Cargando…

A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)

Infertility or subfertility is a critical barrier to sustainable cattle production, including in heifers. The development of heifers that do not produce a calf within an optimum window of time is a critical factor for the profitability and sustainability of the cattle industry. In parallel, heifers...

Descripción completa

Detalles Bibliográficos
Autores principales: Marrella, Mackenzie A., Biase, Fernando H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403585/
https://www.ncbi.nlm.nih.gov/pubmed/37542054
http://dx.doi.org/10.1038/s41598-023-39858-0
_version_ 1785085101329088512
author Marrella, Mackenzie A.
Biase, Fernando H.
author_facet Marrella, Mackenzie A.
Biase, Fernando H.
author_sort Marrella, Mackenzie A.
collection PubMed
description Infertility or subfertility is a critical barrier to sustainable cattle production, including in heifers. The development of heifers that do not produce a calf within an optimum window of time is a critical factor for the profitability and sustainability of the cattle industry. In parallel, heifers are an excellent biomedical model for understanding the underlying etiology of infertility because well-nourished heifers can still be infertile, mostly because of inherent physiological and genetic causes. Using a high-density single nucleotide polymorphism (SNP) chip, we collected genotypic data, which were analyzed using an association analysis in PLINK with Fisher’s exact test. We also produced quantitative transcriptome data and proteome data. Transcriptome data were analyzed using the quasi-likelihood test followed by the Wald’s test, and the likelihood test and proteome data were analyzed using a generalized mixed model and Student’s t-test. We identified two SNPs significantly associated with heifer fertility (rs110918927, chr12: 85648422, P = 6.7 × 10(−7); and rs109366560, chr11:37666527, P = 2.6 × 10(−5)). We identified two genes with differential transcript abundance (eFDR ≤ 0.002) between the two groups (Fertile and Sub-Fertile): Adipocyte Plasma Membrane Associated Protein (APMAP, 1.16 greater abundance in the Fertile group) and Dynein Axonemal Intermediate Chain 7 (DNAI7, 1.23 greater abundance in the Sub-Fertile group). Our analysis revealed that the protein Alpha-ketoglutarate-dependent dioxygenase FTO was more abundant in the plasma collected from Fertile heifers relative to their Sub-Fertile counterparts (FDR < 0.05). Lastly, an integrative analysis of the three datasets identified a series of molecular features (SNPs, gene transcripts, and proteins) that discriminated 21 out of 22 heifers correctly based on their fertility category. Our multi-omics analyses confirm the complex nature of female fertility. Very importantly, our results also highlight differences in the molecular profile of heifers associated with fertility that transcend the constraints of breed-specific genetic background.
format Online
Article
Text
id pubmed-10403585
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-104035852023-08-06 A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus) Marrella, Mackenzie A. Biase, Fernando H. Sci Rep Article Infertility or subfertility is a critical barrier to sustainable cattle production, including in heifers. The development of heifers that do not produce a calf within an optimum window of time is a critical factor for the profitability and sustainability of the cattle industry. In parallel, heifers are an excellent biomedical model for understanding the underlying etiology of infertility because well-nourished heifers can still be infertile, mostly because of inherent physiological and genetic causes. Using a high-density single nucleotide polymorphism (SNP) chip, we collected genotypic data, which were analyzed using an association analysis in PLINK with Fisher’s exact test. We also produced quantitative transcriptome data and proteome data. Transcriptome data were analyzed using the quasi-likelihood test followed by the Wald’s test, and the likelihood test and proteome data were analyzed using a generalized mixed model and Student’s t-test. We identified two SNPs significantly associated with heifer fertility (rs110918927, chr12: 85648422, P = 6.7 × 10(−7); and rs109366560, chr11:37666527, P = 2.6 × 10(−5)). We identified two genes with differential transcript abundance (eFDR ≤ 0.002) between the two groups (Fertile and Sub-Fertile): Adipocyte Plasma Membrane Associated Protein (APMAP, 1.16 greater abundance in the Fertile group) and Dynein Axonemal Intermediate Chain 7 (DNAI7, 1.23 greater abundance in the Sub-Fertile group). Our analysis revealed that the protein Alpha-ketoglutarate-dependent dioxygenase FTO was more abundant in the plasma collected from Fertile heifers relative to their Sub-Fertile counterparts (FDR < 0.05). Lastly, an integrative analysis of the three datasets identified a series of molecular features (SNPs, gene transcripts, and proteins) that discriminated 21 out of 22 heifers correctly based on their fertility category. Our multi-omics analyses confirm the complex nature of female fertility. Very importantly, our results also highlight differences in the molecular profile of heifers associated with fertility that transcend the constraints of breed-specific genetic background. Nature Publishing Group UK 2023-08-04 /pmc/articles/PMC10403585/ /pubmed/37542054 http://dx.doi.org/10.1038/s41598-023-39858-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Marrella, Mackenzie A.
Biase, Fernando H.
A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title_full A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title_fullStr A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title_full_unstemmed A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title_short A multi-omics analysis identifies molecular features associated with fertility in heifers (Bos taurus)
title_sort multi-omics analysis identifies molecular features associated with fertility in heifers (bos taurus)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403585/
https://www.ncbi.nlm.nih.gov/pubmed/37542054
http://dx.doi.org/10.1038/s41598-023-39858-0
work_keys_str_mv AT marrellamackenziea amultiomicsanalysisidentifiesmolecularfeaturesassociatedwithfertilityinheifersbostaurus
AT biasefernandoh amultiomicsanalysisidentifiesmolecularfeaturesassociatedwithfertilityinheifersbostaurus
AT marrellamackenziea multiomicsanalysisidentifiesmolecularfeaturesassociatedwithfertilityinheifersbostaurus
AT biasefernandoh multiomicsanalysisidentifiesmolecularfeaturesassociatedwithfertilityinheifersbostaurus