Prediction of lifetime performance traits by principal component analysis in Jersey crossbred cattle at an organized farm of eastern India


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Authors

  • POONAM RATWAN ICAR-National Dairy Research Institute, Karnal, Haryana 132 001 India
  • AJOY MANDAL Eastern Regional Station, ICAR-National Dairy Research Institute, Kalyani, Nadia, West Bengal 741 235 India
  • MANOJ KUMAR ICAR-National Dairy Research Institute, Karnal, Haryana 132 001 India
  • ATISH KUMAR CHAKRAVARTY ICAR-National Dairy Research Institute, Karnal, Haryana 132 001 India

https://doi.org/10.56093/ijans.v87i9.74340

Keywords:

Early selection, Jersey crossbred, Lifetime performance, PCA

Abstract

Data on first lactation traits viz. peak yield, 305 days milk yield, milk yield per day of lactation length and total milk yield per day of calving interval were used for prediction of lifetime milk yield (LTMY) upto 4th lactation in Jersey crossbred animals maintained at the organized herd of the Eastern Regional Station, ICAR-National Dairy Research Institute, Kalyani, Nadia, West Bengal using principal component analysis (PCA). The evolved equation, LTMY4 = 2400.56** + 0.698**PC could explain 48.8% variation in the estimated values with adjusted R2 = 48.5%. Early selection of Jersey crossbred cattle based on first lactation records can be done with the help of predicted equation. The study also revealed that factor extracted could be used in breeding programs with sufficient reduction in the number of first lactation traits to be recorded for explanation of maximum variability for prediction of lifetime performance traits in Jersey crossbred cattle.

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References

th Livestock census. 2012. All India Report. https://dahd.nic.in/dahd/WriteReadData/Livestock.pdf.

Bartlett M S. 1950. Tests of significance in factor analysis. British Journal of Psychology 3: 77–85. DOI: https://doi.org/10.1111/j.2044-8317.1950.tb00285.x

Bhatacharya T K and Gandhi R S. 2005. Principal components versus multiple regression analysis to predict lifetime production of Karan Fries cattle. Indian Journal of Animal Sciences 75: 1317–20.

Dhara S K and Chakravarty A K. 1995. Comparison of PC and MR Models for prediction of breeding value of milk production in Murrah buffaloes. Tropical Agricultural Research 7: 168– 76.

Gandhi R S and Gurnani M. 1988. Association amongst different productive and reproductive traits in Sahiwal cattle. Asian Journal of Dairy Research 7: 171–74.

Gopal D and Bhatnagar D S. 1972. The effect of age at first calving and first lactation yield on lifetime production in Sahiwal cattle. Indian Journal of Dairy Science 25: 129–34.

Harvey W R. 1990. Guide for LSMLMW, PC-1 Version, mixed model least squares and maximum likelihood computer programme. Mimeograph Ohio State University., USA.

Hotelling H. 1933. Analysis of the complex of statistical variables into principal components. Journal of Educational Psychology 24: 417–41. DOI: https://doi.org/10.1037/h0071325

Johnson R A and Wichern D W. 1982. Applied Multivariate Statistical Analysis. Prentice-Hall, Inc., Englewood Cliffs, New Jersey, USA.

Khan T A, Tomar A K S and Dutt T. 2012. Prediction of lifetime milk production in synthetic crossbred cattle strain Vrindavani of North India. Indian Journal of Animal Sciences 82: 367– 71.

Khan T A, Tomar A K S, Dutt T and Bhushan B. 2013. Principal component regression analysis in lifetime milk yield prediction of crossbred cattle strain Vrindavani of North India. Indian Journal of Animal Sciences 83(12): 1288–91.

Khargharia G, Kadirvel G, Kumar S, Doley S, Bharti P K and Das M. 2015. Principal component analysis of morphological traits of assam hill goat in Eastern Himalayan India. Journal of Animal and Plant Sciences 25(5): 1251–58.

Kumar M, Vohra V, Ratwan P, Valsalan J, Patil C S and Chakravarty A K. 2016. Estimates of genetic parameters for fat yield in Murrah buffaloes. Veterinary World 9(3): 295–98. DOI: https://doi.org/10.14202/vetworld.2016.295-298

Kumar N, Eshetie A, Tesfaye A and Yizengaw H A. 2014. Productive performance of indigenous and HF crossbred in Gondar, Ethiopia. Veterinary World 7(3): 177–81. DOI: https://doi.org/10.14202/vetworld.2014.177-181

Lukibisi F B, Muhuyi W B, Muia J M K, Ole Sinkeet S N and Wekesa W F. 2008. Statistical use and interpretation of principal component analysis in applied research. Egerton University’s 3rd Annual Research Week and International Conference.

Malhotra P K and Singh P. 1980. Estimation of life-time production in Red Sindhi cattle using ridge-trace criterion. Indian Journal of Animal Sciences 50: 215–18.

Mandal A, Roy P K, Ghosh M K, Chatterjee A and Das S K. 2013. Genetic and environmental effects on first lactation traits of Jersey crossbred cattle in an organized herd of Eastern India. Indian Journal of Dairy Science 66(2): 130–33.

Maxwell A F. 1959. Statistical methods in factor analysis. Psychological Bulletin 56(1): 228–35. DOI: https://doi.org/10.1037/h0044101

Ministry of Agriculture, GOI. 2012–2013. http://www.indiastat.com/table/agriculture/2 milkanddairyproducts/167/788613/data.aspx.

NBAGR. 2016. http://www.nbagr.res.in/registeredbreed.html.

Pearson K. 1901. On lines and planes of closet fit to a system of points in space. Philosophical Magazine 2: 557–72. DOI: https://doi.org/10.1080/14786440109462720

Pundir R K and Raheja K L. 1995. Prediction of lifetime milk yield by early traits in Sahiwal and Hariana cows. Indian Journal of Dairy Science 48: 146–19.

Pundir R K, Singh P K, Singh K and Dangi P S. 2011. Factor analysis of biometric traits of Kankrej cows to explain body conformation. Asian Australasian Journal of Animal Sciences 24(4): 449–56. DOI: https://doi.org/10.5713/ajas.2011.10341

Puri T R and Sharma K N S. 1965. Prediction of lifetime production on basis of first lactation yield and age at first calving for selection of dairy cattle. Journal of Dairy Science 48: 462– 67. DOI: https://doi.org/10.3168/jds.S0022-0302(65)88253-4

Rao C R. 1964. The use and interpretation of principal component analysis in applied research. Sankhya A 26: 329–58.

Ratwan P, Mandal A, Kumar M and Chakravarty A K. 2015. Genetic analysis of milk production efficiency traits in Jersey crossbred cattle. Indian Journal of Animal Research 51(4): 644–47.

Ratwan P, Mandal A, Kumar M, Kumar A and Chakravarty A K. 2016a. Genetic analysis of lactation traits in Jersey crossbred cattle. Indian Journal of Dairy Science 69(2): 1–4. DOI: https://doi.org/10.18805/ijar.7076

Ratwan P, Kumar M and Mandal A .2016b. Influence of genetic and non-genetic factors on lactation traits in dairy cattle: A Review. Research & Reviews: Journal of Dairy Science and Technology 5(3): 7–22.

Rougoor C W, Sundaram R and van Arendonk J A M. 2000. The relation between breeding management and 305–day milk production determined via principal components regression and partial least squares. Livestock Production Science 66: 71– 83. DOI: https://doi.org/10.1016/S0301-6226(00)00156-1

Singh M K and Gurnani M. 2004. Performance evaluation of Karan Fries and Karan Swiss cattle under closed breeding System. Asian Australasian Journal of Animal Sciences 17(1): 1–6. DOI: https://doi.org/10.5713/ajas.2004.1

SPSS. 2001. Statistical Package for Social Sciences. SPSS Inc., 444 Michigan Avenue, Chicago, IL, USA.

Verma N and Thakur Y P. 2013. Effect of genetic and non-genetic factors on production efficiency traits of Red Sindhi × Jersey crossbred cows maintained under sub-temperate Indian conditions. Livestock Research International 1: 58–60.

Vohra V, Niranjan S K, Mishra A K, Jamuna V, Chopra A, Sharma N and Jong D K. 2015. Phenotypic characterization and multivariate analysis to explain body confirmation in lesser known buffalo (Bubalus bubalis) from North India. Asian Australasian Journal of Animal Sciences 28: 311–17. DOI: https://doi.org/10.5713/ajas.14.0451

Wondifraw Z, Thombre B M and Bainwad D V. 2013. Effect of non-genetic factors on milk production of Holstein Friesian × Deoni crossbred cows. International Journal of Livestock Production 4(7): 106–12. DOI: https://doi.org/10.5897/IJLP2013.0173

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Submitted

2017-09-13

Published

2017-09-14

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Short-Communication

How to Cite

RATWAN, P., MANDAL, A., KUMAR, M., & CHAKRAVARTY, A. K. (2017). Prediction of lifetime performance traits by principal component analysis in Jersey crossbred cattle at an organized farm of eastern India. The Indian Journal of Animal Sciences, 87(9), 1163–1167. https://doi.org/10.56093/ijans.v87i9.74340
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