Genome wide association study of test days and 305 days milk yield in crossbred cattle
504 / 360
Keywords:
Crossbred cattle, Milk production traits, Genome wide association study, Genotyping-by-sequencingAbstract
The present study was conducted to identify SNPs associated with test days and 305 days milk production at genome level after correcting for the non-genetic factors affecting these traits in crossbred (Vrindavani) cattle. Crossbred cattle (96) were genotyped using double digestion genotyping-by-sequencing technique for genome wide association study (GWAS) with first lactation milk production traits. The effect of season was significant on TD36, TD66 and TD96. Initial quality control for genotyping call rate, Hardy-Weinberg equilibrium and minor allele frequency were achieved by using PLINK tool. SNPs (9638) were retained for ascertaining GWAS with first lactation milk production traits and was accomplished by regressing SNPs on first lactation milk traits using PLINK. Total 23, 28, 112, 3, 13 and 5 SNPs were found to be significantly associated with AVDY, PY, TD36, TD66, TD96 and FL305MY, respectively. Most of the SNPs were located within KIRREL3 or near to it on chromosome 29, followed by LRRC3 and TSPEAR on chromosome 1. Three SNPs (NC_007299.6_145850854, NC_007328.5_26544467 and NC_007328.5_26544511) were significantly associated with all milk production traits. Our findings revealed majority of significant SNPs for milk traits were located within non-coding genomic regions.Downloads
References
1. Cole J B, Wiggans G R, Ma L, Sonstegard T S, Lawlor T J, Crooker B A, Van Tassel C P, Yang J, Wang S, Matukumalli L K and Da Y. 2011. Genome-wide association analysis of thirty one production, health, reproduction and body conformation traits in contemporary US Holstein cows. BMC Genomics 12(1): 408. DOI: https://doi.org/10.1186/1471-2164-12-408
2. Flury C, Boschung C, Denzler M and Bapst B. 2014. Genome- wide association study for 13 udder traits from linear type classification in cattle. Proceedings of the 10th World Congress of Genetics Applied to Livestock Production. 17–22 August 2014. Vancouver, BC, Canada.
3. Gaddis K P, Null D J and Cole J B. 2016. Explorations in genome- wide association studies and network analyses with dairy cattle fertility traits. Journal of Dairy Science 99(8): 6420–35. DOI: https://doi.org/10.3168/jds.2015-10444
4. Harvey W R. 1990. User’s guide for LSMLMW mixed model least square and maximum likelihood computer program (PC-2 version). Ohio State University Press, Columbus.
5. Ibeagha-Awemu E M, Peters S O, Akwanji K A, Imumorin I G and Zhao X. 2016. High density genome wide genotyping- by-sequencing and association identifies common and low frequency SNPs, and novel candidate genes influencing cow milk traits. Scientific Reports 6: 31109. DOI: https://doi.org/10.1038/srep31109
6. Jiang L, Liu J, Sun D, Ma P, DingX, Yu Y and Zhang Q. 2010. Genome wide association studies for milk production traits in Chinese Holstein population. PLoS ONE 5(10): 13661. DOI: https://doi.org/10.1371/journal.pone.0013661
7. Li F. 2012. Genome-wide association analysis for 305-day milk production traits in dairy cattle. University of Natural Resources and Life Sciences, Vienna.
8. Maxa J, NeuditschkoM, Russ I, Förster M and Medugorac I. 2012. Genome-wide association mapping of milk production traits in Braunvieh cattle. Journal of Dairy Science 95(9): 5357–64. DOI: https://doi.org/10.3168/jds.2011-4673
9. Minozzi G, Nicolazzi E L, Stella A, Biffani S, Negrini R, Lazzari B, Ajmone-Marsan P and Williams J L. 2013. Genome wide analysis of fertility and production traits in Italian Holstein cattle. PLoS ONE 8(11): 80219. DOI: https://doi.org/10.1371/journal.pone.0080219
10. Nayeri S, Sargolzaei M, Abo-Ismail M K, May N, Miller S P, Schenkel F, Moore S S and Stothard P. 2016. Genome-wide association for milk production and female fertility traits in Canadian dairy Holstein cattle. BMC Genetics 17(1): 75. DOI: https://doi.org/10.1186/s12863-016-0386-1
11. Olsen H G, Hayes B J, Kent M P, Nome T, Svendsen M, Larsgard A G and Lien S. 2011. Genomewide association mapping in Norwegian Red cattle identifies quantitative trait loci for fertility and milk production on BTA12. Animal Genetics 42(5): 466–74. DOI: https://doi.org/10.1111/j.1365-2052.2011.02179.x
12. Sahana G, Guldbrandtsen B and Lund M S. 2011. Genome-wide association study for calving traits in Danish and Swedish Holstein cattle. Journal of Dairy Science 94: 479–86. DOI: https://doi.org/10.3168/jds.2010-3381
13. Saowaphak P, Duangjinda M, Plaengkaeo S, Suwannasing R and Boonkum W. 2017. Genetic correlation and genome-wide association study (GWAS) of the length of productive life, days open, and 305-days milk yield in crossbred Holstein dairy cattle. Genetics and Molecular Research 16(2). DOI: https://doi.org/10.4238/gmr16029091
14. Seangjun A, Koonawootrittriron S and Elzo M A. 2009. Characterization of lactation patterns and milk yield in a multibreed dairy cattle population in the Central Thailand. Kasetsart Journal (Natural Science) 43: 74–82.
15. Sermyagin , Gladyr , Plemyashov K V, Kudinov A, Dotsev A V, Deniskova and Zinovieva N A. 2017. Genome-Wide Association Studies for Milk Production Traits in Russian Population of Holstein and Black-and-White Cattle. Proceedings of the conference “Research and Development- 2016”. pp. 591–99. Springer International Publishing. Russia. DOI: https://doi.org/10.1007/978-3-319-62870-7_62
16. Van den Berg I, Boichard D and Lund M S. 2016. Comparing power and precision of within-breed and multibreed genome- wide association studies of production traits using whole- genome sequence data for 5 French and Danish dairy cattle breeds. Journal of Dairy Science 99(11): 8932–45. DOI: https://doi.org/10.3168/jds.2016-11073
17. Yodklaew P, Koonawootrittriron S, Elzo M A, Suwanasopee T and Laodim T. 2017. Genome-wide association study for lactation characteristics, milk yield and age at first calving in a Thai multibreed dairy cattle population. Agriculture and Natural Resources 51(3): 223–30. DOI: https://doi.org/10.1016/j.anres.2017.04.002
18. Yue S J, Zhao Y Q, Gu X R, Yin B, Jiang Y L, Wang Z H and Shi K R. 2017. A genome-wide association study suggests new candidate genes for milk production traits in Chinese Holstein cattle. Animal Genetics 48(6): 677–81. DOI: https://doi.org/10.1111/age.12593
19. Zhang Q, Guldbrandtsen B, Thomasen J R, Lund M S and Sahana G. 2016. Genome-wide association study for longevity with whole-genome sequencing in 3 cattle breeds. Journal of Dairy Science 99(9): 7289–98. DOI: https://doi.org/10.3168/jds.2015-10697
Downloads
Published
Issue
Section
License
Copyright (c) 2019 The Indian Journal of Animal Sciences

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
The copyright of the articles published in The Indian Journal of Animal Sciences is vested with the Indian Council of Agricultural Research, which reserves the right to enter into any agreement with any organization in India or abroad, for reprography, photocopying, storage and dissemination of information. The Council has no objection to using the material, provided the information is not being utilized for commercial purposes and wherever the information is being used, proper credit is given to ICAR.