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The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function

Computational predictions of the functional impact of genetic variation play a critical role in human genetics research. For nonsynonymous coding variants, most prediction algorithms make use of patterns of amino acid substitutions observed among homologous proteins at a given site. In particular, s...

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Autores principales: Marini, Nicholas J., Thomas, Paul D., Rine, Jasper
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2877731/
https://www.ncbi.nlm.nih.gov/pubmed/20523748
http://dx.doi.org/10.1371/journal.pgen.1000968
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author Marini, Nicholas J.
Thomas, Paul D.
Rine, Jasper
author_facet Marini, Nicholas J.
Thomas, Paul D.
Rine, Jasper
author_sort Marini, Nicholas J.
collection PubMed
description Computational predictions of the functional impact of genetic variation play a critical role in human genetics research. For nonsynonymous coding variants, most prediction algorithms make use of patterns of amino acid substitutions observed among homologous proteins at a given site. In particular, substitutions observed in orthologous proteins from other species are often assumed to be tolerated in the human protein as well. We examined this assumption by evaluating a panel of nonsynonymous mutants of a prototypical human enzyme, methylenetetrahydrofolate reductase (MTHFR), in a yeast cell-based functional assay. As expected, substitutions in human MTHFR at sites that are well-conserved across distant orthologs result in an impaired enzyme, while substitutions present in recently diverged sequences (including a 9-site mutant that “resurrects” the human-macaque ancestor) result in a functional enzyme. We also interrogated 30 sites with varying degrees of conservation by creating substitutions in the human enzyme that are accepted in at least one ortholog of MTHFR. Quite surprisingly, most of these substitutions were deleterious to the human enzyme. The results suggest that selective constraints vary between phylogenetic lineages such that inclusion of distant orthologs to infer selective pressures on the human enzyme may be misleading. We propose that homologous proteins are best used to reconstruct ancestral sequences and infer amino acid conservation among only direct lineal ancestors of a particular protein. We show that such an “ancestral site preservation” measure outperforms other prediction methods, not only in our selected set for MTHFR, but also in an exhaustive set of E. coli LacI mutants.
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spelling pubmed-28777312010-06-03 The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function Marini, Nicholas J. Thomas, Paul D. Rine, Jasper PLoS Genet Research Article Computational predictions of the functional impact of genetic variation play a critical role in human genetics research. For nonsynonymous coding variants, most prediction algorithms make use of patterns of amino acid substitutions observed among homologous proteins at a given site. In particular, substitutions observed in orthologous proteins from other species are often assumed to be tolerated in the human protein as well. We examined this assumption by evaluating a panel of nonsynonymous mutants of a prototypical human enzyme, methylenetetrahydrofolate reductase (MTHFR), in a yeast cell-based functional assay. As expected, substitutions in human MTHFR at sites that are well-conserved across distant orthologs result in an impaired enzyme, while substitutions present in recently diverged sequences (including a 9-site mutant that “resurrects” the human-macaque ancestor) result in a functional enzyme. We also interrogated 30 sites with varying degrees of conservation by creating substitutions in the human enzyme that are accepted in at least one ortholog of MTHFR. Quite surprisingly, most of these substitutions were deleterious to the human enzyme. The results suggest that selective constraints vary between phylogenetic lineages such that inclusion of distant orthologs to infer selective pressures on the human enzyme may be misleading. We propose that homologous proteins are best used to reconstruct ancestral sequences and infer amino acid conservation among only direct lineal ancestors of a particular protein. We show that such an “ancestral site preservation” measure outperforms other prediction methods, not only in our selected set for MTHFR, but also in an exhaustive set of E. coli LacI mutants. Public Library of Science 2010-05-27 /pmc/articles/PMC2877731/ /pubmed/20523748 http://dx.doi.org/10.1371/journal.pgen.1000968 Text en Marini et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Marini, Nicholas J.
Thomas, Paul D.
Rine, Jasper
The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title_full The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title_fullStr The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title_full_unstemmed The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title_short The Use of Orthologous Sequences to Predict the Impact of Amino Acid Substitutions on Protein Function
title_sort use of orthologous sequences to predict the impact of amino acid substitutions on protein function
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2877731/
https://www.ncbi.nlm.nih.gov/pubmed/20523748
http://dx.doi.org/10.1371/journal.pgen.1000968
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