Genome-Wide Association Data Reveal a Global Map of Genetic Interactions among Protein Complexes

被引:41
作者
Hannum, Gregory [1 ]
Srivas, Rohith [1 ]
Guenole, Aude [2 ]
van Attikum, Haico [2 ]
Krogan, Nevan J. [3 ,4 ]
Karp, Richard M. [5 ,6 ]
Ideker, Trey [1 ,7 ]
机构
[1] Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USA
[2] Leiden Univ, Med Ctr, Dept Toxicogenet, Leiden, Netherlands
[3] Univ Calif San Francisco, Dept Mol & Cellular Pharmacol, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94143 USA
[5] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[6] Univ Calif Berkeley, Calif Inst Quantitat Biosci, Berkeley, CA 94720 USA
[7] Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
基金
美国国家科学基金会;
关键词
YEAST SACCHAROMYCES-CEREVISIAE; INTERACTION NETWORKS; INO80; COMPLEX; EXPRESSION; TRANSCRIPTION; EPISTASIS; PATHWAY; BIOLOGY; TRAITS; LINKS;
D O I
10.1371/journal.pgen.1000782
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
This work demonstrates how gene association studies can be analyzed to map a global landscape of genetic interactions among protein complexes and pathways. Despite the immense potential of gene association studies, they have been challenging to analyze because most traits are complex, involving the combined effect of mutations at many different genes. Due to lack of statistical power, only the strongest single markers are typically identified. Here, we present an integrative approach that greatly increases power through marker clustering and projection of marker interactions within and across protein complexes. Applied to a recent gene association study in yeast, this approach identifies 2,023 genetic interactions which map to 208 functional interactions among protein complexes. We show that such interactions are analogous to interactions derived through reverse genetic screens and that they provide coverage in areas not yet tested by reverse genetic analysis. This work has the potential to transform gene association studies, by elevating the analysis from the level of individual markers to global maps of genetic interactions. As proof of principle, we use synthetic genetic screens to confirm numerous novel genetic interactions for the INO80 chromatin remodeling complex.
引用
收藏
页数:11
相关论文
共 49 条
[1]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[2]   Exploring genetic interactions and networks with yeast [J].
Boone, Charles ;
Bussey, Howard ;
Andrews, Brenda J. .
NATURE REVIEWS GENETICS, 2007, 8 (06) :437-449
[3]   Coordination of growth rate, cell cycle, stress response, and metabolic activity in yeast [J].
Brauer, Matthew J. ;
Huttenhower, Curtis ;
Airoldi, Edoardo M. ;
Rosenstein, Rachel ;
Matese, John C. ;
Gresham, David ;
Boer, Viktor M. ;
Troyanskaya, Olga G. ;
Botstein, David .
MOLECULAR BIOLOGY OF THE CELL, 2008, 19 (01) :352-367
[4]   The landscape of genetic complexity across 5,700 gene expression traits in yeast [J].
Brem, RB ;
Kruglyak, L .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (05) :1572-1577
[5]   Epistasis:: too often neglected in complex trait studies? [J].
Carlborg, Ö ;
Haley, CS .
NATURE REVIEWS GENETICS, 2004, 5 (08) :618-U4
[6]   Genetic and physical maps of Saccharomyces cerevisiae [J].
Cherry, JM ;
Ball, C ;
Weng, S ;
Juvik, G ;
Schmidt, R ;
Adler, C ;
Dunn, B ;
Dwight, S ;
Riles, L ;
Mortimer, RK ;
Botstein, D .
NATURE, 1997, 387 (6632) :67-73
[7]   MITOTIC RECOMBINATION IN THE RDNA OF S-CEREVISIAE IS SUPPRESSED BY THE COMBINED ACTION OF DNA TOPOISOMERASES-I AND TOPOISOMERASES-II [J].
CHRISTMAN, MF ;
DIETRICH, FS ;
FINK, GR .
CELL, 1988, 55 (03) :413-425
[8]   A computational analysis of whole-genome expression data reveals chromosomal domains of gene expression [J].
Cohen, BA ;
Mitra, RD ;
Hughes, JD ;
Church, GM .
NATURE GENETICS, 2000, 26 (02) :183-186
[9]   Functional dissection of protein complexes involved in yeast chromosome biology using a genetic interaction map [J].
Collins, Sean R. ;
Miller, Kyle M. ;
Maas, Nancy L. ;
Roguev, Assen ;
Fillingham, Jeffrey ;
Chu, Clement S. ;
Schuldiner, Maya ;
Gebbia, Marinella ;
Recht, Judith ;
Shales, Michael ;
Ding, Huiming ;
Xu, Hong ;
Han, Junhong ;
Ingvarsdottir, Kristin ;
Cheng, Benjamin ;
Andrews, Brenda ;
Boone, Charles ;
Berger, Shelley L. ;
Hieter, Phil ;
Zhang, Zhiguo ;
Brown, Grant W. ;
Ingles, C. James ;
Emili, Andrew ;
Allis, C. David ;
Toczyski, David P. ;
Weissman, Jonathan S. ;
Greenblatt, Jack F. ;
Krogan, Nevan J. .
NATURE, 2007, 446 (7137) :806-810
[10]   A strategy for extracting and analyzing large-scale quantitative epistatic interaction data [J].
Collins, Sean R. ;
Schuldiner, Maya ;
Krogan, Nevan J. ;
Weissman, Jonathan S. .
GENOME BIOLOGY, 2006, 7 (07)