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Expression Quantitative Trait Loci and Allele-Specific Expression Exhibiting Joint Association with Polygenic Trait Phenotypes in Pigs

机译:表达定量性状基因位点和等位基因特异性表达与猪多基因性状表型联合联合。

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摘要

Significant genetic gain in pork production has been achieved in the past 30 years. Advancements in sequencing technology, improvements in the annotation of the pig genome, and development of quantitative genetic models were instrumental in the these efforts. Several quantitative trait locus (QTL) have been identified for growth, meat quality and carcass composition phenotypes, however, the biological mechanisms underlying most QTL remain unknown. Functional genomic analysis can reveal insights on the genetic architecture of complex traits, and transcriptomic profiling of skeletal muscle during the initial steps leading to the conversion of muscle to meat can identify key regulators of meat quality and carcass phenotypes. In this study, we aimed to identify potential candidate genes and molecular markers regulating phenotypic traits using an F2 Duroc x Pietrain pig resource population. Gene transcripts obtained with RNA-seq of longissimus dorsi muscle from 168 F2 animals were used to estimate gene expression variation subject to genetic control by mapping expression QTL (eQTL), and identifying allele-specific expression (ASE). A total of 334 eQTL were mapped (FDR ≤ 0.01) with 187 exhibiting local acting regulation. Joint association of eQTL with phenotypic QTL (pQTL) segregating in our population revealed 16 genes significantly associated with 21 pQTL for meat quality, carcass composition and growth traits. Ten of these pQTL were for meat quality phenotypes that co-localized with one eQTL on SSC2 (8.8Mb region) and a putative hotspot associated with 11 gene transcripts on SSC15 (121Mb region). Biological processes identified for co-localized eQTL genes associated with meat quality traits included calcium signaling (MRLN, PKP2 and CHRNA9), energy metabolism (SUCLG2 and PFKFB3) and redox hemostasis (NQO1 and CEP128).;Allele specific expression (ASE) analysis facilitates the identification of cis-acting regulation of transcript abundance, which can be associated with a measurable phenotypic difference. In this study, we tested for ASE in 69,502 coding SNP (cSNP) called directly from longissimus dorsi transcriptomes. A total of 18,234 cSNP with significant ASE were identified (FDR ≤ 0.01). A meta-analysis merging cSNP p-values per gene identified 4,170 genes with significant allele-specific effects (FDR ≤ 0.01). A gene-wise conditional analysis fitting all ASE cSNP per gene for each phenotype identified 60 genes associated with growth, carcass composition and meat quality phenotypes. Ring finger and Zinc finger transcription factors were associated with 45-min pH, drip loss and 10th-rib backfat, and allelic expression bias for these genes was confirmed with pyrosequencing. Six genes exhibiting significant cis-acting effects and two genes associated with both cis and trans action were key regulators of the PI3K-Akt-mTOR signaling pathway. PI3K-Akt-mTOR plays an important role in skeletal muscle response to acute hypoxia, regulates cellular hypertrophy, and has been implicated in glycolytic metabolism. Results support an important role for activation of the PI3K-Akt-mTOR signaling pathway during the initial conversion of muscle to meat.
机译:在过去的30年中,猪肉生产获得了重要的遗传增益。在这些工作中,测序技术的进步,猪基因组注释的改进以及定量遗传模型的发展都发挥了重要作用。已经为生长,肉品质和car体组成表型确定了几个数量性状位点(QTL),但是,大多数QTL的生物学机制仍然未知。功能基因组分析可以揭示有关复杂性状的遗传结构的见解,而在导致肌肉向肉类转化的初始步骤中,骨骼肌的转录组谱分析可以确定肉质和car体表型的关键调控因子。在这项研究中,我们旨在确定使用F2 Duroc x Pietrain猪资源种群调节表型性状的潜在候选基因和分子标记。通过绘制表达QTL(eQTL)和鉴定等位基因特异性表达(ASE),使用从168只F2动物的背最长肌RNA序列获得的基因转录本来估算受基因控制的基因表达变异。共绘制了334个eQTL(FDR≤0.01),其中187个表现出局部作用。在我们的人群中,eQTL与表型QTL(pQTL)隔离的联合关联揭示了16个与21 pQTL显着相关的基因,这些基因与肉质,car体组成和生长性状有关。这些pQTL中有十个是针对与SSC2(8.8Mb区域)上一个eQTL和一个与SSC15(121Mb区域)上的11个基因转录物相关的热点共同定位的肉质表型。与肉品质性状相关的共定位eQTL基因的生物学过程包括钙信号传导(MRLN,PKP2和CHRNA9),能量代谢(SUCLG2和PFKFB3)和氧化还原止血(NQO1和CEP128);等位基因特异性表达(ASE)分析有助于转录本丰度的顺式调控的鉴定,其可能与可测量的表型差异有关。在这项研究中,我们测试了直接从背最长背转录组调用的69,502个编码SNP(cSNP)中的ASE。总共鉴定出18,234个具有显着ASE的cSNP(FDR≤0.01)。荟萃分析合并了每个基因的cSNP p值,确定了4,170个具有显着等位基因特异性效应(FDR≤0.01)的基因。对每种表型进行每个基因所有ASE cSNP拟合的基因方式条件分析,确定了60个与生长,car体组成和肉品质表型相关的基因。无名指和锌指转录因子与45分钟的pH,滴水损失和第10肋骨后脂肪相关,并且通过焦磷酸测序证实了这些基因的等位基因表达偏倚。六个基因表现出显着的顺式作用,两个与顺式和反式作用相关的基因是PI3K-Akt-mTOR信号通路的关键调节因子。 PI3K-Akt-mTOR在骨骼肌对急性缺氧的反应中起重要作用,调节细胞肥大,并参与糖酵解代谢。结果支持在肌肉向肉类的初始转化过程中激活PI3K-Akt-mTOR信号通路的重要作用。

著录项

  • 作者

    Velez-Irizarry, Deborah.;

  • 作者单位

    Michigan State University.;

  • 授予单位 Michigan State University.;
  • 学科 Genetics.;Animal sciences.;Bioinformatics.
  • 学位 Ph.D.
  • 年度 2018
  • 页码 121 p.
  • 总页数 121
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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