Cargando…

Human Genome Variation and the Concept of Genotype Networks

Genotype networks are a concept used in systems biology to study sets of genotypes having the same phenotype, and the ability of these to bring forth novel phenotypes. In the past they have been applied to determine the genetic heterogeneity, and stability to mutations, of systems such as metabolic...

Descripción completa

Detalles Bibliográficos
Autores principales: Dall'Olio, Giovanni Marco, Bertranpetit, Jaume, Wagner, Andreas, Laayouni, Hafid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4049842/
https://www.ncbi.nlm.nih.gov/pubmed/24911413
http://dx.doi.org/10.1371/journal.pone.0099424
_version_ 1782319881635495936
author Dall'Olio, Giovanni Marco
Bertranpetit, Jaume
Wagner, Andreas
Laayouni, Hafid
author_facet Dall'Olio, Giovanni Marco
Bertranpetit, Jaume
Wagner, Andreas
Laayouni, Hafid
author_sort Dall'Olio, Giovanni Marco
collection PubMed
description Genotype networks are a concept used in systems biology to study sets of genotypes having the same phenotype, and the ability of these to bring forth novel phenotypes. In the past they have been applied to determine the genetic heterogeneity, and stability to mutations, of systems such as metabolic networks and RNA folds. Recently, they have been the base for reconciling the neutralist and selectionist views on evolution. Here, we adapted this concept to the study of population genetics data. Specifically, we applied genotype networks to the human 1000 genomes dataset, and analyzed networks composed of short haplotypes of Single Nucleotide Variants (SNV). The result is a scan of how properties related to genetic heterogeneity and stability to mutations are distributed along the human genome. We found that genes involved in acquired immunity, such as some HLA and MHC genes, tend to have the most heterogeneous and connected networks, and that coding regions tend to be more heterogeneous and stable to mutations than non-coding regions. We also found, using coalescent simulations, that regions under selection have more extended and connected networks. The application of the concept of genotype networks can provide a new opportunity to understand the evolutionary processes that shaped our genome. Learning how the genotype space of each region of our genome has been explored during the evolutionary history of the human species can lead to a better understanding on how selective pressures and neutral factors have shaped genetic diversity within populations and among individuals. Combined with the availability of larger datasets of sequencing data, genotype networks represent a new approach to the study of human genetic diversity that looks to the whole genome, and goes beyond the classical division between selection and neutrality methods.
format Online
Article
Text
id pubmed-4049842
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-40498422014-06-18 Human Genome Variation and the Concept of Genotype Networks Dall'Olio, Giovanni Marco Bertranpetit, Jaume Wagner, Andreas Laayouni, Hafid PLoS One Research Article Genotype networks are a concept used in systems biology to study sets of genotypes having the same phenotype, and the ability of these to bring forth novel phenotypes. In the past they have been applied to determine the genetic heterogeneity, and stability to mutations, of systems such as metabolic networks and RNA folds. Recently, they have been the base for reconciling the neutralist and selectionist views on evolution. Here, we adapted this concept to the study of population genetics data. Specifically, we applied genotype networks to the human 1000 genomes dataset, and analyzed networks composed of short haplotypes of Single Nucleotide Variants (SNV). The result is a scan of how properties related to genetic heterogeneity and stability to mutations are distributed along the human genome. We found that genes involved in acquired immunity, such as some HLA and MHC genes, tend to have the most heterogeneous and connected networks, and that coding regions tend to be more heterogeneous and stable to mutations than non-coding regions. We also found, using coalescent simulations, that regions under selection have more extended and connected networks. The application of the concept of genotype networks can provide a new opportunity to understand the evolutionary processes that shaped our genome. Learning how the genotype space of each region of our genome has been explored during the evolutionary history of the human species can lead to a better understanding on how selective pressures and neutral factors have shaped genetic diversity within populations and among individuals. Combined with the availability of larger datasets of sequencing data, genotype networks represent a new approach to the study of human genetic diversity that looks to the whole genome, and goes beyond the classical division between selection and neutrality methods. Public Library of Science 2014-06-09 /pmc/articles/PMC4049842/ /pubmed/24911413 http://dx.doi.org/10.1371/journal.pone.0099424 Text en © 2014 Dall'Olio 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
Dall'Olio, Giovanni Marco
Bertranpetit, Jaume
Wagner, Andreas
Laayouni, Hafid
Human Genome Variation and the Concept of Genotype Networks
title Human Genome Variation and the Concept of Genotype Networks
title_full Human Genome Variation and the Concept of Genotype Networks
title_fullStr Human Genome Variation and the Concept of Genotype Networks
title_full_unstemmed Human Genome Variation and the Concept of Genotype Networks
title_short Human Genome Variation and the Concept of Genotype Networks
title_sort human genome variation and the concept of genotype networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4049842/
https://www.ncbi.nlm.nih.gov/pubmed/24911413
http://dx.doi.org/10.1371/journal.pone.0099424
work_keys_str_mv AT dalloliogiovannimarco humangenomevariationandtheconceptofgenotypenetworks
AT bertranpetitjaume humangenomevariationandtheconceptofgenotypenetworks
AT wagnerandreas humangenomevariationandtheconceptofgenotypenetworks
AT laayounihafid humangenomevariationandtheconceptofgenotypenetworks