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猪的剩余采食量及相关性状的全基因组关联研究

Whole Genome Association Studies of Residual Feed Intake and Related Traits in the Pig.

作者信息

Onteru Suneel K, Gorbach Danielle M, Young Jennifer M, Garrick Dorian J, Dekkers Jack C M, Rothschild Max F

机构信息

Department of Animal Science and Center for Integrated Animal Genomics, Iowa State University, Ames, Iowa, United States of America.

出版信息

PLoS One. 2013 Jun 26;8(6):e61756. doi: 10.1371/journal.pone.0061756. Print 2013.

Abstract

BACKGROUND

Residual feed intake (RFI), a measure of feed efficiency, is the difference between observed feed intake and the expected feed requirement predicted from growth and maintenance. Pigs with low RFI have reduced feed costs without compromising their growth. Identification of genes or genetic markers associated with RFI will be useful for marker-assisted selection at an early age of animals with improved feed efficiency.

METHODOLOGY/PRINCIPAL FINDINGS: Whole genome association studies (WGAS) for RFI, average daily feed intake (ADFI), average daily gain (ADG), back fat (BF) and loin muscle area (LMA) were performed on 1,400 pigs from the divergently selected ISU-RFI lines, using the Illumina PorcineSNP60 BeadChip. Various statistical methods were applied to find SNPs and genomic regions associated with the traits, including a Bayesian approach using GenSel software, and frequentist approaches such as allele frequency differences between lines, single SNP and haplotype analyses using PLINK software. Single SNP and haplotype analyses showed no significant associations (except for LMA) after genomic control and FDR. Bayesian analyses found at least 2 associations for each trait at a false positive probability of 0.5. At generation 8, the RFI selection lines mainly differed in allele frequencies for SNPs near (<0.05 Mb) genes that regulate insulin release and leptin functions. The Bayesian approach identified associations of genomic regions containing insulin release genes (e.g., GLP1R, CDKAL, SGMS1) with RFI and ADFI, of regions with energy homeostasis (e.g., MC4R, PGM1, GPR81) and muscle growth related genes (e.g., TGFB1) with ADG, and of fat metabolism genes (e.g., ACOXL, AEBP1) with BF. Specifically, a very highly significantly associated QTL for LMA on SSC7 with skeletal myogenesis genes (e.g., KLHL31) was identified for subsequent fine mapping.

CONCLUSIONS/SIGNIFICANCE: Important genomic regions associated with RFI related traits were identified for future validation studies prior to their incorporation in marker-assisted selection programs.

摘要

背景

剩余采食量(RFI)是饲料效率的一种衡量指标,它是观察到的采食量与根据生长和维持所需预测的预期采食量之间的差值。低RFI的猪在不影响生长的情况下降低了饲料成本。鉴定与RFI相关的基因或遗传标记对于在动物早期进行标记辅助选择以提高饲料效率将是有用的。

方法/主要发现:使用Illumina PorcineSNP60 BeadChip对来自差异选择的ISU-RFI品系的1400头猪进行了RFI、平均日采食量(ADFI)、平均日增重(ADG)、背膘(BF)和腰大肌面积(LMA)的全基因组关联研究(WGAS)。应用了各种统计方法来寻找与这些性状相关的单核苷酸多态性(SNP)和基因组区域,包括使用GenSel软件的贝叶斯方法,以及诸如品系间等位基因频率差异、使用PLINK软件的单SNP和单倍型分析等频率论方法。在进行基因组控制和错误发现率(FDR)校正后,单SNP和单倍型分析未显示出显著关联(LMA除外)。贝叶斯分析发现在假阳性概率为0.5时,每个性状至少有2个关联。在第8代时,RFI选择品系在调控胰岛素释放和瘦素功能的基因附近(<0.05 Mb)的SNP等位基因频率上存在主要差异。贝叶斯方法鉴定出包含胰岛素释放基因(如GLP1R、CDKAL、SGMS1)的基因组区域与RFI和ADFI相关,能量稳态相关区域(如MC4R、PGM1、GPR81)和肌肉生长相关基因(如TGFB1)与ADG相关,以及脂肪代谢基因(如ACOX1、AEBP1)与BF相关。具体而言,在SSC7上鉴定出一个与LMA高度显著相关且与骨骼肌生成基因(如KLHL31)相关的数量性状基因座(QTL),用于后续精细定位。

结论/意义:鉴定出了与RFI相关性状的重要基因组区域,以便在将其纳入标记辅助选择计划之前进行未来的验证研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/49ad/3694077/42c2966963a6/pone.0061756.g001.jpg

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