Yeast Proteome Dynamics from Single Cell Imaging and Automated Analysis

被引:207
作者
Chong, Yolanda T. [1 ]
Koh, Judice L. Y. [1 ]
Friesen, Helena [1 ]
Duffy, Kaluarachchi [1 ,2 ]
Cox, Michael J. [1 ,2 ]
Moses, Alan [3 ]
Moffat, Jason [1 ,2 ]
Boone, Charles [1 ,2 ]
Andrews, Brenda J. [1 ,2 ]
机构
[1] Univ Toronto, Donnelly Ctr, Toronto, ON M5S3E1, Canada
[2] Univ Toronto, Dept Mol Genet, Toronto, ON M5S3E1, Canada
[3] Univ Toronto, Dept Cell & Syst Biol, Toronto, ON M5S3E1, Canada
关键词
DNA-DAMAGE RESPONSE; GENOMIC EXPRESSION; GENE-EXPRESSION; GLOBAL ANALYSIS; LOCALIZATION; GROWTH; REPLICATION; NETWORKS; REVEALS; ABUNDANCE;
D O I
10.1016/j.cell.2015.04.051
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Proteomics has proved invaluable in generating large-scale quantitative data; however, the development of systems approaches for examining the proteome in vivo has lagged behind. To evaluate protein abundance and localization on a proteome scale, we exploited the yeast GFP-fusion collection in a pipeline combining automated genetics, high-throughput microscopy, and computational feature analysis. We developed an ensemble of binary classifiers to generate localization data from single-cell measurements and constructed maps of similar to 3,000 proteins connected to 16 localization classes. To survey proteome dynamics in response to different chemical and genetic stimuli, we measure proteome-wide abundance and localization and identified changes over time. We analyzed >20 million cells to identify dynamic proteins that redistribute among multiple localizations in hydroxyurea, rapamycin, and in an rpd3 Delta background. Because our localization and abundance data are quantitative, they provide the opportunity for many types of comparative studies, single cell analyses, modeling, and prediction.
引用
收藏
页码:1413 / 1424
页数:12
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