Journal of Applied Sciences1812-56541812-5662Asian Network for Scientific Information10.3923/jas.2016.380.387ElfadlEman A. ABO RadwanHend A. 82016168Objective: The study aimed at selecting the accurate model helps in improving productive traits in dairy population through compare between inclusion and exclusion of maternal genetic effect in estimating variance components and genetic parameters of those traits. Methodology: Data set and pedigree information were collected from 3464 Holstein-Friesian dairy records for 991 cows descended from 99 bulls and 691 dams calved over a period of 17 years (1994-2011) for three consecutive lactations. Three multi-trait animal models were fitted to estimate covariance components and corresponding genetic parameters. Results: The highest direct and maternal genetic variances were in model 2 which account for covariance between direct and maternal genetic effect. Mostly, phenotypic variances were high in full animal model for first and second lactations but in third lactation the highest being in model 3. Direct and maternal heritability were high in model 2 in three lactations except direct heritability for days in milk in second lactation and days in milk, 305-day milk yeild mature equivalent, fat yield and protein yield in third lactation. Ranges and standard deviations of breeding value varied between different models but often they were high in model 1 and 3. Conclusion: Results highlight the importance of inclusion of maternal genetic effect in designing an appropriate selective and breeding program to obtain accurate estimates of genetic parameters especially if the variation between animals is high.]]>Berry, D.P., P. Lonergan, S.T. Butler, A.R. Cromie, T. Fair, F. Mossa and A.C.O. Evans,200891329337Gudex, B.W., D.L. Johnson and K. Singh,2012721922Gudex, B.W., D.L. Johnson, C. Gondro and K. Singh,20142014Legates, J.E.,19723512941302Willham, R.L.,1963191827Pantelic, V., L. Sretenovic, D. Ostojic-Andric, S. Trivunovic, M.M. Petrovic, S. Aleksic and D. Ruzic-Muslic,20111071177121Robison, O.W.,19818121137Jurado, J.J., A. Alonso and R. Alenda,19947214331440Seykora, A.J. and B.T. McDaniel,19836614861493Visscher, P.M. and R. Thompson,199255315320Schutz, M.M., A.E. Freeman, D.C. Beitz and J.E. Mayfield,19927513311341Huizinga, H.A., S. Korver, B.T. McDaniel, and R.D Politiek198615 1126Van Vleck, L.D.,1993Pages: 481Pages: 481Groeneveld, E., M. Kovac and A. Garcia-Cortex,20032003El Fadili, M., C. Michaux, J. Detilleux and P.L. Leroy,200037203208Robertson, A.,195915469485Falconer, D.S. and T.F.C. Mackay,19964th Edn.,Pages: 464Pages: 464Kadarmideen, H.N., R. Thompson, M.P. Coffey and M.A. Kossaibati,200381183195Shalaby, N.A.,20053036373653Shalaby, N.A., M.A. Mostafa, M.F. Abdel-Glil and M.A.Z. Aleman,20093494639475Alemam, M.A.Z., 20022002Hussain, A., J. Iqbal, M. Shafiq, P. Akhtar, A. Shakoor, U. Waheed and S. Campus-Jhang,201412170173Kadarmideen, H.N., R. Thompson and G. Simm,200071411419Konig, S., N. Chongkasikit and H.J. Langholz,200548233246Meyer, K.,199231179204Diop, M., J. Dodenhoff and L.D. Van Vleck,199922363367El-Awady, H.G., E.Z.M. Oudah, N.A. Shalaby, M.N. El-Arian and H.R. Metawi,2011100311316Hassen, Y., B. Fuerst-Waltl and J. Solkner,20031202938Mohammadi, H., M.M. Shahrebabak, H.M. Shahrebabak, A. Bahrami and M. Dorostkar,201356264275Sahin, A., Z. Ulutas, A.Y. Adkinson and R.W. Adkinson,201414545557Tilki, M., M. Colak and M. Sari,200915397400Shokrollahi, B. and H. Baneh,201111305314