Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells.
To understand gene function, genetic analysis uses large perturbations such as gene deletion, knockdown or over-expression. Large perturbations have drawbacks: they move the cell far from its normal working point, and can thus be masked by off-target effects or compensation by other genes. Here, we...
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doaj-4950cfc9b8154f5498b93504f18a03e52020-11-25T02:01:09ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042014-03-01103e100417610.1371/journal.pgen.1004176Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells.Shlomit Farkash-AmarAnat ZimmerEran EdenAriel CohenNaama Geva-ZatorskyLydia CohenRon MiloAlex SigalTamar DanonUri AlonTo understand gene function, genetic analysis uses large perturbations such as gene deletion, knockdown or over-expression. Large perturbations have drawbacks: they move the cell far from its normal working point, and can thus be masked by off-target effects or compensation by other genes. Here, we offer a complementary approach, called noise genetics. We use natural cell-cell variations in protein level and localization, and correlate them to the natural variations of the phenotype of the same cells. Observing these variations is made possible by recent advances in dynamic proteomics that allow measuring proteins over time in individual living cells. Using motility of human cancer cells as a model system, and time-lapse microscopy on 566 fluorescently tagged proteins, we found 74 candidate motility genes whose level or localization strongly correlate with motility in individual cells. We recovered 30 known motility genes, and validated several novel ones by mild knockdown experiments. Noise genetics can complement standard genetics for a variety of phenotypes.http://europepmc.org/articles/PMC3945223?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shlomit Farkash-Amar Anat Zimmer Eran Eden Ariel Cohen Naama Geva-Zatorsky Lydia Cohen Ron Milo Alex Sigal Tamar Danon Uri Alon |
spellingShingle |
Shlomit Farkash-Amar Anat Zimmer Eran Eden Ariel Cohen Naama Geva-Zatorsky Lydia Cohen Ron Milo Alex Sigal Tamar Danon Uri Alon Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. PLoS Genetics |
author_facet |
Shlomit Farkash-Amar Anat Zimmer Eran Eden Ariel Cohen Naama Geva-Zatorsky Lydia Cohen Ron Milo Alex Sigal Tamar Danon Uri Alon |
author_sort |
Shlomit Farkash-Amar |
title |
Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
title_short |
Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
title_full |
Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
title_fullStr |
Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
title_full_unstemmed |
Noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
title_sort |
noise genetics: inferring protein function by correlating phenotype with protein levels and localization in individual human cells. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Genetics |
issn |
1553-7390 1553-7404 |
publishDate |
2014-03-01 |
description |
To understand gene function, genetic analysis uses large perturbations such as gene deletion, knockdown or over-expression. Large perturbations have drawbacks: they move the cell far from its normal working point, and can thus be masked by off-target effects or compensation by other genes. Here, we offer a complementary approach, called noise genetics. We use natural cell-cell variations in protein level and localization, and correlate them to the natural variations of the phenotype of the same cells. Observing these variations is made possible by recent advances in dynamic proteomics that allow measuring proteins over time in individual living cells. Using motility of human cancer cells as a model system, and time-lapse microscopy on 566 fluorescently tagged proteins, we found 74 candidate motility genes whose level or localization strongly correlate with motility in individual cells. We recovered 30 known motility genes, and validated several novel ones by mild knockdown experiments. Noise genetics can complement standard genetics for a variety of phenotypes. |
url |
http://europepmc.org/articles/PMC3945223?pdf=render |
work_keys_str_mv |
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