Large-scale identification of yeast integral membrane protein interactions

被引:195
|
作者
Miller, JP
Lo, RS
Ben-Hur, A
Desmarais, C
Stagljar, I
Noble, WS
Fields, S [1 ]
机构
[1] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[2] Univ Washington, Dept Med, Seattle, WA 98195 USA
[3] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA
[4] Univ Washington, Howard Hughes Med Inst, Seattle, WA 98195 USA
[5] Univ Zurich, Inst Vet Biochem & Mol Biol, CH-8057 Zurich, Switzerland
关键词
Saccharomyces cerevisiae; split-ubiquitin; support vector machine;
D O I
10.1073/pnas.0505482102
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We carried out a large-scale screen to identify interactions between integral membrane proteins of Saccharomyces cerevisiae by using a modified split-ubiquitin technique. Among 705 proteins annotated as integral membrane, we identified 1,985 putative interactions involving 536 proteins. To ascribe confidence levels to the interactions, we used a support vector machine algorithm to classify interactions based on the assay results and protein data derived from the literature. Previously identified and computationally supported interactions were used to train the support vector machine, which identified 131 interactions of highest confidence, 209 of the next highest confidence, 468 of the next highest, and the remaining 1,085 of low confidence. This study provides numerous putative interactions among a class of proteins that have been difficult to analyze on a high-throughput basis by other approaches. The results identify potential previously undescribed components of established biological processes and roles for integral membrane proteins of ascribed functions.
引用
收藏
页码:12123 / 12128
页数:6
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