Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.

The availability of genomes for many species has advanced our understanding of the non-protein-coding fraction of the genome. Comparative genomics has proven itself to be an invaluable approach for the systematic, genome-wide identification of conserved non-protein-coding elements (CNEs). However, f...

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Main Authors: Christian Groß, Chiara Bortoluzzi, Dick de Ridder, Hendrik-Jan Megens, Martien A M Groenen, Marcel Reinders, Mirte Bosse
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-09-01
Series:PLoS Genetics
Online Access:https://doi.org/10.1371/journal.pgen.1009027
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spelling doaj-a98a6a16c5d4453bbcf6d2541d2255592021-04-21T13:54:35ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042020-09-01169e100902710.1371/journal.pgen.1009027Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.Christian GroßChiara BortoluzziDick de RidderHendrik-Jan MegensMartien A M GroenenMarcel ReindersMirte BosseThe availability of genomes for many species has advanced our understanding of the non-protein-coding fraction of the genome. Comparative genomics has proven itself to be an invaluable approach for the systematic, genome-wide identification of conserved non-protein-coding elements (CNEs). However, for many non-mammalian model species, including chicken, our capability to interpret the functional importance of variants overlapping CNEs has been limited by current genomic annotations, which rely on a single information type (e.g. conservation). We here studied CNEs in chicken using a combination of population genomics and comparative genomics. To investigate the functional importance of variants found in CNEs we develop a ch(icken) Combined Annotation-Dependent Depletion (chCADD) model, a variant effect prediction tool first introduced for humans and later on for mouse and pig. We show that 73 Mb of the chicken genome has been conserved across more than 280 million years of vertebrate evolution. The vast majority of the conserved elements are in non-protein-coding regions, which display SNP densities and allele frequency distributions characteristic of genomic regions constrained by purifying selection. By annotating SNPs with the chCADD score we are able to pinpoint specific subregions of the CNEs to be of higher functional importance, as supported by SNPs found in these subregions are associated with known disease genes in humans, mice, and rats. Taken together, our findings indicate that CNEs harbor variants of functional significance that should be object of further investigation along with protein-coding mutations. We therefore anticipate chCADD to be of great use to the scientific community and breeding companies in future functional studies in chicken.https://doi.org/10.1371/journal.pgen.1009027
collection DOAJ
language English
format Article
sources DOAJ
author Christian Groß
Chiara Bortoluzzi
Dick de Ridder
Hendrik-Jan Megens
Martien A M Groenen
Marcel Reinders
Mirte Bosse
spellingShingle Christian Groß
Chiara Bortoluzzi
Dick de Ridder
Hendrik-Jan Megens
Martien A M Groenen
Marcel Reinders
Mirte Bosse
Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
PLoS Genetics
author_facet Christian Groß
Chiara Bortoluzzi
Dick de Ridder
Hendrik-Jan Megens
Martien A M Groenen
Marcel Reinders
Mirte Bosse
author_sort Christian Groß
title Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
title_short Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
title_full Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
title_fullStr Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
title_full_unstemmed Prioritizing sequence variants in conserved non-coding elements in the chicken genome using chCADD.
title_sort prioritizing sequence variants in conserved non-coding elements in the chicken genome using chcadd.
publisher Public Library of Science (PLoS)
series PLoS Genetics
issn 1553-7390
1553-7404
publishDate 2020-09-01
description The availability of genomes for many species has advanced our understanding of the non-protein-coding fraction of the genome. Comparative genomics has proven itself to be an invaluable approach for the systematic, genome-wide identification of conserved non-protein-coding elements (CNEs). However, for many non-mammalian model species, including chicken, our capability to interpret the functional importance of variants overlapping CNEs has been limited by current genomic annotations, which rely on a single information type (e.g. conservation). We here studied CNEs in chicken using a combination of population genomics and comparative genomics. To investigate the functional importance of variants found in CNEs we develop a ch(icken) Combined Annotation-Dependent Depletion (chCADD) model, a variant effect prediction tool first introduced for humans and later on for mouse and pig. We show that 73 Mb of the chicken genome has been conserved across more than 280 million years of vertebrate evolution. The vast majority of the conserved elements are in non-protein-coding regions, which display SNP densities and allele frequency distributions characteristic of genomic regions constrained by purifying selection. By annotating SNPs with the chCADD score we are able to pinpoint specific subregions of the CNEs to be of higher functional importance, as supported by SNPs found in these subregions are associated with known disease genes in humans, mice, and rats. Taken together, our findings indicate that CNEs harbor variants of functional significance that should be object of further investigation along with protein-coding mutations. We therefore anticipate chCADD to be of great use to the scientific community and breeding companies in future functional studies in chicken.
url https://doi.org/10.1371/journal.pgen.1009027
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