Special Issue:
动物科学合辑Animal Science
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Identifying the complex genetic architecture of growth and fatness traits in a Duroc pig population |
ZHANG Zhe, CHEN Zi-tao, DIAO Shu-qi, YE Shao-pan, WANG Jia-ying, GAO Ning, YUAN Xiao-long, CHEN Zan-mou, ZHANG Hao, LI Jia-qi |
Guangdong Provincial Key Lab of Agro-Animal Genomics and Molecular Breeding/National Engineering Research Center for Breeding Swine Industry/College of Animal Science, South China Agricultural University, Guangzhou 510642, P.R.China |
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摘要
本研究首先使用多性状动物模型对4539头杜洛克猪的达100 kg体重日龄(D100)、达100 kg体重背膘厚(B100)和达100 kg体重眼肌面积(L100)性状进行遗传参数估计。进而,利用高密度SNP芯片对其中的1067头杜洛克猪进行基因分型,并使用基于单标记回归的线性模型对其D100、B100和L100性状进行全基因组关联分析。研究发现该群体的D100、B100和L100性状的遗传力分别为0.300、0.215和0.380。与D100性状相关的SNP位点12个,B100性状相关的SNP位点13个和L100性状相关的SNP位点3个,共注释到13个候选功能基因。这些基因是VPS4B、PHLPP1、ENSSSCG00000034988、CDH20、ENSSSCG00000004911、ENSSSCG00000033637、ADAMTS2、NUDT3、RPS10、TSHZ1、TXN2、GRM4和SNRPC。本研究所定位的D100、B100和L100性状相关的SNP与公共数据库(Animal QTLdb,https://www.animalgenome.org/cgi-bin/QTLdb/index)上相关基因组区域重叠。另外,通过对D100、B100和L100性状相关SNP定位的候选功能基因进行富集分析发现,候选功能基因显著富集在酶的调节或抑制活性和代谢相关的生物学进程(校正P值<0.05)。研究结果进一步揭示了杜洛克猪生长和脂肪性状的遗传结构,将为后续优良品种选育提供依据。
Abstract In modern pig breeding programs, growth and fatness are vital economic traits that significantly influence porcine production. To identify underlying variants and candidate genes associated with growth and fatness traits, a total of 1 067 genotyped Duroc pigs with de-regressed estimated breeding values (DEBV) records were analyzed in a genome wide association study (GWAS) by using a single marker regression model. In total, 28 potential single nucleotide polymorphisms (SNPs) were associated with these traits of interest. Moreover, VPS4B, PHLPP1, and some other genes were highlighted as functionally plausible candidate genes that compose the underlying genetic architecture of porcine growth and fatness traits. Our findings contribute to a better understanding of the genetic architectures underlying swine growth and fatness traits that can be potentially used in pig breeding programs.
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Received: 19 January 2020
Accepted:
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Fund: This research was supported by the earmarked fund for China Agriculture Research System (CARS-35), the National Natural Science Foundation of China (31772556), and the Key R&D Program of Guangdong Province, China (2018B020203002). |
Corresponding Authors:
Correspondence LI Jia-qi, Tel/Fax: +86-20-85283519, E-mail: jqli@scau.edu.cn
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About author: ZHANG Zhe, Tel/Fax: +86-20-85282019, E-mail: zhezhang@scau.edu.cn |
Cite this article:
ZHANG Zhe, CHEN Zi-tao, DIAO Shu-qi, YE Shao-pan, WANG Jia-ying, GAO Ning, YUAN Xiao-long, CHEN Zan-mou, ZHANG Hao, LI Jia-qi.
2021.
Identifying the complex genetic architecture of growth and fatness traits in a Duroc pig population. Journal of Integrative Agriculture, 20(6): 1607-1614.
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Browning S R, Browning B L. 2007. Rapid and accurate haplotype phasing and missing data inference for whole genome association studies by use of localized haplotype clustering. American Journal of Human Genetics, 81, 1084–1097.
Chen Z T, Ye S P, Teng J Y, Diao S Q, Yuan X L, Chen Z M, Zhang H, Li J Q, Zhang Z. 2019. Genome-wide association studies for the number of animals born alive and dead in Duroc pigs. Theriogenology, 139, 36–42.
Fonseca L F S, dos Santos Silva D B, Gimenez D F J, Baldi F, Ferro J A, Chardulo L A L, de Albuquerque L G. 2020. Gene expression profiling and identification of hub genes in Nellore cattle with different marbling score levels. Genomics, 112, 873–879.
Gong H, Xiao S, Li W, Huang T, Huang X, Yan G, Huang Y, Qiu H, Jiang K, Wang X, Zhang H, Tang J, Li L, Li Y, Wang C, Qiao C, Ren J, Huang L, Yang B. 2019. Unravelling the genetic loci for growth and carcass traits in Chinese Bamaxiang pigs based on a 1.4 million SNP array. Journal of Animal Breeding and Genetics, 136, 3–14.
Guo Y, Huang Y, Hou L, Ma J, Chen C, Ai H, Huang L, Ren J. 2017a. Genome-wide detection of genetic markers associated with growth and fatness in four pig populations using four approaches. Genetics Selection Evolution, 49, 21.
Guo Y, Qiu H, Xiao S, Wu Z, Yang M, Yang J, Ren J, Huang L. 2017b. A genome-wide association study identifies genomic loci associated with backfat thickness, carcass weight, and body weight in two commercial pig populations. Journal of Applied Genetics, 58, 499–508.
Henderson C R. 1975. Best linear unbiased estimation and prediction under a selection model. Biometrics, 31, 423.
Hou Y, Hu M, Zhou H, Li C, Li X, Liu X, Zhao Y, Zhao S. 2018. Neuronal signal transduction-involved genes in pig hypothalamus affect feed efficiency as revealed by transcriptome analysis. BioMed Research International, 2018, 1–10.
Howard J T, Jiao S, Tiezzi F, Huang Y, Gray K A, Maltecca C. 2015. Genome-wide association study on legendre random regression coefficients for the growth and feed intake trajectory on Duroc Boars. BMC Genetics, 16, 59.
Hu Z L, Park C A, Reecy J M. 2019. Building a livestock genetic and genomic information knowledgebase through integrative developments of Animal QTLdb and CorrDB. Nucleic Acids Research, 47, D701–D710.
Huang T, Zhang M, Yan G, Huang X, Chen H, Zhou L, Deng W, Zhang Z, Qiu H, Ai H, Huang L. 2019. Genome-wide association and evolutionary analyses reveal the formation of swine facial wrinkles in Chinese Erhualian pigs. Aging (Albany NY), 11, 4672–4687.
Jiang Y, Tang S, Wang C, Wang Y, Qin Y, Wang Y, Zhang J, Song H, Mi S, Yu F, Xiao W, Zhang Q, Ding X. 2018. A genome-wide association study of growth and fatness traits in two pig populations with different genetic backgrounds. Journal of Animal Science, 96, 806–816.
Jin H, Lu X, Ni J, Sun J, Gu B, Ding B, Zhu H, Ma C, Cui M, Xu Y, Zhang Z, Lercher M, Chen J, Gao N, Wang S. 2017. HOTAIR rs7958904 polymorphism is associated with increased cervical cancer risk in a Chinese population. Scientific Reports, 7, 3144.
Li X, Kennedy B W. 1994. Genetic parameters for growth rate and backfat in Canadian Yorkshire, Landrace, Duroc, and Hampshire pigs. Journal of Animal Science, 72, 1450–1454.
Lin J, Wang C, Redies C. 2014. Restricted expression of classic cadherins in the spinal cord of the chicken embryo. Frontiers in Neuroanatomy, 8, 18.
Liu Y F, Lv L, Xue Q, Wan C, Ni T, Chen B, Liu Y H, Zhou Y, Ni R, Mao G. 2013. Vacuolar protein sorting 4B, an ATPase protein positively regulates the progression of NSCLC via promoting cell division. Molecular and Cellular Biochemistry, 381, 163–171.
Nakano H, Sato S, Uemoto Y, Kikuchi T, Shibata T, Kadowaki H, Kobayashi E, Suzuki K. 2015. Effect of VRTN gene polymorphisms on Duroc pig production and carcass traits, and their genetic relationships. Animal Science Journal, 86, 125–131.
Porter S, Clark I M, Kevorkian L, Edwards D R. 2005. The ADAMTS metalloproteinases. Biochemical Journal, 386, 15–27.
Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira M A R, Bender D, Maller J, Sklar P, de Bakker P I W, Daly M J, Sham P C. 2007. PLINK: A tool set for whole-genome association and population-based linkage analyses. American Journal of Human Genetics, 81, 559–575.
Qiao R, Gao J, Zhang Z, Li L, Xie X, Fan Y, Cui L, Ma J, Ai H, Ren J, Huang L. 2015. Genome-wide association analyses reveal significant loci and strong candidate genes for growth and fatness traits in two pig populations. Genetics Selection Evolution, 47, 17.
R Foundation for Statistical Computing. 2018. R: A language and environment for statistical computing. [2018-04-01]. http://www.R-project.org/
Rau C D, Romay M C, Tuteryan M, Wang J J C, Santolini M, Ren S, Karma A, Weiss J N, Wang Y, Lusis A J. 2017. Systems genetics approach identifies gene pathways and adamts2 as drivers of isoproterenol-induced cardiac hypertrophy and cardiomyopathy in mice. Cell Systems, 4, 121–128.
Reyer H, Shirali M, Ponsuksili S, Murani E, Varley P F, Jensen J, Wimmers K. 2017. Exploring the genetics of feed efficiency and feeding behaviour traits in a pig line highly selected for performance characteristics. Molecular Genetics and Genomics, 292, 1001–1011.
Riveros-McKay F, Mistry V, Bounds R, Hendricks A, Keogh J M, Thomas H, Henning E, Corbin L J, O’Rahilly S, Zeggini E, Wheeler E, Barroso I, Farooqi I S. 2019. Genetic architecture of human thinness compared to severe obesity. PLoS Genetics, 15, e1007603.
Suzuki K, Irie M, Kadowaki H, Shibata T, Kumagai M, Nishida A. 2005. Genetic parameter estimates of meat quality traits in Duroc pigs selected for average daily gain, longissimus muscle area, backfat thickness, and intramuscular fat content. Journal of Animal Science, 83, 2058–2065.
Tang J, Ji L, Wang Y, Huang Y, Yin H, He Y, Liu J, Miao X, Wu Y, Xu X, He S, Cheng C. 2015. Cell adhesion down-regulates the expression of vacuolar protein sorting 4B (VPS4B) and contributes to drug resistance in multiple myeloma cells. International Journal of Hematology, 102, 25–34.
Tang Z, Xu J, Yin L, Yin D, Zhu M, Yu M, Li X, Zhao S, Liu X. 2019. Genome-wide association study reveals candidate genes for growth relevant traits in pigs. Frontiers in Genetics, 10, 302.
VanRaden P M, Wiggans G R. 1991. Derivation, calculation, and use of national animal model information. Journal of Dairy Science, 74, 2737–2746.
Wang L, Zhang L, Yan H, Liu X, Li N, Liang J, Pu L, Zhang Y, Shi H, Zhao K, Wang Lixian. 2014. Genome-wide association studies identify the loci for 5 exterior traits in a Large White×Minzhu pig population. PLoS ONE, 9, e103766.
Yu G, Wang L G, Han Y, He Q Y. 2012. clusterProfiler: An R package for comparing biological themes among gene clusters. OMICS: A Journal of Integrative Biology, 16, 284–287.
Zhang Z, Chang Y, Jia W, Zhang J, Zhang R, Zhu J, Yang T, Xia H, Zou Y, He J. 2018. LINC00673 rs11655237 C>T confers neuroblastoma susceptibility in Chinese population. Bioscience Reports, 38, BSR20171667.
Zhang Z, Chen Z, Ye S, He Y, Huang S, Yuan X, Chen Z, Zhang H, Li J. 2019. Genome-wide association study for reproductive traits in a Duroc pig population. Animals, 9, 732.
Zheng J, Huang X, Tan W, Yu D, Du Z, Chang J, Wei L, Han Y, Wang C F, Che X, Zhou Y, Miao X, Jiang G, Yu X, Yang X, Cao G, Zuo C, Li Z, Wang C Y, Cheung S T, et al. 2016. Pancreatic cancer risk variant in LINC00673 creates a miR-1231 binding site and interferes with PTPN11 degradation. Nature Genetics, 48, 747–757.
Zhou X, Stephens M. 2012. Genome-wide efficient mixed-model analysis for association studies. Nature Genetics, 44, 821–824.
Zhuang Z, Li S, Ding R, Yang M, Zheng E, Yang H, Gu T, Xu Z, Cai G, Wu Z, Yang J. 2019. Meta-analysis of genome-wide association studies for loin muscle area and loin muscle depth in two Duroc pig populations. PLoS ONE, 14, e0218263. |
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