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Genome-Wide Epistatic Interaction Networks Affecting Feed Efficiency in Duroc and Landrace Pigs

机译:基因组宽的外观交互网络影响杜隆和兰德斯猪的饲料效率

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Interactions among genomic loci have often been overlooked in genome-wide association studies, revealing the combinatorial effects of variants on phenotype or disease manifestation. Unexplained genetic variance, interactions among causal genes of small effects, and biological pathways could be identified using a network biology approach. The main objective of this study was to determine the genome-wide epistatic variants affecting feed efficiency traits [feed conversion ratio (FCR) and residual feed intake (RFI)] based on weighted interaction SNP hub (WISH-R) method. Herein, we detected highly interconnected epistatic SNP modules, pathways, and potential biomarkers for the FCR and RFI in Duroc and Landrace purebreds considering the whole population, and separately for low and high feed efficient groups. Highly interacting SNP modules in Duroc (1,247 SNPs) and Landrace (1,215 SNPs) across the population and for low feed efficient (Duroc—80 SNPs, Landrace—146 SNPs) and high feed efficient group (Duroc—198 SNPs, Landrace—232 SNPs) for FCR and RFI were identified. Gene and pathway analyses identified ABL1 , MAP3K4 , MAP3K5 , SEMA6A , KITLG , and KAT2B from chromosomes 1, 2, 5, and 13 underlying ErbB, Ras, Rap1, thyroid hormone, axon guidance pathways in Duroc. GABBR2 , GNA12, and PRKCG genes from chromosomes 1, 3, and 6 pointed towards thyroid hormone, cGMP-PKG and cAMP pathways in Landrace. From Duroc low feed efficient group, the TPK1 gene was found involved with thiamine metabolism, whereas PARD6G , DLG2, CRB1 were involved with the hippo signaling pathway in high feed efficient group. PLOD1 and SETD7 genes were involved with lysine degradation in low feed efficient group in Landrace, while high feed efficient group pointed to genes underpinning valine, leucine, isoleucine degradation, and fatty acid elongation. Some SNPs and genes identified are known for their association with feed efficiency, others are novel and potentially provide new avenues for further research. Further validation of epistatic SNPs and genes identified here in a larger cohort would help to establish a framework for modelling epistatic variance in future methods of genomic prediction, increasing the accuracy of estimated genetic merit for FE and helping the pig breeding industry.
机译:基因组基因座之间的相互作用经常被忽视在基因组 - 范围内的协会研究中,揭示了变异对表型或疾病表现的组合作用。不明原因的遗传方差,可以使用网络生物学方法来识别出种效果的因果基因的相互作用,以及生物途径。本研究的主要目的是确定基于加权相互作用SNP毂(WISH-R)方法的进料效率性状的基因组 - 宽的认证变体[饲料转化比(FCR)和残余进料进料(RFI)]。在此,我们检测到考虑到整个人群的杜塞克和地兰纯种的FCR和RFI的高度相互联系的近孔和RFI的潜在生物标志物,并分开用于低饲料效率群体。在Duroc(1,247个SNP)和Landrace(1,215个SNP)中高度交互的SNP模块,对群体和低饲料效率(DuroC-80 SNP,Landrace-146 SNP)和高饲料效率组(Duroc-198 SNP,Landrace-232 Snps )针对FCR和RFI被鉴定出来。基因和途径分析鉴定ABL1,MAP3K4,MAP3K5,SEMA6A,KITLG和KAT2B从染色体1,2,5和13个底下的ERBB,RAS,RAP1,甲状腺激素,轴承术中的核心引导途径。来自染色体1,3和6的GABBR2,GNA12和PRKCG基因朝向甲状腺激素,CGMP-PKG和Landrace的阵营途径。从Duroc低饲料效率组中,发现TPK1基因涉及硫胺素代谢,而Pard6G,DLG2,CRB1参与高饲料效率组中的河马信号通路。 PLOD1和SetD7基因参与Landrace低饲料效率组中的赖氨酸降解,而高饲料效率群指向基因,基因是缬氨酸,亮氨酸,异亮氨酸降解和脂肪酸伸长率。鉴定的一些SNP和基因是众所周知的,其与饲料效率相关,其他人是新颖的,并潜在地为进一步研究提供新的途径。进一步验证在较大的队列中鉴定的本文鉴定的基因和基因将有助于建立一种在未来的基因组预测方法中建立认证方差的框架,提高了估计遗传优异的Fe和帮助猪养殖业的准确性。

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