Analysis of Genotype × Environment Interaction for milk production in dairy cow

Keywords: genotype by environment interaction, sire, lactation number, calving season, generation, dairy cow.


Genotype by environment interaction was studied with 526 lactation milk records of Red Steppe dairy cows maintained at State Enterprise “Breeding reproducer “Stepove” (Mykolayiv region, Ukraine). The analyses in this study were based on the milk yields of cow per 1st10th month (M1M10) and per 305 day for complete lactations (Y305). We tested the hypotheses that milk performance were influenced by the sire (factor “Sire”), by number of lactation (factor “NoL”), by of cow’s year of born (factor “Generation”) and by the season of calving (factor “SoC”). The data were analysed with the “Variance components” and the “ANOVA/MANOVA” modules of statistical software STATISTICA (StatSoft Inc, USA). Experimental cows originated from five sires. The effect of the sire was significantly expressed in milk yield from the 2nd to 7th month of lactation (in all cases: P < 0.0010.024) and Y305 (P = 0.011). The 12-year period studied (year of cow’s birth from 2001 to 2011) was classified into four periods as follows: G1 – 20012003, G2 – 2004–2006, G3 – 2007–2009 and G4 – 2010–2011. Year of birth (factor “Generation”) had significant (in all cases: P < 0.001–0.044) effect on all traits studied (but not on M7–M8). All cows were divided according to the season of calving (SoC): winter (December to February), spring (March to May), summer (June to August) and autumn (September to November). The production of milk for M1–M2, M4–M8 and M10 (but not for 305 day lactation) statistically differed according to the season of calving (in all cases: P < 0.05). From the study results, a significant relationship was found between the milk yield and lactation number, with the maximum milk yield occurring in the third lactation cows (pattern 1 < 2 < 3 = 4+). Milk yields from the M1 to M6 month of lactation (in all cases: P < 0.001–0.017) and Y305 (P < 0.001) were statistically different between cows according to the number of lactation. Cow’s lactation number, year of birth and calving season causes differences in the shape and persistency of lactation curve. Genotype by environment interactions for lactation number and cow’s year of birth can be result in re-ranking of sire between the different environments.


Adamczyk, K., Makulska, J., Jagusiak, W., & Węglarz, A. (2017). Associations between strain, herd size, age at first calving, culling reason and lifetime performance characteristics in Holstein-Friesian cows. Animal, 11(2), 327–334. doi: 10.1017/S1751731116001348.

Bedhiaf-Romdhani, S., & Djemali, M. (2017). Study of the environmental effects on Holstein cows' milk per-formance under Tunisian conditions. Universal Jour-nal of Agricultural Research, 5(4), 209–212. doi: 10.13189/ujar.2017.050401.

Broucek, J., Kisac, P., Hanus, A., Uhrincat, M., & Foltys, V. (2004). Effects of rearing, sire and calving season on growth and milk efficiency in dairy cows. Czech Journal of Animal Science, 49(8), 329–339. doi: 10.17221/4317-CJAS.

Dimov, G., Albuquerque, L.G., Keown, J.F., Van Vleck, L.D., & Norman, H.D. (1995). Variance of interaction effects of sire and herd for yield traits of Holsteins in California, New York, and Pennsylvania with an An-imal Model. Journal of Dairy Science, 78(4), 939–946. doi: 10.3168/jds.S0022-0302(95)76709-1.

ElBoshra, M.E., Ali, T.E., & Hassabo, A.A. (2016). Genet-ic and environmental factors affecting 305-day ma-ture equivalent milk yield of Holstein Friesian cows in the United Arab Emirates. Journal of Agricultural and Marine Sciences, 21(1), 2–7. doi: 10.24200/ jams.vol21iss0pp1-6.

Falconer, D.S., & Mackay, T.F.C. (1996). Introduction to Quantitative Genetics. Harlow: Longman Group Ltd.

Haile-Mariam, M., Carrick, M.J., & Goddard, M.E. (2008). Genotype by environment interaction for fer-tility, survival, and milk production traits in Australian dairy cattle. Journal of Dairy Science, 91(12), 4840–4853. doi: 10.3168/jds.2008-1084.

Halafyan, A.A. (2007). STATISTICA 6. Statisticheskij analiz dannyh. Moscow: “Binom-Press” Ltd. (in Rus-sian).

Hammami, H., Rekik, B., & Gengler, N. (2009). Genotype by environment interaction in dairy cattle. Biotechnologie, Agronomie, Societe et Environnement, 13(1), 155–164.

Hammoud, M.H., El-Zarkouny, S. Z., & Oudah, E.Z.M. (2010). Effect of sire, age at first calving, season and year of calving and parity on reproductive perfor-mance of Friesian cows under semiarid conditions in Egypt. Archiva Zootechnica, 13(1), 60–82.

Hayes, B.J., Carrick, M., Bowman, P., & Goddard, M.E. (2003). Genotype х environment interaction for milk production of daughters of Australian dairy sires from test-day records. Journal of Dairy Science, 86(11), 3736–3744. doi: 10.3168/jds.s0022-0302(03)73980-0.

Hayes, B.J., Daetwyler, H.D., & Goddard, M.E. (2016). Models for genome x environment interaction: exam-ples in livestock. Crop Science, 56(5), 2251–2259. doi: 10.2135/cropsci2015.07.0451.

Horan, B., Dillon, P., Berry, D. P., O'Connor, P., & Rath, M. (2005). The effect of strain of Holstein–Friesian, feeding system and parity on lactation curves charac-teristics of spring-calving dairy cows. Livestock Production Science, 95(3), 231–241. doi: 10.1016/j.livprodsci.2004.12.021.

Horn, M., Steinwidder, A., Starz, W., Pfister, R., & Zollitsch, W. (2014). Interactions between calving sea-son and cattle breed in a seasonal Alpine organic and low-input dairy system. Livestock Science, 160, 141–150. doi: 10.1016/j.livsci.2013.11.014.

Jonas, E.M., Atasever, S., Graff, M., & Erdem, H. (2016). Non-genetic factors affecting milk yield, composition and somatic cell count in Hungarian Holstein cows. Kafkas Üniversitesi Veteriner Fakültesi Dergisi, 22(3), 361–366. doi: 10.9775/kvfd.2015.14672.

Kolmodin, R., Strandberg, E., Madsen. P., Jensen, J., & Jorjani, H. (2002) Genotype by environment interac-tion in Nordic dairy cattle studied using reaction norms. Acta Agriculturae Scandinavica, Section A – Animal Science, 52(1), 11–24, doi: 10.1080/09064700252806380.

Kopec, T., Chládek, G., Kučera, J., Falta, D., Hanuš, O., & Roubal, P. (2013). The effect of the calving season on the Wood’s model parameters and characteristics of the lactation curve in Czech Fleckvieh cows. Archives Animal Breeding, 56(1), 808–815. doi: 10.7482/0003-9438-56-080.

Kramarenko, S.S. (2008). Novi metody matematychnoho modelyuvannya laktatsiynykh kryvykh za dopomo-hoyu interpolyatsiyi. In: Materialy mizhnarodnoyi naukovo-praktychnoyi konferentsiyi “Novitni tekhnolohiyi skotarstva u XXI stolitti”. Mykolayiv: MDAU (in Ukrainian).

Kramarenko, S.S., Kuz’michova, N.I., & Kramarenko, O.S. (2017). Modelyuvannya laktatsiynykh kryvykh molochnykh koriv za dopomohoyu analizu holov-nykh komponent (PCA). Visnyk ahrarnoyi nauky Prychornomor’ya, 96(4), 115–125 (in Ukrainian).

Kuznecov, V.M. (2001). Sovremennye metody analiza i planirovaniya selektsii v molochnom stade. Kirov: Zonal'nyy NIISKh Severo-vostoka (In Russian).

Meyer, K. (1987). Estimates of variances due to sire x herd interactions and environmental covariances be-tween paternal half-sibs for first lactation dairy pro-duction. Livestock Production Science, 17, 95–115. doi: 10.1016/0301-6226(87)90057-1.

Montaldo, H.H. (2001). Genotype by environment inter-actions in livestock breeding programs: a review. In-terciencia, 26(6), 229–235.

Montaldo, H.H., Castillo-Juarez, H., Lizana, C., Trejo, C., Cienfuegos-Rivas, E.G., & Pelcastre-Cruz, A. (2015). Genotype-environment interaction between Chile and North America and between Chilean herd environ-mental categories for milk yield traits in black and white cattle. Animal Science Papers and Reports, 1(33), 23–33.

Nauta, W.J., Veerkamp, R.F., Brascamp, E.W., & Boven-huis, H. (2006). Genotype by environment interaction for milk production traits between organic and con-ventional dairy cattle production in the Netherlands. Journal of Dairy Science, 89(7), 2729–2737. doi: 10.3168/jds.s0022-0302(06)72349-9.

Raffrenato, E., Blake, R.W., Oltenacu, P.A., Carvalheira, J., & Licitra, G. (2003). Genotype by environment in-teraction for yield and somatic cell score with alterna-tive environmental definitions. Journal of Dairy Sci-ence, 86(7), 2470–2479. doi: 10.3168/jds.S0022-0302(03)73841-7.

Ron, M., & Hillel, J. (1983). Genotype x environment interaction in dairy cattle and its role in breeding pro-grammes. Theoretical and Applied Genetics, 66(2), 93–99. doi: 10.1007/BF00265180.

Rushdi, H.E. (2015). Genetic and phenotypic analyses of days open and 305-day milk yield in a commercial Holstein Friesian herd. Egyptian Journal of Animal Production, 52(2), 107–112.

Sundberg, T., Rydhmer, L., Fikse, W. F., Berglund, B., & Strandberg, E. (2010). Genotype by environment in-teraction of Swedish dairy cows in organic and con-ventional production systems. Acta Agriculturae Scandinavica, Section A – Animal Science, 60(2), 65–73. doi: 10.1080/09064702.2010.496003.

Talbi, A., & El Madidi, S. (2015). Effets des facteurs environnementaux sur la production laitiиre des vaches Holstein dans la region de Souss-Massa au Maroc. Livestock Research for Rural Development, 27, 116.

Torshizi, M.E. (2016). Effects of season and age at first calving on genetic and phenotypic characteristics of lactation curve parameters in Holstein cows. Journal of Animal Science and Technology, 58(1), 8. doi: 10.1186/s40781-016-0089-1.

van der Laak, M., van Pelt, M.L., De Jong, G., & Mulder, H.A. (2016). Genotype by environment interaction for production, somatic cell score, workability, and con-formation traits in Dutch Holstein-Friesian cows be-tween farms with or without grazing. Journal of Dairy Science, 99(6), 4496–4503. doi: 10.3168/jds.2015-10555.

Vijayakumar, M., Park, J.H., Ki, K.S., Lim, D.H., Kim, S.B., Park, S.M., Jeong, H.Y., Park, B.Y., & Kim, T.I. (2017). The effect of lactation number, stage, length, and milking frequency on milk yield in Korean Hol-stein dairy cows using automatic milking system. Asian-Australasian journal of animal sciences, 30(8), 1093–1098. doi: 10.5713/ajas.16.0882.

Zwald, N.R., Weigel, K.A., Fikse, W.F., & Rekaya, R. (2003). Identification of factors that cause genotype by environment interaction between herds of Holstein cattle in seventeen countries. Journal of Dairy Science, 86(3), 1009–1018. doi: 10.3168/jds.S0022-0302(03)73684-4.

Wood, P.D.P. (1970). The relationship between the month of calving and milk production. Animal Production, 12(2), 253–259. doi: 10.1017/S0003356100038824.

Won, J.I., Jung, Y.S., Lim, H.J., Kim, S.D., Cho, M.R., Min, H.L., Im. S.K., Kwon, E.G. & Yoon, H.B. (2014). In-fluences of calving season on the lactation curve of first parity Holstein in Korea. Journal of Agriculture & Life Science, 48(6), 233–242. (In Korean). doi: 10.14397/jals.2014.48.6.233.

Yang, L., Yang, Q., Yi, M., Pang, Z.H., & Xiong, B.H. (2013). Effects of seasonal change and parity on raw milk composition and related indices in Chinese Hol-stein cows in northern China. Journal of Dairy Sci-ence, 96(11), 6863–6869. doi: 10.3168/jds.2013-6846.

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Kramarenko, S., Kuzmichova, N., & Kramarenko, A. (2018). Analysis of Genotype × Environment Interaction for milk production in dairy cow. Scientific Messenger of LNU of Veterinary Medicine and Biotechnologies. Series: Agricultural Sciences, 20(89), 27-34.