ArticleClinical epigenetics2022
Predicting male fertility from the sperm methylome: application to 120 bulls with hundreds of artificial insemination records.
Article in Clinical epigenetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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25 citing papers in PubMed, 47 citations in OpenAlex.
- DNA methylation clock in bull sperm cells reveals the epigenetic aging characteristics and impact on fertility.Journal of animal science and biotechnology · 2026Article
- Epigenetic Regulation of Production Traits in Ruminants: Implications for Breeding and Selection.Biology · 2026Review
- The bull sperm epigenome: role in male fertility and transmission to the offspring.The Journal of reproduction and development · 2026Review
- From sperm to pregnancy: insights into paternal regulation of fertility divergence in cattle.The Journal of reproduction and development · 2026Review
- Longitudinal characterization of mature beef bull seminal fluid and blood serum metabolome during a 65-day breeding season.Translational animal science · 2026Article
- Genetic regulation of sperm DNA methylation in cattle through meQTL mapping.BMC genomics · 2025Article
- Sperm DNA methylation landscape and its links to male fertility in a non-model teleost using EM-seq.Heredity · 2025Article
- Impact of paternal high energy diets on semen quality and embryo development in cattle.Reproduction & fertility · 2025Review
- Defining bovine CpG epigenetic diversity by analyzing RRBS data from sperm of Montbéliarde and Holstein bulls.Frontiers in cell and developmental biology · 2025Article
- Introducing artificial intelligence and sperm epigenetics in the fertility clinic: a novel foundation for diagnostics and prediction modelling.Frontiers in reproductive health · 2025Article
- Reduced Representation Bisulfite Sequencing Library Preparation for Sperm DNA Methylation Analyses: Manual and Automated Methods.Methods in molecular biology (Clifton, N.J.) · 2025Article
- A cost-effective method for combining the power of genetic and epigenetic selection in animal production.Environmental epigenetics · 2025Article
- Contribution of the seminal microbiome to paternal programming.Biology of reproduction · 2024Review
- Multi-omics data integration for the identification of biomarkers for bull fertility.PloS one · 2024Article
- Epigenetic changes to gene pathways linked to male fertility in ex situ black-footed ferrets.Evolutionary applications · 2024Article
- Cold exposure impacts DNA methylation patterns in cattle sperm.Frontiers in genetics · 2024Article
- Comparison between indicine and taurine cattle DNA methylation reveals epigenetic variation associated to differences in morphological adaptive traits.Epigenetics · 2023Article
- DNA methylation and gene expression changes in mouse mammary tissue during successive lactations: part II - the impact of lactation rank.Epigenetics · 2023Article
- DNA methylation and gene expression changes in mouse mammary tissue during successive lactations: part I - the impact of inflammation.Epigenetics · 2023Article
- Paternal Age Matters: Association with Sperm Criteria's- Spermatozoa DNA Integrity and Methylation Profile.Journal of clinical medicine · 2023Article
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Authors and funding
17 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundConflicting results regarding alterations to sperm DNA methylation in cases of spermatogenesis defects, male infertility and poor developmental outcomes have been reported in humans. Bulls used for artificial insemination represent a relevant model in this field, as the broad dissemination of bull semen considerably alleviates confounding factors and enables the precise assessment of male fertility. This study was therefore designed to assess the potential for sperm DNA methylation to predict bull fertility.
resultsA unique collection of 100 sperm samples was constituted by pooling 2-5 ejaculates per bull from 100 Montbéliarde bulls of comparable ages, assessed as fertile (n = 57) or subfertile (n = 43) based on non-return rates 56 days after insemination. The DNA methylation profiles of these samples were obtained using reduced representation bisulfite sequencing. After excluding putative sequence polymorphisms, 490 fertility-related differentially methylated cytosines (DMCs) were identified, most of which were hypermethylated in subfertile bulls. Interestingly, 46 genes targeted by DMCs are involved in embryonic and fetal development, sperm function and maturation, or have been related to fertility in genome-wide association studies; five of these were further analyzed by pyrosequencing. In order to evaluate the prognostic value of fertility-related DMCs, the sperm samples were split between training (n = 67) and testing (n = 33) sets. Using a Random Forest approach, a predictive model was built from the methylation values obtained on the training set. The predictive accuracy of this model was 72% on the testing set and 72% on individual ejaculates collected from an independent cohort of 20 bulls.
conclusionThis study, conducted on the largest set of bull sperm samples so far examined in epigenetic analyses, demonstrated that the sperm methylome is a valuable source of male fertility biomarkers. The next challenge is to combine these results with other data on the same sperm samples in order to improve the quality of the model and better understand the interplay between DNA methylation and other molecular features in the regulation of fertility. This research may have potential applications in human medicine, where infertility affects the interaction between a male and a female, thus making it difficult to isolate the male factor.
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