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Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome
Volatile organic compounds (VOCs) are small molecules that contribute to the distinctive flavour of cheese which is an important attribute for consumer acceptability. To investigate whether cow’s genetic background might contribute to cheese volatilome, we carried out genome-wide association studies...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6242841/ https://www.ncbi.nlm.nih.gov/pubmed/30451907 http://dx.doi.org/10.1038/s41598-018-35323-5 |
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author | Pegolo, Sara Bergamaschi, Matteo Gasperi, Flavia Biasioli, Franco Cecchinato, Alessio Bittante, Giovanni |
author_facet | Pegolo, Sara Bergamaschi, Matteo Gasperi, Flavia Biasioli, Franco Cecchinato, Alessio Bittante, Giovanni |
author_sort | Pegolo, Sara |
collection | PubMed |
description | Volatile organic compounds (VOCs) are small molecules that contribute to the distinctive flavour of cheese which is an important attribute for consumer acceptability. To investigate whether cow’s genetic background might contribute to cheese volatilome, we carried out genome-wide association studies (GWAS) and pathway–based analyses for 173 spectrometric peaks tentatively associated with several VOCs obtained from proton-transfer-reaction mass spectrometry (PTR-ToF-MS) analyses of 1,075 model cheeses produced using raw whole-milk from Brown Swiss cows. Overall, we detected 186 SNPs associated with 120 traits, several of which mapped close to genes involved in protein (e.g. CSN3, GNRHR and FAM169A), fat (e.g. AGPAT3, SCD5, and GPAM) and carbohydrate (e.g. B3GNT2, B4GALT1, and PHKB) metabolism. Gene set enrichment analysis showed that pathways connected with proteolysis/amino acid metabolism (purine and nitrogen metabolism) as well as fat metabolism (long-term potentiation) and mammary gland function (tight junction) were overrepresented. Our results provide the first evidence of a putative link between cow’s genes and cheese flavour and offer new insights into the role of potential candidate loci and the biological functions contributing to the cheese volatilome. |
format | Online Article Text |
id | pubmed-6242841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-62428412018-11-27 Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome Pegolo, Sara Bergamaschi, Matteo Gasperi, Flavia Biasioli, Franco Cecchinato, Alessio Bittante, Giovanni Sci Rep Article Volatile organic compounds (VOCs) are small molecules that contribute to the distinctive flavour of cheese which is an important attribute for consumer acceptability. To investigate whether cow’s genetic background might contribute to cheese volatilome, we carried out genome-wide association studies (GWAS) and pathway–based analyses for 173 spectrometric peaks tentatively associated with several VOCs obtained from proton-transfer-reaction mass spectrometry (PTR-ToF-MS) analyses of 1,075 model cheeses produced using raw whole-milk from Brown Swiss cows. Overall, we detected 186 SNPs associated with 120 traits, several of which mapped close to genes involved in protein (e.g. CSN3, GNRHR and FAM169A), fat (e.g. AGPAT3, SCD5, and GPAM) and carbohydrate (e.g. B3GNT2, B4GALT1, and PHKB) metabolism. Gene set enrichment analysis showed that pathways connected with proteolysis/amino acid metabolism (purine and nitrogen metabolism) as well as fat metabolism (long-term potentiation) and mammary gland function (tight junction) were overrepresented. Our results provide the first evidence of a putative link between cow’s genes and cheese flavour and offer new insights into the role of potential candidate loci and the biological functions contributing to the cheese volatilome. Nature Publishing Group UK 2018-11-19 /pmc/articles/PMC6242841/ /pubmed/30451907 http://dx.doi.org/10.1038/s41598-018-35323-5 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Pegolo, Sara Bergamaschi, Matteo Gasperi, Flavia Biasioli, Franco Cecchinato, Alessio Bittante, Giovanni Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title | Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title_full | Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title_fullStr | Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title_full_unstemmed | Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title_short | Integrated PTR-ToF-MS, GWAS and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
title_sort | integrated ptr-tof-ms, gwas and biological pathway analyses reveal the contribution of cow’s genome to cheese volatilome |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6242841/ https://www.ncbi.nlm.nih.gov/pubmed/30451907 http://dx.doi.org/10.1038/s41598-018-35323-5 |
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