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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Main Authors: Shlomit Farkash-Amar, Anat Zimmer, Eran Eden, Ariel Cohen, Naama Geva-Zatorsky, Lydia Cohen, Ron Milo, Alex Sigal, Tamar Danon, Uri Alon
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-03-01
Series:PLoS Genetics
Online Access:http://europepmc.org/articles/PMC3945223?pdf=render
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spelling 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
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