Register      Login
Animal Production Science Animal Production Science Society
Food, fibre and pharmaceuticals from animals
PERSPECTIVES ON ANIMAL BIOSCIENCES (Open Access)

Impact of hot weather on animal performance and genetic strategies to minimise the effect

Jennie E. Pryce https://orcid.org/0000-0002-1397-1282 A B * , T. T. T. Nguyen C , E. K. Cheruiyot A B , L. Marett D E , J. B. Garner D and M. Haile-Mariam A
+ Author Affiliations
- Author Affiliations

A Agriculture Victoria Research, AgriBio, 5 Ring Road, Bundoora, Vic. 3083 Australia.

B School of Applied Systems Biology, La Trobe University, Bundoora, Vic. 3083, Australia.

C DataGene Ltd, 5 Ring Road, Bundoora, Vic. 3083, Australia.

D Agriculture Victoria Research, Ellinbank, Vic. 3821, Australia.

E Centre for Agricultural Innovation, School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Vic. 3010, Australia.


Handling Editor: Callum Eastwood

Animal Production Science 62(8) 726-735 https://doi.org/10.1071/AN21259
Submitted: 12 May 2021  Accepted: 4 December 2021   Published: 1 February 2022

© 2022 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Dairy cows in Australia and New Zealand are generally kept outdoors, making them susceptible to weather variability and in particular heat stress. In this paper, we review (1) exploiting genetic variability to improve heat tolerance, (2) genotype by environment interactions, i.e. suitability of high merit cows to weather variability and (3) how novel phenotyping and genomics can help improve heat tolerance. Selection for heat tolerance is a permanent and cumulative strategy and especially useful in grazing situations where management practices, such as cooling mechanisms, are sometimes impractical. Australia was the first country in the world to release breeding values for heat tolerance in dairy cattle nationally in 2017. The breeding value captures genetic variation in the reduction of milk production traits with rising temperature and humidity. The breeding values have been validated in independent studies (in Victoria, Australia, and California, USA), showing that thermotolerant cows maintain a lower core body temperature under hot and humid conditions. Genotype by environment interactions for traits sensitive to heat is only a concern for farms in very extreme conditions and therefore affect only a small proportion of individuals (those in the extreme 5th percentile). Heat tolerance is a complex trait in that in addition to milk traits, health and fertility may also be affected. Next-generation heat tolerance breeding values may include sensor device information in addition to changes in milk composition, or other measurable biomarkers. This is especially useful when measured in genotyped female populations. Research into novel ways of measuring heat tolerance could transform the way we select for this trait and capture more of the complexity of this trait. To be successful in this area, multi-disciplinary collaboration among animal scientists is likely to facilitate this goal. Combining genomics, traditional and novel measures of heat tolerance with intermediate metabolic biomarkers and prioritised genetic variants could be a way to capture the complexity of thermotolerance in future heat tolerance breeding values. Finally, selecting cows that are resilient to variability in weather is feasible and heat tolerance is a good example of this.

Keywords: complex traits, environmental impact, genomics, genotype by environment interactions, heat tolerance, resilience, sensors, thermotolerance.


References

Aguilar I, Misztal I, Tsuruta S (2009) Genetic components of heat stress for dairy cattle with multiple lactations. Journal of Dairy Science 92, 5702–5711.
Genetic components of heat stress for dairy cattle with multiple lactations.Crossref | GoogleScholarGoogle Scholar | 19841230PubMed |

AlZahal O, AlZahal H, Steele MA, Van Schaik M, Kyriazakis I, Duffield TF, McBride BW (2011) The use of a radiotelemetric ruminal bolus to detect body temperature changes in lactating dairy cattle. Journal of Dairy Science 94, 3568–3574.
The use of a radiotelemetric ruminal bolus to detect body temperature changes in lactating dairy cattle.Crossref | GoogleScholarGoogle Scholar | 21700044PubMed |

Bar D, Kaim M, Flamenbaum I, Hanochi B, Toaff-Rosenstein RL (2019) Technical note: Accelerometer-based recording of heavy breathing in lactating and dry cows as an automated measure of heat load. Journal of Dairy Science 102, 3480–3486.
Technical note: Accelerometer-based recording of heavy breathing in lactating and dry cows as an automated measure of heat load.Crossref | GoogleScholarGoogle Scholar | 30738668PubMed |

Basiricò L, Morera P, Primi V, Lacetera N, Nardone A, Bernabucci U (2011) Cellular thermotolerance is associated with heat shock protein 70.1 genetic polymorphisms in Holstein lactating cows. Cell Stress and Chaperones 16, 441–448.
Cellular thermotolerance is associated with heat shock protein 70.1 genetic polymorphisms in Holstein lactating cows.Crossref | GoogleScholarGoogle Scholar | 21274669PubMed |

Berghof TVL, Poppe M, Mulder HA (2019)) Opportunities to Improve Resilience in Animal Breeding Programs. Frontiers in Genetics 9, 692
Opportunities to Improve Resilience in Animal Breeding Programs.Crossref | GoogleScholarGoogle Scholar | 30693014PubMed |

Berman A (2003) Effects of body surface area estimates on predicted energy requirements and heat stress. Journal of Dairy Science 86, 3605–3610.
Effects of body surface area estimates on predicted energy requirements and heat stress.Crossref | GoogleScholarGoogle Scholar | 14672191PubMed |

Bernabucci U, Biffani S, Buggiotti L, Vitali A, Lacetera N, Nardone A (2014) The effects of heat stress in Italian Holstein dairy cattle. Journal of Dairy Science 97, 471–486.
The effects of heat stress in Italian Holstein dairy cattle.Crossref | GoogleScholarGoogle Scholar | 24210494PubMed |

Berry DP (2015) Breeding the dairy cow of the future: what do we need? Animal Production Science 55, 823–837.
Breeding the dairy cow of the future: what do we need?Crossref | GoogleScholarGoogle Scholar |

Berry DP, Wall E, Pryce JE (2014) Genetics and genomics of reproductive performance in dairy and beef cattle. Animal 8, 105–121.
Genetics and genomics of reproductive performance in dairy and beef cattle.Crossref | GoogleScholarGoogle Scholar | 24703258PubMed |

Bewley JM, Grott MW, Einstein ME, Schutz MM (2008) Impact of intake water temperatures on reticular temperatures of lactating dairy cows. Journal of Dairy Science 91, 3880–3887.
Impact of intake water temperatures on reticular temperatures of lactating dairy cows.Crossref | GoogleScholarGoogle Scholar | 18832210PubMed |

Bohmanova J, Misztal I, Tsuruta S, Norman HD, Lawlor TJ (2008) Short communication: Genotype by environment interaction due to heat stress. Journal of Dairy Science 91, 840–846.
Short communication: Genotype by environment interaction due to heat stress.Crossref | GoogleScholarGoogle Scholar | 18218772PubMed |

Bryant JR, López-Villalobos N, Pryce JE, Holmes CW, Johnson DL (2006) Reaction norms used to quantify the responses of New Zealand dairy cattle of mixed breeds to nutritional environment. New Zealand Journal of Agricultural Research 49, 371–381.
Reaction norms used to quantify the responses of New Zealand dairy cattle of mixed breeds to nutritional environment.Crossref | GoogleScholarGoogle Scholar |

Bryant JR, López-Villalobos N, Pryce JE, Holmes CW, Johnson DL (2007) Quantifying the effect of thermal environment on production traits in three breeds of dairy cattle in New Zealand. New Zealand Journal of Agricultural Research 50, 327–338.
Quantifying the effect of thermal environment on production traits in three breeds of dairy cattle in New Zealand.Crossref | GoogleScholarGoogle Scholar |

Bryant JR, López-Villalobos N, Pryce JE, Holmes CW, Johnson DL, Garrick DJ (2007) Environmental sensitivity in New Zealand dairy cattle. Journal of Dairy Science 90, 1538–1547.
Environmental sensitivity in New Zealand dairy cattle.Crossref | GoogleScholarGoogle Scholar | 17297127PubMed |

Burrow HM, Mans BJ, Cardoso FF, Birkett MA, Kotze AC, Hayes BJ, Mapholi N, Dzama K, Marufu MC, Githaka NW, Djikeng A (2019) Towards a new phenotype for tick resistance in beef and dairy cattle: a review. Animal Production Science 59, 1401–1427.
Towards a new phenotype for tick resistance in beef and dairy cattle: a review.Crossref | GoogleScholarGoogle Scholar |

Byrne TJ, Santos BFS, Amer PR, Martin-Collado D, Pryce JE, Axford M (2016) New breeding objectives and selection indices for the Australian dairy industry. Journal of Dairy Science 99, 8146–8167.
New breeding objectives and selection indices for the Australian dairy industry.Crossref | GoogleScholarGoogle Scholar | 27522425PubMed |

Cantor MC, Costa JHC, Bewley JM (2018) Impact of observed and controlled water intake on reticulorumen temperature in lactating dairy cattle. Animals 8, 194
Impact of observed and controlled water intake on reticulorumen temperature in lactating dairy cattle.Crossref | GoogleScholarGoogle Scholar |

Carabaño MJ, Ramón M, Menéndez-Buxadera A, Molina A, Díaz C (2019) Selecting for heat tolerance. Animal Frontiers 9, 62–68.
Selecting for heat tolerance.Crossref | GoogleScholarGoogle Scholar | 32002241PubMed |

Cheruiyot EK, Nguyen TTT, Haile-Mariam M, Cocks BG, Abdelsayed M, Pryce JE (2020) Genotype-by-environment (temperature–humidity) interaction of milk production traits in Australian Holstein cattle. Journal of Dairy Science 103, 2460–2476.
Genotype-by-environment (temperature–humidity) interaction of milk production traits in Australian Holstein cattle.Crossref | GoogleScholarGoogle Scholar | 31864748PubMed |

Colditz IG, Hine BC (2016) Resilience in farm animals: biology, management, breeding and implications for animal welfare. Animal Production Science 56, 1961–1983.
Resilience in farm animals: biology, management, breeding and implications for animal welfare.Crossref | GoogleScholarGoogle Scholar |

Cole JB, VanRaden PM (2018) Symposium review: possibilities in an age of genomics: the future of selection indices. Journal of Dairy Science 101, 3686–3701.
Symposium review: possibilities in an age of genomics: the future of selection indices.Crossref | GoogleScholarGoogle Scholar | 29103719PubMed |

Collier RJ, Collier JL, Rhoads RP, Baumgard LH (2008) Invited review: genes involved in the bovine heat stress response. Journal of Dairy Science 91, 445–454.
Invited review: genes involved in the bovine heat stress response.Crossref | GoogleScholarGoogle Scholar | 18218730PubMed |

CSIRO (2016) ‘State of the climate 2016, Commonwealth of Australia, Canberra, Australia.’ (CSIRO and Bureau of Meteorology: Melbourne, Vic., Australia)

Dahl GE, Tao S, Monteiro APA (2016) Effects of late-gestation heat stress on immunity and performance of calves. Journal of Dairy Science 99, 3193–3198.
Effects of late-gestation heat stress on immunity and performance of calves.Crossref | GoogleScholarGoogle Scholar | 26805989PubMed |

Das R, Sailo L, Verma N, Bharti P, Saikia J Das R, Sailo L, Verma N, Bharti P, Saikia J Das R, Sailo L, Verma N, Bharti P, Saikia J (2016) Impact of heat stress on health and performance of dairy animals: a review. Veterinary World 9, 260–268.
Impact of heat stress on health and performance of dairy animals: a review.Crossref | GoogleScholarGoogle Scholar | 27057109PubMed |

Davis SR, Spelman RJ, Littlejohn MD (2017) Breeding and genetics symposium: Breeding heat tolerant dairy cattle: the case for introgression of the ‘slick’ prolactin receptor variant into Bos taurus dairy breeds. Journal of Animal Science 95, 1788–1800.
Breeding and genetics symposium: Breeding heat tolerant dairy cattle: the case for introgression of the ‘slick’ prolactin receptor variant into Bos taurus dairy breeds.Crossref | GoogleScholarGoogle Scholar | 28464106PubMed |

Dikmen S, Cole JB, Null DJ, Hansen PJ (2012) Heritability of rectal temperature and genetic correlations with production and reproduction traits in dairy cattle. Journal of Dairy Science 95, 3401–3405.
Heritability of rectal temperature and genetic correlations with production and reproduction traits in dairy cattle.Crossref | GoogleScholarGoogle Scholar | 22612974PubMed |

Dunshea FR, Leury BJ, Fahri F, DiGiacomo K, Hung A, Chauhan S, Clarke IJ, Collier R, Little S, Baumgard L, Gaughan JB (2013) Amelioration of thermal stress impacts in dairy cows. Animal Production Science 53, 965–975.
Amelioration of thermal stress impacts in dairy cows.Crossref | GoogleScholarGoogle Scholar |

Garner JB, Douglas ML, Williams SRO, Wales WJ, Marett LC, Nguyen TTT, Reich CM, Hayes BJ (2016) Genomic selection improves heat tolerance in dairy cattle. Scientific Reports 6, 34114
Genomic selection improves heat tolerance in dairy cattle.Crossref | GoogleScholarGoogle Scholar | 27682591PubMed |

Garner JB, Chamberlain AJ, Vander Jagt C, Nguyen TTT, Mason BA, Marett LC, Leury BJ, Wales WJ, Hayes BJ (2020) Gene expression of the heat stress response in bovine peripheral white blood cells and milk somatic cells in vivo. Scientific Reports 10, 19181
Gene expression of the heat stress response in bovine peripheral white blood cells and milk somatic cells in vivo.Crossref | GoogleScholarGoogle Scholar | 33154392PubMed |

Gaughan JB, Mader TL, Holt SM, Lisle A (2008) A new heat load index for feedlot cattle. Journal of Animal Science 86, 226–234.
A new heat load index for feedlot cattle.Crossref | GoogleScholarGoogle Scholar | 17911236PubMed |

González-Recio O, Haile-Mariam M, Pryce JE (2016) Improving the reliability of female fertility breeding values using type and milk yield traits that predict energy status in Australian Holstein cattle. Journal of Dairy Science 99, 493–504.
Improving the reliability of female fertility breeding values using type and milk yield traits that predict energy status in Australian Holstein cattle.Crossref | GoogleScholarGoogle Scholar | 26547639PubMed |

Haile-Mariam M, Carrick MJ, Goddard ME (2008) Genotype by environment interaction for fertility, survival, and milk production traits in Australian dairy cattle. Journal of Dairy Science 91, 4840–4853.
Genotype by environment interaction for fertility, survival, and milk production traits in Australian dairy cattle.Crossref | GoogleScholarGoogle Scholar | 19038960PubMed |

Hammami H, Vandenplas J, Vanrobays M-L, Rekik B, Bastin C, Gengler N (2015) Genetic analysis of heat stress effects on yield traits, udder health, and fatty acids of Walloon Holstein cows. Journal of Dairy Science 98, 4956–4968.
Genetic analysis of heat stress effects on yield traits, udder health, and fatty acids of Walloon Holstein cows.Crossref | GoogleScholarGoogle Scholar | 25958288PubMed |

Hansen PJ (2020) Prospects for gene introgression or gene editing as a strategy for reduction of the impact of heat stress on production and reproduction in cattle. Theriogenology 154, 190–202.
Prospects for gene introgression or gene editing as a strategy for reduction of the impact of heat stress on production and reproduction in cattle.Crossref | GoogleScholarGoogle Scholar | 32622199PubMed |

Hayes BJ, Carrick M, Bowman P, Goddard ME (2003) Genotype × environment interaction for milk production of daughters of Australian dairy sires from test-day records. Journal of Dairy Science 86, 3736–3744.
Genotype × environment interaction for milk production of daughters of Australian dairy sires from test-day records.Crossref | GoogleScholarGoogle Scholar | 14672205PubMed |

Hayes BJ, Bowman PJ, Chamberlain AJ, Goddard ME (2009) Invited review: genomic selection in dairy cattle: progress and challenges. Journal of Dairy Science 92, 433–443.
Invited review: genomic selection in dairy cattle: progress and challenges.Crossref | GoogleScholarGoogle Scholar | 19164653PubMed |

Jensen LM, Jannaman EA, Pryce JE, De Vries A, Hansen PJ (2021) Evaluation of Australian breeding values for heat tolerance under US conditions. Proceedings of Association for the Advancement of Animal Breeding and Genetics 24, 179–182.

Kadzere CT, Murphy MR, Silanikove N, Maltz E (2002) Heat stress in lactating dairy cows: a review. Livestock Production Science 77, 59–91.
Heat stress in lactating dairy cows: a review.Crossref | GoogleScholarGoogle Scholar |

Koltes JE, Koltes DA, Mote BE, Tucker J, Hubbell DS (2018) Automated collection of heat stress data in livestock: new technologies and opportunities. Translational Animal Science 2, 319–323.
Automated collection of heat stress data in livestock: new technologies and opportunities.Crossref | GoogleScholarGoogle Scholar | 32704715PubMed |

König S, May K (2019) Invited review: Phenotyping strategies and quantitative-genetic background of resistance, tolerance and resilience associated traits in dairy cattle. Animal 13, 897–908.
Invited review: Phenotyping strategies and quantitative-genetic background of resistance, tolerance and resilience associated traits in dairy cattle.Crossref | GoogleScholarGoogle Scholar | 30523776PubMed |

Littlejohn MD, Henty KM, Tiplady K, Johnson T, Harland C, Lopdell T, Sherlock RG, Li W, Lukefahr SD, Shanks BC, Garrick DJ, Snell RG, Spelman RJ, Davis SR (2014) Functionally reciprocal mutations of the prolactin signalling pathway define hairy and slick cattle. Nature Communications 5, 5861
Functionally reciprocal mutations of the prolactin signalling pathway define hairy and slick cattle.Crossref | GoogleScholarGoogle Scholar | 25519203PubMed |

Liu Z, Logan A, Cocks BG, Rochfort S (2017) Seasonal variation of polar lipid content in bovine milk. Food Chemistry 237, 865–869.
Seasonal variation of polar lipid content in bovine milk.Crossref | GoogleScholarGoogle Scholar | 28764079PubMed |

Luke TDW, Nguyen TTT, Rochfort S, Wales WJ, Richardson CM, Abdelsayed M, Pryce JE (2019) Genomic prediction of serum biomarkers of health in early lactation. Journal of Dairy Science 102, 11142–11152.
Genomic prediction of serum biomarkers of health in early lactation.Crossref | GoogleScholarGoogle Scholar | 31587909PubMed |

Mackinnon MJ, Meyer K, Hetzel DJS (1991) Genetic variation and covariation for growth, parasite resistance and heat tolerance in tropical cattle. Livestock Production Science 27, 105–122.
Genetic variation and covariation for growth, parasite resistance and heat tolerance in tropical cattle.Crossref | GoogleScholarGoogle Scholar |

Martin-Collado D, Byrne TJ, Amer PR, Santos BFS, Axford M, Pryce JE (2015) Analyzing the heterogeneity of farmers’ preferences for improvements in dairy cow traits using farmer typologies. Journal of Dairy Science 98, 4148–4161.
Analyzing the heterogeneity of farmers’ preferences for improvements in dairy cow traits using farmer typologies.Crossref | GoogleScholarGoogle Scholar | 25864048PubMed |

Nguyen TTT, Bowman PJ, Haile-Mariam M, Pryce JE, Hayes BJ (2016) Genomic selection for tolerance to heat stress in Australian dairy cattle. Journal of Dairy Science 99, 2849–2862.
Genomic selection for tolerance to heat stress in Australian dairy cattle.Crossref | GoogleScholarGoogle Scholar | 27037467PubMed |

Nguyen TTT, Bowman PJ, Haile-Mariam M, Nieuwhof GJ, Hayes BJ, Pryce JE (2017) Short communication: implementation of a breeding value for heat tolerance in Australian dairy cattle. Journal of Dairy Science 100, 7362–7367.
Short communication: implementation of a breeding value for heat tolerance in Australian dairy cattle.Crossref | GoogleScholarGoogle Scholar | 28711268PubMed |

Polsky L, von Keyserlingk MAG (2017) Invited review: effects of heat stress on dairy cattle welfare. Journal of Dairy Science 100, 8645–8657.
Invited review: effects of heat stress on dairy cattle welfare.Crossref | GoogleScholarGoogle Scholar | 28918147PubMed |

Pryce JE, Nguyen TTT, Axford M, Nieuwhof G, Shaffer M (2018) Symposium review: Building a better cow: the Australian experience and future perspectives. Journal of Dairy Science 101, 3702–3713.
Symposium review: Building a better cow: the Australian experience and future perspectives.Crossref | GoogleScholarGoogle Scholar | 29454697PubMed |

Ravagnolo O, Misztal I (2000) Genetic component of heat stress in dairy cattle, parameter estimation. Journal of Dairy Science 83, 2126–2130.
Genetic component of heat stress in dairy cattle, parameter estimation.Crossref | GoogleScholarGoogle Scholar | 11003247PubMed |

Ravagnolo O, Misztal I, Hoogenboom G (2000) Genetic component of heat stress in dairy cattle, development of heat index function. Journal of Dairy Science 83, 2120–2125.
Genetic component of heat stress in dairy cattle, development of heat index function.Crossref | GoogleScholarGoogle Scholar | 11003246PubMed |

Rhoads ML, Rhoads RP, VanBaale MJ, Collier RJ, Sanders SR, Weber WJ, Crooker BA, Baumgard LH (2009) Effects of heat stress and plane of nutrition on lactating Holstein cows: I. Production, metabolism, and aspects of circulating somatotropin. Journal of Dairy Science 92, 1986–1997.
Effects of heat stress and plane of nutrition on lactating Holstein cows: I. Production, metabolism, and aspects of circulating somatotropin.Crossref | GoogleScholarGoogle Scholar | 19389956PubMed |

Ríus AG (2019) Invited review: Adaptations of protein and amino acid metabolism to heat stress in dairy cows and other livestock species. Applied Animal Science 35, 39–48.
Invited review: Adaptations of protein and amino acid metabolism to heat stress in dairy cows and other livestock species.Crossref | GoogleScholarGoogle Scholar |

Thom EC (1959) The discomfort index. Weatherwise 12, 57–61.
The discomfort index.Crossref | GoogleScholarGoogle Scholar |

Timsit E, Assié S, Quiniou R, Seegers H, Bareille N (2011) Early detection of bovine respiratory disease in young bulls using reticulo-rumen temperature boluses. The Veterinary Journal 190, 136–142.
Early detection of bovine respiratory disease in young bulls using reticulo-rumen temperature boluses.Crossref | GoogleScholarGoogle Scholar | 20947394PubMed |

van den Berg I, Ho PN, Luke TDW, Haile-Mariam M, Bolormaa S, Pryce JE (2021) The use of milk mid-infrared spectroscopy to improve genomic prediction accuracy of serum biomarkers. Journal of Dairy Science 104, 2008–2017.
The use of milk mid-infrared spectroscopy to improve genomic prediction accuracy of serum biomarkers.Crossref | GoogleScholarGoogle Scholar | 33358169PubMed |

Van Eenennaam AL (2019) Application of genome editing in farm animals: cattle. Transgenic Research 28, 93–100.
Application of genome editing in farm animals: cattle.Crossref | GoogleScholarGoogle Scholar | 31321690PubMed |

VanRaden PM (2020) Symposium review: how to implement genomic selection. Journal of Dairy Science 103, 5291–5301.
Symposium review: how to implement genomic selection.Crossref | GoogleScholarGoogle Scholar | 32331884PubMed |

Veerkamp RF, Simm G, Oldham JD (1994) Effects of interaction between genotype and feeding system on milk production, feed intake, efficiency and body tissue mobilization in dairy cows. Livestock Production Science 39, 229–241.
Effects of interaction between genotype and feeding system on milk production, feed intake, efficiency and body tissue mobilization in dairy cows.Crossref | GoogleScholarGoogle Scholar |

West JW (2003) Effects of heat-stress on production in dairy cattle. Journal of Dairy Science 86, 2131–2144.
Effects of heat-stress on production in dairy cattle.Crossref | GoogleScholarGoogle Scholar | 12836950PubMed |

Wheelock JB, Rhoads RP, VanBaale MJ, Sanders SR, Baumgard LH (2010) Effects of heat stress on energetic metabolism in lactating Holstein cows1. Journal of Dairy Science 93, 644–655.
Effects of heat stress on energetic metabolism in lactating Holstein cows1.Crossref | GoogleScholarGoogle Scholar | 20105536PubMed |

Yousef MK (1985) ‘Stress physiology in livestock: basic principles. Vol. 1.’ (CRC Press: Boca Raton, FL, USA)

Zachut M, Kra G, Livshitz L, Portnick Y, Yakoby S, Friedlander G, Levin Y (2017) Seasonal heat stress affects adipose tissue proteome toward enrichment of the Nrf2-mediated oxidative stress response in late-pregnant dairy cows. Journal of Proteomics 158, 52–61.
Seasonal heat stress affects adipose tissue proteome toward enrichment of the Nrf2-mediated oxidative stress response in late-pregnant dairy cows.Crossref | GoogleScholarGoogle Scholar | 28238905PubMed |

Zwald NR, Weigel KA, Fikse WF, 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, 1009–1018.
Identification of factors that cause genotype by environment interaction between herds of Holstein cattle in seventeen countries.Crossref | GoogleScholarGoogle Scholar | 12703638PubMed |