Genome-wide detection of CNVs and their association with performance traits in broilers.

Abstract Background: Copy number variations (CNVs) are a major type of structural genomic variants that underlie genetic architecture and phenotypic variation of complex traits, not only in humans, but also in livestock animals. We identified CNVs along the chicken genome and analyzed their association with performance traits. Genome-wide CNVs were inferred from Affymetrix® high density SNP-chip data for a broiler population. CNVs were concatenated into segments and association analyses were performed with linear mixed models considering a genomic relationship matrix, for birth weight, body weight at 21, 35, 41 and 42 days, feed intake from 35 to 41 days, feed conversion ratio from 35 to 41 days and, body weight gain from 35 to 41 days of age. Results: We identified 23,214 autosomal CNVs, merged into 5042 distinct CNV regions (CNVRs), covering 12.84% of the chicken autosomal genome. One significant CNV segment was associated with BWG on GGA3 (q-value = 0.00443); one significant CNV segment was associated with BW35 (q-value = 0.00571), BW41 (q-value = 0.00180) and BW42 (q-value = 0.00130) on GGA3, and one significant CNV segment was associated with BW on GGA5 (q-value = 0.00432). All significant CNV segments were verified by qPCR, and a validation rate of 92.59% was observed. These CNV segments are located nearby genes, such as KCNJ11, MyoD1 and SOX6, known to underlie growth and development. Moreover, gene-set analyses revealed terms linked with muscle physiology, cellular processes regulation and potassium channels. Conclusions: Overall, this CNV-based GWAS study unravels potential candidate genes that may regulate performance traits in chickens. Our findings provide a foundation for future functional studies on the role of specific genes in regulating performance in chickens. Keywords: GWAS, Performance, CNVs, QTLs, qPCR

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Main Authors: FERNANDES, A. C., SILVA, V. H. da, GOES, C. P., MOREIRA, G. C. M., GODOY, T. F., IBELLI, A. M. G., PEIXOTO, J. de O., CANTAO, M. E., LEDUR, M. C., REZENDE, F. M. de, COUTINHO, L. L.
Other Authors: ANNA CAROLINA FERNANDES, ESALQ; VINICIUS HENRIQUE DA SILVA, ESALQ; CAROLINA PURCELL GOES, ESALQ; GABRIEL COSTA MONTEIRO MOREIRA, University of Liège; THAIS FERNANDA GODOY, ESALQ; ADRIANA MERCIA GUARATINI IBELLI, CNPSA; JANE DE OLIVEIRA PEIXOTO, CNPSA; MAURICIO EGIDIO CANTAO, CNPSA; MONICA CORREA LEDUR, CNPSA; FERNANDA MARCONDES REZENDE, University of Florida; LUIZ LEHMANN COUTINHO, ESALQ.
Format: Artigo de periódico biblioteca
Language:Ingles
English
Published: 2021-08-03
Subjects:GWAS, CNVs, Copy number variations, QTLs, QPCR, Desempenho zootécnico, Genética Animal, Gallus Domesticus, Performance, Animal genetics, Genome-wide association study, Animal performance, Quantitative trait loci, Quantitative polymerase chain reaction, Gallus gallus,
Online Access:http://www.alice.cnptia.embrapa.br/alice/handle/doc/1133197
https://doi.org/10.1186/s12864-021-07676-1
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spelling dig-alice-doc-11331972021-08-03T18:01:02Z Genome-wide detection of CNVs and their association with performance traits in broilers. FERNANDES, A. C. SILVA, V. H. da GOES, C. P. MOREIRA, G. C. M. GODOY, T. F. IBELLI, A. M. G. PEIXOTO, J. de O. CANTAO, M. E. LEDUR, M. C. REZENDE, F. M. de COUTINHO, L. L. ANNA CAROLINA FERNANDES, ESALQ; VINICIUS HENRIQUE DA SILVA, ESALQ; CAROLINA PURCELL GOES, ESALQ; GABRIEL COSTA MONTEIRO MOREIRA, University of Liège; THAIS FERNANDA GODOY, ESALQ; ADRIANA MERCIA GUARATINI IBELLI, CNPSA; JANE DE OLIVEIRA PEIXOTO, CNPSA; MAURICIO EGIDIO CANTAO, CNPSA; MONICA CORREA LEDUR, CNPSA; FERNANDA MARCONDES REZENDE, University of Florida; LUIZ LEHMANN COUTINHO, ESALQ. GWAS CNVs Copy number variations QTLs QPCR Desempenho zootécnico Genética Animal Gallus Domesticus Performance Animal genetics Genome-wide association study Animal performance Quantitative trait loci Quantitative polymerase chain reaction Gallus gallus Abstract Background: Copy number variations (CNVs) are a major type of structural genomic variants that underlie genetic architecture and phenotypic variation of complex traits, not only in humans, but also in livestock animals. We identified CNVs along the chicken genome and analyzed their association with performance traits. Genome-wide CNVs were inferred from Affymetrix® high density SNP-chip data for a broiler population. CNVs were concatenated into segments and association analyses were performed with linear mixed models considering a genomic relationship matrix, for birth weight, body weight at 21, 35, 41 and 42 days, feed intake from 35 to 41 days, feed conversion ratio from 35 to 41 days and, body weight gain from 35 to 41 days of age. Results: We identified 23,214 autosomal CNVs, merged into 5042 distinct CNV regions (CNVRs), covering 12.84% of the chicken autosomal genome. One significant CNV segment was associated with BWG on GGA3 (q-value = 0.00443); one significant CNV segment was associated with BW35 (q-value = 0.00571), BW41 (q-value = 0.00180) and BW42 (q-value = 0.00130) on GGA3, and one significant CNV segment was associated with BW on GGA5 (q-value = 0.00432). All significant CNV segments were verified by qPCR, and a validation rate of 92.59% was observed. These CNV segments are located nearby genes, such as KCNJ11, MyoD1 and SOX6, known to underlie growth and development. Moreover, gene-set analyses revealed terms linked with muscle physiology, cellular processes regulation and potassium channels. Conclusions: Overall, this CNV-based GWAS study unravels potential candidate genes that may regulate performance traits in chickens. Our findings provide a foundation for future functional studies on the role of specific genes in regulating performance in chickens. Keywords: GWAS, Performance, CNVs, QTLs, qPCR 2021-08-03T18:00:53Z 2021-08-03T18:00:53Z 2021-08-03 2021 Artigo de periódico BMC Genomics, v. 22, n. 354, 2021. http://www.alice.cnptia.embrapa.br/alice/handle/doc/1133197 https://doi.org/10.1186/s12864-021-07676-1 Ingles en openAccess
institution EMBRAPA
collection DSpace
country Brasil
countrycode BR
component Bibliográfico
access En linea
databasecode dig-alice
tag biblioteca
region America del Sur
libraryname Sistema de bibliotecas de EMBRAPA
language Ingles
English
topic GWAS
CNVs
Copy number variations
QTLs
QPCR
Desempenho zootécnico
Genética Animal
Gallus Domesticus
Performance
Animal genetics
Genome-wide association study
Animal performance
Quantitative trait loci
Quantitative polymerase chain reaction
Gallus gallus
GWAS
CNVs
Copy number variations
QTLs
QPCR
Desempenho zootécnico
Genética Animal
Gallus Domesticus
Performance
Animal genetics
Genome-wide association study
Animal performance
Quantitative trait loci
Quantitative polymerase chain reaction
Gallus gallus
spellingShingle GWAS
CNVs
Copy number variations
QTLs
QPCR
Desempenho zootécnico
Genética Animal
Gallus Domesticus
Performance
Animal genetics
Genome-wide association study
Animal performance
Quantitative trait loci
Quantitative polymerase chain reaction
Gallus gallus
GWAS
CNVs
Copy number variations
QTLs
QPCR
Desempenho zootécnico
Genética Animal
Gallus Domesticus
Performance
Animal genetics
Genome-wide association study
Animal performance
Quantitative trait loci
Quantitative polymerase chain reaction
Gallus gallus
FERNANDES, A. C.
SILVA, V. H. da
GOES, C. P.
MOREIRA, G. C. M.
GODOY, T. F.
IBELLI, A. M. G.
PEIXOTO, J. de O.
CANTAO, M. E.
LEDUR, M. C.
REZENDE, F. M. de
COUTINHO, L. L.
Genome-wide detection of CNVs and their association with performance traits in broilers.
description Abstract Background: Copy number variations (CNVs) are a major type of structural genomic variants that underlie genetic architecture and phenotypic variation of complex traits, not only in humans, but also in livestock animals. We identified CNVs along the chicken genome and analyzed their association with performance traits. Genome-wide CNVs were inferred from Affymetrix® high density SNP-chip data for a broiler population. CNVs were concatenated into segments and association analyses were performed with linear mixed models considering a genomic relationship matrix, for birth weight, body weight at 21, 35, 41 and 42 days, feed intake from 35 to 41 days, feed conversion ratio from 35 to 41 days and, body weight gain from 35 to 41 days of age. Results: We identified 23,214 autosomal CNVs, merged into 5042 distinct CNV regions (CNVRs), covering 12.84% of the chicken autosomal genome. One significant CNV segment was associated with BWG on GGA3 (q-value = 0.00443); one significant CNV segment was associated with BW35 (q-value = 0.00571), BW41 (q-value = 0.00180) and BW42 (q-value = 0.00130) on GGA3, and one significant CNV segment was associated with BW on GGA5 (q-value = 0.00432). All significant CNV segments were verified by qPCR, and a validation rate of 92.59% was observed. These CNV segments are located nearby genes, such as KCNJ11, MyoD1 and SOX6, known to underlie growth and development. Moreover, gene-set analyses revealed terms linked with muscle physiology, cellular processes regulation and potassium channels. Conclusions: Overall, this CNV-based GWAS study unravels potential candidate genes that may regulate performance traits in chickens. Our findings provide a foundation for future functional studies on the role of specific genes in regulating performance in chickens. Keywords: GWAS, Performance, CNVs, QTLs, qPCR
author2 ANNA CAROLINA FERNANDES, ESALQ; VINICIUS HENRIQUE DA SILVA, ESALQ; CAROLINA PURCELL GOES, ESALQ; GABRIEL COSTA MONTEIRO MOREIRA, University of Liège; THAIS FERNANDA GODOY, ESALQ; ADRIANA MERCIA GUARATINI IBELLI, CNPSA; JANE DE OLIVEIRA PEIXOTO, CNPSA; MAURICIO EGIDIO CANTAO, CNPSA; MONICA CORREA LEDUR, CNPSA; FERNANDA MARCONDES REZENDE, University of Florida; LUIZ LEHMANN COUTINHO, ESALQ.
author_facet ANNA CAROLINA FERNANDES, ESALQ; VINICIUS HENRIQUE DA SILVA, ESALQ; CAROLINA PURCELL GOES, ESALQ; GABRIEL COSTA MONTEIRO MOREIRA, University of Liège; THAIS FERNANDA GODOY, ESALQ; ADRIANA MERCIA GUARATINI IBELLI, CNPSA; JANE DE OLIVEIRA PEIXOTO, CNPSA; MAURICIO EGIDIO CANTAO, CNPSA; MONICA CORREA LEDUR, CNPSA; FERNANDA MARCONDES REZENDE, University of Florida; LUIZ LEHMANN COUTINHO, ESALQ.
FERNANDES, A. C.
SILVA, V. H. da
GOES, C. P.
MOREIRA, G. C. M.
GODOY, T. F.
IBELLI, A. M. G.
PEIXOTO, J. de O.
CANTAO, M. E.
LEDUR, M. C.
REZENDE, F. M. de
COUTINHO, L. L.
format Artigo de periódico
topic_facet GWAS
CNVs
Copy number variations
QTLs
QPCR
Desempenho zootécnico
Genética Animal
Gallus Domesticus
Performance
Animal genetics
Genome-wide association study
Animal performance
Quantitative trait loci
Quantitative polymerase chain reaction
Gallus gallus
author FERNANDES, A. C.
SILVA, V. H. da
GOES, C. P.
MOREIRA, G. C. M.
GODOY, T. F.
IBELLI, A. M. G.
PEIXOTO, J. de O.
CANTAO, M. E.
LEDUR, M. C.
REZENDE, F. M. de
COUTINHO, L. L.
author_sort FERNANDES, A. C.
title Genome-wide detection of CNVs and their association with performance traits in broilers.
title_short Genome-wide detection of CNVs and their association with performance traits in broilers.
title_full Genome-wide detection of CNVs and their association with performance traits in broilers.
title_fullStr Genome-wide detection of CNVs and their association with performance traits in broilers.
title_full_unstemmed Genome-wide detection of CNVs and their association with performance traits in broilers.
title_sort genome-wide detection of cnvs and their association with performance traits in broilers.
publishDate 2021-08-03
url http://www.alice.cnptia.embrapa.br/alice/handle/doc/1133197
https://doi.org/10.1186/s12864-021-07676-1
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