ArticleGenetics, selection, evolution : GSE2022
Evaluation of the phenotypic and genomic background of variability based on litter size of Large White pigs.
Article in Genetics, selection, evolution : GSE, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 20 citations in OpenAlex.
- Genetic Control of Canalization for Twinning Rates in Polypay and Rambouillet Sheep Using Threshold or Double Hierarchical Generalized Linear Models.Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie · 2026Article
- Genome-wide association analysis reveals genetic architecture of fertility traits in Sahiwal heifers and cows.Tropical animal health and production · 2026Article
- Methods to detect selection history in a population under ongoing directional selection.Genetics · 2026Article
- Unravelling the Genetic Mechanisms of Litter Traits in a Maternal Line of Pigs.Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie · 2026Article
- Insights into pig resilience: the Microbiome-genetic connection.Porcine health management · 2026Review
- Genome Imputation for Genome-Wide Association Study of Reproductive Traits in Chinese Duroc, Landrace, and Yorkshire Pigs: Strategy and Validation.Animals : an open access journal from MDPI · 2026Article
- Genes and Gene Functions Associated with Morphological, Productive, Reproductive, and Carcass Quality Traits in Pigs: A Functional Bioinformatics Approach.Current issues in molecular biology · 2026Article
- Genomic prediction accounting for dominance and epistatic genetic effects on litter size traits in Large White pigs.Journal of animal science · 2025Article
- Importance and variability of the paternal component in sow reproductive traits.Journal of applied genetics · 2024Review
- Article
- Effect of SNPs on Litter Size in Swine.Current issues in molecular biology · 2024Article
- A first characterization of the microbiota-resilience link in swine.Microbiome · 2024Article
- Disentangling the dynamics of energy allocation to develop a proxy for robustness of fattening pigs.Genetics, selection, evolution : GSE · 2023Article
- Article
- Genome-wide single nucleotide polymorphism (SNP) data reveal potential candidate genes for litter traits in a Yorkshire pig population.Archives animal breeding · 2023Article
- Article
- Identification of Genomic Regions and Candidate Genes for Litter Traits in French Large White Pigs Using Genome-Wide Association Studies.Animals : an open access journal from MDPI · 2022Article
- Genetic aspects of piglet survival and related traits: a review.Journal of animal science · 2022Review
- Genomic prediction for grain yield and micro-environmental sensitivity in winter wheat.Frontiers in plant science · 2022Article
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Authors and funding
3 authors at 2 institutions in 2 countries.
Funding
Abstract
backgroundThe genetic background of trait variability has captured the interest of ecologists and animal breeders because the genes that control it could be involved in buffering various environmental effects. Phenotypic variability of a given trait can be assessed by studying the heterogeneity of the residual variance, and the quantitative trait loci (QTL) that are involved in the control of this variability are described as variance QTL (vQTL). This study focuses on litter size (total number born, TNB) and its variability in a Large White pig population. The variability of TNB was evaluated either using a simple method, i.e. analysis of the log-transformed variance of residuals (LnVar), or the more complex double hierarchical generalized linear model (DHGLM). We also performed a single-SNP (single nucleotide polymorphism) genome-wide association study (GWAS). To our knowledge, this is only the second study that reports vQTL for litter size in pigs and the first one that shows GWAS results when using two methods to evaluate variability of TNB: LnVar and DHGLM.
resultsBased on LnVar, three candidate vQTL regions were detected, on Sus scrofa chromosomes (SSC) 1, 7, and 18, which comprised 18 SNPs. Based on the DHGLM, three candidate vQTL regions were detected, i.e. two on SSC7 and one on SSC11, which comprised 32 SNPs. Only one candidate vQTL region overlapped between the two methods, on SSC7, which also contained the most significant SNP. Within this vQTL region, two candidate genes were identified, ADGRF1, which is involved in neurodevelopment of the brain, and ADGRF5, which is involved in the function of the respiratory system and in vascularization. The correlation between estimated breeding values based on the two methods was 0.86. Three-fold cross-validation indicated that DHGLM yielded EBV that were much more accurate and had better prediction of missing observations than LnVar.
conclusionsThe results indicated that the LnVar and DHGLM methods resulted in genetically different traits. Based on their validation, we recommend the use of DHGLM over the simpler method of log-transformed variance of residuals. These conclusions can be useful for future studies on the evaluation of the variability of any trait in any species.
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