首页|基因组和DNA甲基化组联合分析筛选猪肉质性状关键基因

基因组和DNA甲基化组联合分析筛选猪肉质性状关键基因

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[背景]猪的肉质性状是重要的经济性状。研究影响各类肉质性状的分子机制,发掘关键基因,从而指导猪的遗传改良,对改善猪肉品质具有重要意义。当前肉质相关的机制研究主要是基于DNA的基因组研究,而对肉质性状的DNA甲基化研究以及结合基因组和甲基化组的综合分析却鲜有报道。[目的]通过基因组和DNA甲基化组联合分析,筛选、鉴定了影响猪肉质的潜在关键基因。为猪肉品质的遗传改良研究提供借鉴。[方法]检测了140头大白猪背最长肌的28个肉质性状,通过表观基因组关联分析(EWAS)与全基因组关联分析(GWAS)筛选了各性状显著关联的CpG和SNP位点。随后以SNP为协变量对GWAS和EWAS重叠的显著关联位点进行条件关联分析,进一步筛选具有独立效应的CpG位点。然后以CpG位点的甲基化水平为因变量,以 SNP 为自变量进行关联分析从而鉴定甲基化数量性状位点(meQTL)。最后使用顺式甲基化数量性状位点(cis-meQTL)作为工具变量进行孟德尔随机化分析,从而推断cis-meQTL与表型之间的因果关系,同时对位点进行注释,鉴定潜在的关键基因。[结果](1)在屠宰 45 min黄度值(b45min)、滴水损失(DL)、二十二碳六烯酸(C22:6n-3)3 个肉质性状上,EWAS和GWAS在相同基因组区域鉴定到显著关联位点。(2)b45min的7个CpG位点在条件关联分析后仍保持显著,DL有1个CpG位点在条件关联分析后仍保持显著,而C22:6n-3的3个位点在使用SNP作为协变量分析后不再显著,表明EWAS鉴定的b45min的7个CpG位点和DL的 1个CpG位点的显著关联不受附近的显著SNP影响。(3)b45min的7个CpG位点和DL的 1个 CpG 位点共鉴定了 10 个 meQTL,但绝大多数是 trans-meQTL,只有一个 CpG 位点(SSC12:44 254 675 bp)鉴定到一个cis-meQTL,表明该位点可能受到近距离SNP调控。(4)孟德尔随机化分析显示该CpG位点(SSC12:44 254 675 bp)与b45min表型存在一定的因果关联。(5)对该位点注释发现,距离CpG位点(SSC12:44 254 675 bp)和其cis-meQTL最近的基因是NOS2,且CpG位点位于NOS2 基因内。[结论]综合DNA甲基化组合基因组数据联合分析结果,可以推测NOS2 基因是肉色性状关键候选基因,其DNA甲基化、SNP共同作用调控基因表达,进而影响肉色性状相关基因表达。
Integrated Aanalysis of Genome and DNA Methylation for Screening Key Genes Related to Pork Quality Traits
[Background]The meat quality traits of pigs are important economic traits.Studying the molecular mechanisms that affect various meat quality traits and discovering key genes can guide genetic improvement of pigs and have significant implications for improving pork quality.Currently,those researches on meat-related mechanisms were mainly based on DNA genomics,while studies on DNA methylation related to meat quality traits,as well as integrated analysis of combining genomics and methylation,are scarce.[Objective]The potential key genes affecting pork meat quality were screened and identified by combined analysis of genome and DNA methylome,so as to provide a reference for the genetic improvement of pork quality.[Method]In this study,28 meat quality traits of the ongissimus dorsi muscle of 140 Large White pigs were examined.Epigenome-wide association analysis(EWAS)and genome-wide association analysis(GWAS)were performed to identify CpG and SNP sites significantly associated with each trait.Subsequently,the conditional association analysis was performed by using SNPs as covariates on the significantly associated sites overlapping between GWAS and EWAS to further identify CpG sites with independent effects.Association analysis was then conducted to identify methylation quantitative trait loci(meQTL)by using the methylation levels of CpG sites as the dependent variable and SNPs as the independent variable.Finally,the cis-methylation quantitative trait loci(cis-meQTL)were used as instrumental variables for Mendelian randomization analysis to infer the causal relationship between cis-meQTL and phenotypes,while potential key genes at the loci were annotated and identified.[Result](1)The significant associated sites were identified in the same genomic regions for the meat quality traits,namely yellowness value at slaughter 45 minutes postmortem(b45min),drip loss(DL),and docosahexaenoic acid(C22:6n-3),by both EWAS and GWAS.(2)After conditional association analysis,seven CpG sites for b45min and one CpG site for DL remained significant,while the three sites for C22:6n-3 were no longer significant after using SNPs as covariates,indicating that the significant associations of the seven CpG sites for b45min and one CpG site for DL identified by EWAS were not influenced by nearby significant SNPs.(3)A total of ten meQTL were identified for the seven CpG sites for b45min and one CpG site for DL,but the majority were trans-meQTL,with only one CpG site(SSC12:44 254 675 bp)identifying a cis-meQTL,suggesting that this site might be regulated by nearby SNPs.(4)Mendelian randomization analysis showed a causal relationship between the CpG site(SSC12:44 254 675 bp)and the b45min phenotype.(5)annotation of the locus revealed that the nearest gene to the CpG site(SSC12:44 254 675 bp)and its cis-meQTL was NOS2,and the CpG site was located within the NOS2 gene.[Conclusion]Based on the integrated analysis of DNA methylation and genomics data,this study proposed that the NOS2 gene might be a key candidate gene for meat color traits.DNA methylation and SNP jointly regulated gene expression,thereby affecting the expression of genes related to meat color traits.

epigenome-wide association study(EWAS)genome-wide association study(GWAS)meat quality traitsDNA methylationmeQTL

赵真坚、王凯、陈栋、申琦、余杨、崔晟頔、王俊戈、陈子旸、禹世欣、陈佳苗、王翔枫、唐国庆

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四川农业大学动物科技学院/农业农村部畜禽生物组学重点实验室/畜禽遗传资源发掘与创新利用四川省重点实验室/猪禽种业全国重点实验室,成都 611130

表观基因组关联分析 全基因组关联分析 肉质性状 DNA甲基化 甲基化数量性状位点

四川省科技厅项目四川省科技厅项目四川省科技厅项目四川省猪创新团队项目

2020YFN00242021ZDZX00082021YFYZ0030sccxtd-2022-08

2024

中国农业科学
中国农业科学院

中国农业科学

CSTPCD北大核心
影响因子:1.899
ISSN:0578-1752
年,卷(期):2024.57(7)
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