School of Chemistry and Molecular Bioscience, The University of Queensland Australia, Brisbane, QLD 4072, Australia.
Commonwealth Scientific and Industrial Research Organization, Brisbane, QLD 4072, Australia.
Genes (Basel). 2021 May 18;12(5):768. doi: 10.3390/genes12050768.
Fertility traits measured early in life define the reproductive potential of heifers. Knowledge of genetics and biology can help devise genomic selection methods to improve heifer fertility. In this study, we used ~2400 Brahman cattle to perform GWAS and multi-trait meta-analysis to determine genomic regions associated with heifer fertility. Heifer traits measured were pregnancy at first mating opportunity (PREG1, a binary trait), first conception score (FCS, score 1 to 3) and rebreeding score (REB, score 1 to 3.5). The heritability estimates were 0.17 (0.03) for PREG1, 0.11 (0.05) for FCS and 0.28 (0.05) for REB. The three traits were highly genetically correlated (0.75-0.83) as expected. Meta-analysis was performed using SNP effects estimated for each of the three traits, adjusted for standard error. We identified 1359 significant SNPs (-value < 9.9 × 10 at FDR < 0.0001) in the multi-trait meta-analysis. Genomic regions of 0.5 Mb around each significant SNP from the meta-analysis were annotated to create a list of 2560 positional candidate genes. The most significant SNP was in the vicinity of a genomic region on chromosome 8, encompassing the genes , , , and . The genomic region in humans that contains homologs of these genes is associated with age at puberty in girls. Top significant SNPs pointed to additional fertility-related genes, again within a 0.5 Mb region, including , , , , and Functional pathway enrichment analysis resulted in many positional candidate genes relating to known fertility pathways, including GnRH signaling, estrogen signaling, progesterone mediated oocyte maturation, cAMP signaling, calcium signaling, glutamatergic signaling, focal adhesion, PI3K-AKT signaling and ovarian steroidogenesis pathway. The comparison of results from this study with previous transcriptomics and proteomics studies on puberty of the same cattle breed (Brahman) but in a different population identified 392 genes in common from which some genes--are also part of the above-mentioned pathways. The biological functions of the positional candidate genes and their annotation to known pathways allowed integrating the results into a bigger picture of molecular mechanisms related to puberty in the hypothalamus-pituitary-ovarian axis. A reasonable number of genes, common between previous puberty studies and this study on early reproductive traits, corroborates the proposed molecular mechanisms. This study identified the polymorphism associated with early reproductive traits, and candidate genes that provided a visualization of the proposed mechanisms, coordinating the hypothalamic, pituitary, and ovarian functions for reproductive performance in Brahman cattle.
早期生命特征可定义小母牛的繁殖潜力。对遗传学和生物学的了解有助于设计基因组选择方法,以提高小母牛的繁殖力。在这项研究中,我们使用了大约 2400 头婆罗门牛来进行 GWAS 和多性状荟萃分析,以确定与小母牛繁殖力相关的基因组区域。所测量的小母牛性状包括首次配种时的妊娠情况(PREG1,二分类性状)、首次受孕评分(FCS,评分 1 至 3)和再配种评分(REB,评分 1 至 3.5)。PREG1 的遗传力估计值为 0.17(0.03),FCS 为 0.11(0.05),REB 为 0.28(0.05)。三个性状的遗传相关性很高(0.75-0.83),如预期的那样。荟萃分析使用每个性状估计的 SNP 效应进行,调整了标准误差。在多性状荟萃分析中,我们确定了 1359 个显著 SNP(-值<9.9×10,FDR<0.0001)。对荟萃分析中每个显著 SNP 周围的 0.5 Mb 基因组区域进行注释,创建了 2560 个位置候选基因列表。最显著的 SNP 位于 8 号染色体上一个基因组区域附近,包含基因、、、和。人类中包含这些基因同源物的基因组区域与女孩的青春期有关。最显著的 SNP 还指向了其他与生育能力相关的基因,同样在 0.5 Mb 区域内,包括、、、、和。功能途径富集分析产生了许多与已知生育途径相关的位置候选基因,包括 GnRH 信号、雌激素信号、孕激素介导的卵母细胞成熟、cAMP 信号、钙信号、谷氨酸能信号、粘着斑、PI3K-AKT 信号和卵巢甾体生成途径。将本研究的结果与同一牛种(婆罗门牛)但在不同群体中进行的青春期的先前转录组学和蛋白质组学研究进行比较,确定了 392 个共同基因,其中一些基因也是上述途径的一部分。位置候选基因的生物学功能及其对已知途径的注释允许将结果整合到与下丘脑-垂体-卵巢轴青春期相关的分子机制的更大图景中。在先前的青春期研究和本研究的早期生殖性状之间存在相当数量的共同基因,证实了所提出的分子机制。本研究确定了与早期生殖性状相关的多态性和候选基因,为所提出的机制提供了可视化,协调了婆罗门牛的下丘脑、垂体和卵巢功能,以实现繁殖性能。