中国畜牧兽医 ›› 2020, Vol. 47 ›› Issue (10): 3297-3304.doi: 10.16431/j.cnki.1671-7236.2020.10.029
鲍晶晶, 张莉
收稿日期:
2020-04-08
出版日期:
2020-10-20
发布日期:
2020-10-17
通讯作者:
张莉
E-mail:zhangli07@caas.cn
作者简介:
鲍晶晶(1993-),女,安徽安庆人,博士,研究方向:动物遗传育种,E-mail:baojj_1993@163.com
基金资助:
BAO Jingjing, ZHANG Li
Received:
2020-04-08
Online:
2020-10-20
Published:
2020-10-17
摘要: 畜禽的选种选育在生产中至关重要,育种值估计是选种选育的核心。基因组选择(genomic selection,GS)是利用全基因组范围内的高密度标记估计个体基因组育种值的一种新型分子育种方法,目前已在牛、猪、鸡等畜禽育种中得到应用并取得了良好的效果。该方法可实现畜禽育种早期选择,降低测定费用,缩短世代间隔,提高育种值估计准确性,加快遗传进展。基因组选择主要是通过参考群体中每个个体的表型性状信息和单核苷酸多态性(single nucleotide polymorphism,SNP)基因型估计出每个SNP的效应值,然后测定候选群体中每个个体的SNP基因型,计算候选个体的基因组育种值,根据基因组育种值的高低对候选群体进行合理的选择。随着基因分型技术快速发展和检测成本不断降低,以及基因组选择方法不断优化,基因组选择已成为畜禽选种选育的重要手段。作者对一些常用的基因组选择方法进行了综述,比较了不同方法之间的差异,分析了基因组选择存在的问题与挑战,并展望了其在畜禽育种中的应用前景。
中图分类号:
鲍晶晶, 张莉. 畜禽基因组选择方法研究进展[J]. 中国畜牧兽医, 2020, 47(10): 3297-3304.
BAO Jingjing, ZHANG Li. Research Progress on Genomic Selection Methods in Livestock and Poultry[J]. China Animal Husbandry & Veterinary Medicine, 2020, 47(10): 3297-3304.
[1] | HENDERSON C R.Best linear unbiased estimation and prediction under a selection model[J].Biometrics,1975,31(2):423-447. |
[2] | LANDE R,THOMPSON R.Efficiency of marker-assisted selection in the improvement of quantitative traits[J].Genetics,1990,124(3):743-756. |
[3] | RIEDELSHEIMER C,CZEDIK-EYSENBERG A,GRIEDER C,et al.Genomic and metabolic prediction of complex heterotic traits in hybrid maize[J].Nature Genetics,2012,44(2):217-220. |
[4] | MEUWISSEN T H,HAYES B J,GODDARD M E.Prediction of total genetic value using genome-wide dense marker maps[J].Genetics,2001,157(4):1819-1829. |
[5] | 赵志达,张莉.基因组选择在绵羊育种中的应用[J].遗传,2019,41(4):293-303. ZHAO Z D,ZHANG L.Application of whole genome selection technology in dairy farms[J].Hereditas,2019,41(4):293-303.(in Chinese) |
[6] | GARCIA-RUIZ A,COLE J B,VANRADEN P M,et al.Changes in genetic selection differentials and generation intervals in US Holstein dairy cattle as a result of genomic selection[J].Proceedings of the National Academy of Sciences of the United States of America,2016,113(28):E3995-E4004. |
[7] | SCHAEFFER L R.Strategy for applying genome-wide selection in dairy cattle[J].Journal of Animal Breeding and Genetics,2006,123(4):218-223. |
[8] | DOUBLET A C,CROISEAU P,FRITZ S,et al.The impact of genomic selection on genetic diversity and genetic gain in three French dairy cattle breeds[J].Genetics Selection Evolution,2019,51(1):52. |
[9] | ZHANG H,YIN L,WANG M,et al.Factors affecting the accuracy of genomic selection for agricultural economic traits in maize,cattle,and pig populations[J].Frontiers in Genetics,2019,10:189. |
[10] | CHU T T,ALEMU S W,NORBERG E,et al.Benefits of testing in both bio-secure and production environments in genomic selection breeding programs for commercial broiler chicken[J].Genetics Selection Evolution,2018,50(1):52. |
[11] | ZENGER K R,KHATKAR M S,JONES D B,et al.Genomic selection in aquaculture:Application,limitations and opportunities with special reference to marine shrimp and pearl oysters[J].Frontiers in Genetics,2018,9:693. |
[12] | VAN RADEN P M.Efficient methods to compute genomic predictions[J].Journal of Dairy Science,2008,91(11):4414-4423. |
[13] | WIGGANS G R,COLE J B,HUBBARD S M,et al.Genomic selection in dairy cattle:The USDA experience[J].Annual Review of Animal Biosciences,2017,5:309-327. |
[14] | 李宏伟,王瑞军,王志英,等.家畜基因组选择研究进展[J].遗传,2017,39(5):377-387. LI H W,WANG R J,WANG Z Y,et al.The research progress of genomic selection in livestock[J].Hereditas,2017,39(5):377-387.(in Chinese) |
[15] | 朱波,王延晖,牛红,等.畜禽基因组选择中贝叶斯方法及其参数优化策略[J].中国农业科学,2014,47(22):4495-4505. ZHU B,WANG Y H,NIU H,et al.The strategy of parameter optimization of bayesian methods for genomic selection in livestock[J].Scientia Agricultura Sinica,2014,47(22):4495-4505.(in Chinese) |
[16] | SAMORÈ A B,FONTANESI L.Genomic selection in pigs:State of the art and perspectives[J].Italian Journal of Animal Science,2016,15(2):211-232. |
[17] | 李娅兰,瞿浩,苏国生,等.畜禽基因组选择的研究进展[J].中国畜牧兽医,2010,37(11):84-89. LI Y L,QU H,SU G S,et al.Progress on genomic selection in animal breeding[J].China Animal Husbandry & Veterinary Medicine,2010,37(11):84-89.(in Chinese) |
[18] | 陈雨,姜淑琴,孙炳蕊,等.基因组选择及其在作物育种中的应用[J].广东农业科学,2017,44(9):1-7. CHEN Y,JIANG S Q,SUN B R,et al.Genomic selection and its application in on cropsbreeding[J].Guangdong Agricultural Sciences,2017,44(9):1-7.(in Chinese) |
[19] | WHITTAKER J C,THOMPSON R,DENHAM M C.Marker-assisted selection using ridge regression[J].Genetics Research,2000,75(2):249-252. |
[20] | 谈成,边成,杨达,等.基因组选择技术在农业动物育种中的应用[J].遗传,2017,39(11):1033-1045. TAN C,BIAN C,YANG D,et al.Application of genomic selection in farm animal breeding[J].Hereditas,2017,39(11):1033-1045.(in Chinese) |
[21] | LOPEZ B I,LEE S H,PARK J E,et al.Weighted genomic best linear unbiased prediction for carcass traits in Hanwoo cattle[J].Genes (Basel),2019,10(12):1019. |
[22] | CHRISTENSEN O F,LUND M S.Genomic prediction when some animals are not genotyped[J].Genetics Selection Evolution,2010,42(1):2. |
[23] | AGUILAR I,MISZTAL I,JOHNSON D L,et al.Hot topic:A unified approach to utilize phenotypic,full pedigree,and genomic information for genetic evaluation of Holstein final score[J].Journal of Dairy Science,2010,93(2):743-752. |
[24] | MISZTAL I,LEGARRA A,AGUILAR I.Computing procedures for genetic evaluation including phenotypic,full pedigree,and genomic information[J].Journal of Dairy Science,2009,92(9):4648-4655. |
[25] | 王欣,孙辉,胡中立,等.基因组选择方法研究进展[J].扬州大学学报(农业与生命科学版),2018,39(1):61-67. WANG X,SUN H,HU Z L,et al.The research progress of genomic selection methods[J].Journal of Yangzhou University(Agricultural and Life Science Edition),2018,39(1):61-67.(in Chinese) |
[26] | TEISSIER M,LARROQUE H,ROBERT-GRANIE C.Weighted single-step genomic BLUP improves accuracy of genomic breeding values for protein content in French dairy goats:A quantitative trait influenced by a major gene[J].Genetics Selection Evolution,2018,50(1):31. |
[27] | SONG H,ZHANG J,ZHANG Q,et al.Using different single-step strategies to improve the efficiency of genomic prediction on body measurement traits in pig[J].Frontiers in Genetics,2019,9:730. |
[28] | MEHRBAN H,LEE D H,NASERKHEIL M,et al.Comparison of conventional BLUP and single-step genomic BLUP evaluations for yearling weight and carcass traits in Hanwoo beef cattle using single trait and multi-trait models[J].PLos One,2019,14(10):e223352. |
[29] | HABIER D,FERNANDO R L,KIZILKAYA K,et al.Extension of the bayesian alphabet for genomic selection[J].BMC Bioinformatics,2011,12:186. |
[30] | HAY E,UTSUNOMIYA Y T,XU L,et al.Genomic predictions combining SNP markers and copy number variations in Nellore cattle[J].BMC Genomics,2018,19(1):441. |
[31] | ZHU B,GUO P,WANG Z,et al.Accuracies of genomic prediction for twenty economically important traits in Chinese Simmental beef cattle[J].Animal Genetics,2019,50(6):634-643. |
[32] | SUN X,QU L,GARRICK D J,et al.A fast EM algorithm for BayesA-like prediction of genomic breeding values[J].PLos One,2012,7(11):e49157. |
[33] | CLARK S A,HICKEY J M,VAN DER WERF J H.Different models of genetic variation and their effect on genomic evaluation[J].Genetics Selection Evolution,2011,43(1):18. |
[34] | LEE J,LEE S,PARK J E,et al.Genome-wide association study and genomic predictions for exterior traits in Yorkshire pigs[J].Journal of Animal Science,2019,97(7):2793-2802. |
[35] | NEVES H H,CARVALHEIRO R,O'BRIEN A M,et al.Accuracy of genomic predictions in Bos indicus (Nellore) cattle[J].Genetics Selection Evolution,2014,46(1):17. |
[36] | MEHRBAN H,LEE D H,MORADI M H,et al.Predictive performance of genomic selection methods for carcass traits in Hanwoo beef cattle:Impacts of the genetic architecture[J].Genetics Selection Evolution,2017,49(1):1. |
[37] | 张统雨,魏霞,张勤,等.基因组选择在羊育种中的应用研究进展[J].畜牧兽医学报,2018,49(12):2535-2542. ZHANG T Y,WEI X,ZHANG Q,et al.Progress on application of genomic selection in sheep and goat breeding[J].Acta Veterinaria et Zootechnica Sinica,2018,49(12):2535-2542.(in Chinese) |
[38] | PARK T,CASELLA G.The Bayesian LASSO[J].Journal of the American Statistical Association,2008,103(482):681-686. |
[39] | CARDOSO F F,GOMES C C,SOLLERO B P,et al.Genomic prediction for tick resistance in Braford and Hereford cattle[J].Journal of Animal Science,2015,93(6):2693-2705. |
[40] | YI N,XU S.Bayesian LASSO for quantitative trait loci mapping[J].Genetics,2008,179(2):1045-1055. |
[41] | MEUWISSEN T H,SOLBERG T R,SHEPHERD R,et al.A fast algorithm for BayesB type of prediction of genome-wide estimates of genetic value[J].Genetics Selection Evolution,2009,41(1):2. |
[42] | SHEPHERD R K,MEUWISSEN T H,WOOLLIAMS J A.Genomic selection and complex trait prediction using a fast EM algorithm applied to genome-wide markers[J].BMC Bioinformatics,2010,11:529. |
[43] | MUTSHINDA C M,SILLANPAA M J.Extended Bayesian LASSO for multiple quantitative trait loci mapping and unobserved phenotype prediction[J].Genetics,2010,186(3):1067-1075. |
[44] | BRONDUM R F,SU G,LUND M S,et al.Genome position specific priors for genomic prediction[J].BMC Genomics,2012,13:543. |
[45] | WANG C L,DING X D,WANG J Y,et al.Bayesian methods for estimating GEBVs of threshold traits[J].Heredity (Edinb),2013,110(3):213-219. |
[46] | NEVES H H,CARVALHEIRO R,QUEIROZ S A.A comparison of statistical methods for genomic selection in a mice population[J].BMC Genetics,2012,13(1):100. |
[47] | MAENHOUT S,DE BAETS B,HAESAERT G,et al.Support vector machine regression for the prediction of maize hybrid performance[J].Theoretical and Applied Genetics,2007,115(7):1003-1013. |
[48] | OGUTU J O,PIEPHO H P,SCHULZ-STREECK T.A comparison of random forests,boosting and support vector machines for genomic selection[J].BMC Proceedings,2011,Suppl 3:S11. |
[49] | CROSSA J,PEREZ-RODRIGUEZ P,CUEVAS J,et al.Genomic selection in plant breeding:Methods,models,and perspectives[J].Trends in Plant Science,2017,22(11):961-975. |
[50] | LIU Y,XU L,WANG Z,et al.Genomic prediction and association analysis with models including dominance effects for important traits in Chinese Simmental beef cattle[J].Animals (Basel),2019,9(12):1055. |
[51] | SU G,CHRISTENSEN O F,OSTERSEN T,et al.Estimating additive and non-additive genetic variances and predicting genetic merits using genome-wide dense single nucleotide polymorphism markers[J].PLos One,2012,7(9):e45293. |
[52] | GODDARD M E,HAYES B J,MEUWISSEN T H.Using the genomic relationship matrix to predict the accuracy of genomic selection[J].Journal of Animal Breeding and Genetics,2011,128(6):409-421. |
[53] | GUO X,CHRISTENSEN O F,OSTERSEN T,et al.Improving genetic evaluation of litter size and piglet mortality for both genotyped and nongenotyped individuals using a single-step method[J].Journal of Animal Science,2015,93(2):503-512. |
[54] | MIAR Y,PLASTOW G S,MOORE S S,et al.Genetic and phenotypic parameters for carcass and meat quality traits in commercial crossbred pigs[J].Journal of Animal Science,2014,92(7):2869-2884. |
[55] | CHRISTENSEN O F,MADSEN P,NIELSEN B,et al.Single-step methods for genomic evaluation in pigs[J].Animal,2012,6(10):1565-1571. |
[56] | GAO H,SU G,JANSS L,et al.Model comparison on genomic predictions using high-density markers for different groups of bulls in the Nordic Holstein population[J].Journal of Dairy Science,2013,96(7):4678-4687. |
[57] | DUCHEMIN S I,COLOMBANI C,LEGARRA A,et al.Genomic selection in the French Lacaune dairy sheep breed[J].Journal of Dairy Science,2012,95(5):2723-2733. |
[1] | 劳缨迪, 候彩琴, 李新, 郭益文, 胡德宝, 郭宏, 张林林, 丁向彬. 畜禽肌内脂肪沉积相关基因研究进展[J]. 中国畜牧兽医, 2025, 52(6): 2603-2611. |
[2] | 林衍之, 邓盾, 马现永, 余苗, 卢钰升, 宋敏, 江青艳. 畜禽粪臭素的产生、代谢及其体外降解研究进展[J]. 中国畜牧兽医, 2025, 52(6): 2650-2661. |
[3] | 蔡育诚, 吴灌原, 杨海冬, 方一诺, 陈志胜, 詹小舒. 益生菌在动物健康管理中的作用机制及其应用现状[J]. 中国畜牧兽医, 2025, 52(5): 2101-2114. |
[4] | 朱斌, 周星佑, 伍君权, 陈惠莹, 朱剑锋, 祁姣姣, 胡文锋, 杨美艳. 基于噬菌体疗法的畜禽支原体病防治研究进展[J]. 中国畜牧兽医, 2025, 52(4): 1763-1775. |
[5] | 陈秀英, 李爱军, 李明阳, 张彩华, 崔亚楠, 周丽娜, 谷守国, 周彦成. 动物源性食品中兽药残留前处理及检测技术研究进展[J]. 中国畜牧兽医, 2025, 52(4): 1914-1923. |
[6] | 张凌宇, 张家希, 魏雨轩, 吴琼. 双酚A及其替代品对畜禽危害的研究进展[J]. 中国畜牧兽医, 2025, 52(3): 1317-1327. |
[7] | 杨鑫硕, 常丹翼, 续丹丹, 张海华, 马秋刚, 黄世猛. 色氨酸及其细菌代谢产物对畜禽肠道屏障及生产性能影响的研究进展[J]. 中国畜牧兽医, 2025, 52(2): 636-644. |
[8] | 张瑶, 朱礼阳, 杨莹, 侯静严, 韩涛泽, 王凯龙, 徐垭烯, 盛熙晖. 畜禽肌肉肌苷酸研究进展[J]. 中国畜牧兽医, 2025, 52(2): 686-697. |
[9] | 孙丽, 谭冰冰, 李长琼, 袁欣怡, 潘源虎. 细菌内抗菌药物积累测定方法研究进展[J]. 中国畜牧兽医, 2025, 52(1): 451-460. |
[10] | 孙志刚, 王潇, 司晓慧, 吕若一, 宋连宇, 刘晓晔. 内化菌耐受性Tr值评估方法研究[J]. 中国畜牧兽医, 2024, 51(5): 2245-2252. |
[11] | 谢鑫峰, 王子轶, 钟梓奇, 潘德优, 倪世恒, 肖倩. 全基因组关联分析的扩展方法及其在畜禽中应用的研究进展[J]. 中国畜牧兽医, 2024, 51(4): 1382-1389. |
[12] | 谭磊, 彭小烨, 王开心, 黄小久, 张帆, 禹思宇. 组蛋白去乙酰化酶参与畜禽病毒感染的作用及机制[J]. 中国畜牧兽医, 2024, 51(3): 1259-1266. |
[13] | 刘丁语, 何振文, 刘宝玲, 王刚, 王晓虎, 谭臣, 蔡汝健. 戊型肝炎病毒研究进展[J]. 中国畜牧兽医, 2024, 51(2): 736-747. |
[14] | 李亚菲, 梁晓云, 吴荔琴, 肖田安, 王富华, 曾振灵. 广东地区畜禽源大肠杆菌的耐药性与流行性研究[J]. 中国畜牧兽医, 2024, 51(2): 837-849. |
[15] | 吴晨辉, 涂羽昂, 刘皓洋, 单体中. 赭曲霉毒素A对畜禽的毒性作用及其缓解措施[J]. 中国畜牧兽医, 2024, 51(12): 5254-5264. |
阅读次数 | ||||||
全文 |
|
|||||
摘要 |
|
|||||