Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.

In Drosophila, multiple lines of evidence converge in suggesting that beneficial substitutions to the genome may be common. All suffer from confounding factors, however, such that the interpretation of the evidence-in particular, conclusions about the rate and strength of beneficial substitutions-re...

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Main Authors: Shmuel Sattath, Eyal Elyashiv, Oren Kolodny, Yosef Rinott, Guy Sella
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2011-02-01
Series:PLoS Genetics
Online Access:http://europepmc.org/articles/PMC3037414?pdf=render
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spelling doaj-12adb68229da4e62ace5b2f77485aa692020-11-24T22:03:08ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042011-02-0172e100130210.1371/journal.pgen.1001302Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.Shmuel SattathEyal ElyashivOren KolodnyYosef RinottGuy SellaIn Drosophila, multiple lines of evidence converge in suggesting that beneficial substitutions to the genome may be common. All suffer from confounding factors, however, such that the interpretation of the evidence-in particular, conclusions about the rate and strength of beneficial substitutions-remains tentative. Here, we use genome-wide polymorphism data in D. simulans and sequenced genomes of its close relatives to construct a readily interpretable characterization of the effects of positive selection: the shape of average neutral diversity around amino acid substitutions. As expected under recurrent selective sweeps, we find a trough in diversity levels around amino acid but not around synonymous substitutions, a distinctive pattern that is not expected under alternative models. This characterization is richer than previous approaches, which relied on limited summaries of the data (e.g., the slope of a scatter plot), and relates to underlying selection parameters in a straightforward way, allowing us to make more reliable inferences about the prevalence and strength of adaptation. Specifically, we develop a coalescent-based model for the shape of the entire curve and use it to infer adaptive parameters by maximum likelihood. Our inference suggests that ∼13% of amino acid substitutions cause selective sweeps. Interestingly, it reveals two classes of beneficial fixations: a minority (approximately 3%) that appears to have had large selective effects and accounts for most of the reduction in diversity, and the remaining 10%, which seem to have had very weak selective effects. These estimates therefore help to reconcile the apparent conflict among previously published estimates of the strength of selection. More generally, our findings provide unequivocal evidence for strongly beneficial substitutions in Drosophila and illustrate how the rapidly accumulating genome-wide data can be leveraged to address enduring questions about the genetic basis of adaptation.http://europepmc.org/articles/PMC3037414?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Shmuel Sattath
Eyal Elyashiv
Oren Kolodny
Yosef Rinott
Guy Sella
spellingShingle Shmuel Sattath
Eyal Elyashiv
Oren Kolodny
Yosef Rinott
Guy Sella
Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
PLoS Genetics
author_facet Shmuel Sattath
Eyal Elyashiv
Oren Kolodny
Yosef Rinott
Guy Sella
author_sort Shmuel Sattath
title Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
title_short Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
title_full Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
title_fullStr Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
title_full_unstemmed Pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in Drosophila simulans.
title_sort pervasive adaptive protein evolution apparent in diversity patterns around amino acid substitutions in drosophila simulans.
publisher Public Library of Science (PLoS)
series PLoS Genetics
issn 1553-7390
1553-7404
publishDate 2011-02-01
description In Drosophila, multiple lines of evidence converge in suggesting that beneficial substitutions to the genome may be common. All suffer from confounding factors, however, such that the interpretation of the evidence-in particular, conclusions about the rate and strength of beneficial substitutions-remains tentative. Here, we use genome-wide polymorphism data in D. simulans and sequenced genomes of its close relatives to construct a readily interpretable characterization of the effects of positive selection: the shape of average neutral diversity around amino acid substitutions. As expected under recurrent selective sweeps, we find a trough in diversity levels around amino acid but not around synonymous substitutions, a distinctive pattern that is not expected under alternative models. This characterization is richer than previous approaches, which relied on limited summaries of the data (e.g., the slope of a scatter plot), and relates to underlying selection parameters in a straightforward way, allowing us to make more reliable inferences about the prevalence and strength of adaptation. Specifically, we develop a coalescent-based model for the shape of the entire curve and use it to infer adaptive parameters by maximum likelihood. Our inference suggests that ∼13% of amino acid substitutions cause selective sweeps. Interestingly, it reveals two classes of beneficial fixations: a minority (approximately 3%) that appears to have had large selective effects and accounts for most of the reduction in diversity, and the remaining 10%, which seem to have had very weak selective effects. These estimates therefore help to reconcile the apparent conflict among previously published estimates of the strength of selection. More generally, our findings provide unequivocal evidence for strongly beneficial substitutions in Drosophila and illustrate how the rapidly accumulating genome-wide data can be leveraged to address enduring questions about the genetic basis of adaptation.
url http://europepmc.org/articles/PMC3037414?pdf=render
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