Ran Wei, Zhenyang Zhang, He Han, Jian Miao, Pengfei Yu, Hong Cheng, Wei Zhao, Xiaoliang Hou, Jianlan Wang, Yongqi He, Yan Fu, Zhen Wang, Qishan Wang, Zhe Zhang, Yuchun Pan
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引用次数: 0
Abstract
Background: Improving reproductive performance in Yorkshire pigs, a key maternal line in three-way crossbreeding systems, remains challenging due to low heritability and historical selection pressures favoring production traits. Identifying pleiotropic genetic variants that influence both reproduction and production traits is crucial for understanding their genetic interplay and enhancing molecular breeding strategies.
Results: Genome-wide association studies (GWAS) using 2,764 individuals identified 264,660 significant loci associated with reproduction traits and 12,460 loci for production traits, with 73 independent signals, including genes such as SCLT1 and CAPN9. A total of 465,047 independent loci were identified, resulting in a genome-wide significance threshold of . Genetic correlations analysis between reproduction and production traits across parities revealed varying trends, including a strengthening negative correlation between mean litter weight (MLW) and backfat thickness (BFT) with increasing parity (P1: =-0.0376; P2: =-0.1371; P3: =-0.1475). Given 1062 shared significant loci between MLW and BFT, local genetic correlation was calculated within the corresponding genomic regions, resulting in a weak correlation of 0.014. Transcriptome-wide association studies (TWAS) leveraging data from the PigGTEx project, which includes 9,530 RNA-sequencing samples across 34 tissues, revealed 2,143 significant genes, with 31 linked to total number of piglets born (TNB) and 133 to number of piglets born alive (NBA). These results highlight the importance of these genes in reproductive performance, with SCLT1 being notably significant in reproductive tissues. For MLW, integrating results from multiple analyses revealed CENPE as a strong candidate gene, exhibiting significant association and colocalization. Validation in an independent population (n = 300) showed that incorporating the top 0.2% of significant single nucleotide polymorphisms (SNPs) in the GFBLUP model improved predictive accuracy, increasing from 0.0168 to 0.0242 for MLW.
Conclusion: This study provides new insights into the pleiotropic genetic architecture underlying reproduction and production traits in Yorkshire pigs. Genetic correlations, shared loci, and candidate genes inform breeding program design. The increased accuracy of genomic selection using these significant loci highlights their practical utility in improving breeding efficiency. These findings suggest opportunities for refining selection strategies, although further research is warranted to fully realize their potential for enhancing breeding programs.
背景:约克郡猪是三方杂交系统中的关键母系,由于遗传力低和历史选择压力倾向于生产性状,提高约克郡猪的繁殖性能仍然具有挑战性。识别影响生殖和生产性状的多效性遗传变异对于理解它们的遗传相互作用和提高分子育种策略至关重要。结果:使用2764个个体的全基因组关联研究(GWAS)鉴定出264660个与生殖性状相关的显著位点和12460个与生产性状相关的显著位点,具有73个独立信号,包括SCLT1和CAPN9等基因。共鉴定出465,047个独立位点,全基因组显著性阈值为2.15 × 10 - 6。各胎次繁殖性状与生产性状的遗传相关分析显示,随着胎次的增加,平均窝重(MLW)与背膘厚(BFT)的负相关性增强(P1: r g =-0.0376;P2: r g =-0.1371;P3: r g =-0.1475)。考虑到MLW和BFT之间共有1062个显著位点,在相应的基因组区域内计算局部遗传相关,得到0.014的弱相关。转录组全关联研究(TWAS)利用来自PigGTEx项目的数据,包括34个组织的9530个rna测序样本,揭示了2143个重要基因,其中31个与出生仔猪总数(TNB)有关,133个与出生活仔数(NBA)有关。这些结果突出了这些基因在生殖性能中的重要性,其中SCLT1在生殖组织中尤为重要。对于MLW,综合多个分析结果显示,CENPE是强候选基因,表现出显著的关联和共定位。在独立人群(n = 300)中的验证表明,将前0.2%的显著单核苷酸多态性(snp)纳入GFBLUP模型可以提高预测精度,对MLW的预测精度从0.0168提高到0.0242。结论:本研究为了解约克郡猪繁殖和生产性状的多效性遗传结构提供了新的见解。遗传相关性、共享位点和候选基因为育种计划设计提供信息。利用这些重要基因座进行基因组选择的准确性提高,突出了它们在提高育种效率方面的实用价值。这些发现为改进选择策略提供了机会,尽管需要进一步的研究来充分认识它们提高育种计划的潜力。
期刊介绍:
BMC Genomics is an open access, peer-reviewed journal that considers articles on all aspects of genome-scale analysis, functional genomics, and proteomics.
BMC Genomics is part of the BMC series which publishes subject-specific journals focused on the needs of individual research communities across all areas of biology and medicine. We offer an efficient, fair and friendly peer review service, and are committed to publishing all sound science, provided that there is some advance in knowledge presented by the work.