Reiss, T
    Maer, AM
    Koundakjian, E
    Polyanovsky, A
    Keil, T
    Subramaniam, S
    Zuker, CS
    [J]. CELL, 2004, 117 (04) : 527 - 539
  • [4] Constrained models of evolution lead to improved prediction of functional linkage from correlated gain and loss of genes
    Barker, Daniel
    Meade, Andrew
    Pagel, Mark
    [J]. BIOINFORMATICS, 2007, 23 (01) : 14 - 20
  • [5] Integrative genomics identifies MCU as an essential component of the mitochondrial calcium uniporter
    Baughman, Joshua M.
    Perocchi, Fabiana
    Girgis, Hany S.
    Plovanich, Molly
    Belcher-Timme, Casey A.
    Sancak, Yasemin
    Bao, X. Robert
    Strittmatter, Laura
    Goldberger, Olga
    Bogorad, Roman L.
    Koteliansky, Victor
    Mootha, Vamsi K.
    [J]. NATURE, 2011, 476 (7360) : 341 - U111
  • [6] Mutations in Traf3ip1 reveal defects in ciliogenesis, embryonic development, and altered cell size regulation
    Berbari, Nicolas F.
    Kin, Nicholas W.
    Sharma, Neeraj
    Michaud, Edward J.
    Kesterson, Robert A.
    Yoder, Bradley K.
    [J]. DEVELOPMENTAL BIOLOGY, 2011, 360 (01) : 66 - 76
  • [7] A millennial myosin census
    Berg, JS
    Powell, BC
    Cheney, RE
    [J]. MOLECULAR BIOLOGY OF THE CELL, 2001, 12 (04) : 780 - 794
  • [8] The gain and loss of genes during 600 million years of vertebrate evolution
    Blomme, Tine
    Vandepoele, Klaas
    De Bodt, Stefanie
    Simillion, Cedric
    Maere, Steven
    Van de Peer, Yves
    [J]. GENOME BIOLOGY, 2006, 7 (05)
  • [9] Evolution of the Rho family of Ras-like GTPases in eukaryotes
    Boureux, Anthony
    Vignal, Emmanuel
    Faure, Sandrine
    Fort, Philippe
    [J]. MOLECULAR BIOLOGY AND EVOLUTION, 2007, 24 (01) : 203 - 216
  • [10] Use of logic relationships to decipher protein network organization
    Bowers, PM
    Cokus, SJ
    Elsenberg, D
    Yeates, TO
    [J]. SCIENCE, 2004, 306 (5705) : 2246 - 2249