Abstract
The purpose of this study was to determine climatologically suitable places to raise feedlot cattle in Türkiye. The Comprehensive Climate Index (CCI), a model that enables one to quantify beef cattle performance based on environmental conditions (temperature, relative humidity, wind speed, solar radiation) at any time in the year, was used to predict dry matter intake (DMI), average daily gain (ADG), and feed efficiency (FE) of feedlot cattle. Thirty years of daily average temperature, relative humidity, and wind speed values were obtained for 15 cities, namely, Antalya, Balikesir, Çorum, Diyarbakir, Edirne, Elazig, Erzincan, Erzurum, Eskisehir, Isparta, Izmir, Kayseri, Konya, Sivas, and Van. Measured daily solar radiation values were not available and values were calculated based on a formula that takes hemisphere, latitude, and day of the year into account. Since mostly dairy breed calves are placed into a feedlot in Türkiye, the Holstein option in the CCI model was chosen to calculate the maintenance energy requirement. Based on previous feedlot feeding studies conducted in Türkiye, it was assumed that calves would be placed on feed at 250 kg and be marketed at 520 kg, that the diet would have 2600 kcal/kg metabolic energy, and that DMI would be 2.31% of the body weight. Results indicate that cattle raised in Antalya (the hottest place) and Erzurum (the coldest place) had the lowest and highest DMI, respectively (P<0.05). Summer months depressed the DMI of cattle in hotter cities and winter months increased the DMI of cattle in colder cities (P<0.05). Feedlot cattle raised in hotter and colder regions of Türkiye had lower ADG than other places having a more temperate climate (P<0.05). In general, cattle raised in a hotter climate had better FE than those raised in a cold climate (P<0.05).
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The data of this study are available from the corresponding author upon request.
References
Allen JD, Hall LW, Collier RJ, Smith JF (2015) Effect of core body temperature, time of day, and climate conditions on behavioral patterns of lactating dairy cows experiencing mild to moderate heat stress. J Dairy Sci 98:118–127
Ames DR (1987) Effects of cold environment on cattle. Agri Practice 8(1):26
Ames DR (1988) Effect of climate on rate and efficiency of performance. In: Beef Cattle Science Handbook, vol 2. International Stockmen’s School, USA, p 55
Arias RA, Delgado C, Keim JP, Gandarillas M (2021) Use of the Comprehensive Climate Index to estimate heat stress response of grazing dairy cows in a temperate climate region. J Dairy Res 88(2):154–161
Arias RA, Herrera C, Larraín R, González F, Mader TL, Velásquez A (2018) Physiological and behavioral response of two dairy cows’ genotypes during summertime in the central region of Chile. Austral J Vet Sci 50(1):9–14
Beaver BV (2010) Welfare of Animals. In: Breed MD, Moore J (eds) Encyclopedia of Animal Behavior. Academic Press, Oxford, pp 585–589
Brown-Brandl TM (2018) Understanding heat stress in beef cattle. R Bras Zootec 47:e20160414. https://doi.org/10.1590/rbz4720160414
Buffington DE, Collazo-Arocho A, Canton GH, Pitt D, Thatcher WW, Collier RJ (1981) Black globe humidity index (BGHI) as comfort equation for dairy cows. Trans ASAE 24:711
Chang-Fung-Martel J, Harrison MT, Brown NJ, Rawnsley R, Smith AP, Meinke H (2021) Negative relationship between dry matter intake and the temperature-humidity index with increasing heat stress in cattle: a global meta-analysis. Int J Biometeorol 65(12):2099–2109
Christopherson RJ (1976) Effects of prolonged cold and the outdoor winter environment on apparent digestibility in sheep and cattle. Can J Anim Sci 56:201
CSIRO (2007) Nutrient requirements of domesticated ruminants. CSIRO Publishing, Collingwood VIC 3066, Australia
Delfino JG, Mathison GW (1991) Effects of cold environment and intake level on the energetic efficiency of feedlot steers. J Anim Sci 69(11):4577–4587
Eigenberg RA, Brown- Brandl TM, Nienaber JA, Hahn GL (2005) Dynamic response indicators of heat stress in shaded and non-shaded feedlot cattle. Part 2: Predictive relationships. Biosyst Eng 91(1):111–118
McGuire S (2015) FAO, IFAD, and WFP. The State of Food Insecurity in the World 2015: Meeting the 2015 International Hunger Targets: Taking Stock of Uneven Progress. Rome: FAO. Advances in Nutrition 6(5):623–624
NRC. National Research Council (2000) Nutrient requirements of beef cattle. Washington, DC: The National Academies Press
Forbes JM (1986) The voluntary food intake of farm animals. Butterworths, Boston, MA
Frank K, Mader TL, Harrington JA, Hahn GL, Davis MS (2001) Climate change effects on livestock production in the Great Plains. In: Proceedings of the 6th International Livestock Environment Symposium. American Society of Agricultural Engineers, St Joseph, MI, pp 351–358
Fuquay JW (1981) Heat stress as it affects animal production. J Anim Sci 52(1):164
Garner JB, Douglas M, Williams SRO, Wales WJ, Marett LC, DiGiacomo K, Hayes BJ (2017) Responses of dairy cows to short-term heat stress in controlled-climate chambers. Anim Prod Sci 57(7):1233–1241
Gaughan JB (2002) Respiration rate and rectal temperature responses of feedlot cattle in dynamic, thermally challenging environments. PhD Thesis. The University of Queensland-Gatton, Queensland, Australia
Gaughan JB, Mader TL, Holt SM, Josey MJ, Rowan KJ (1999) Heat tolerance of Boran and Tuli crossbred steers. J Anim Sci 77:2398–2405
Gaughan JB, Mader TL, Holt SM, Lisle A (2008) A new heat load index for feedlot cattle. J Anim Sci 86:226–234
Gergovska Z, Miteva T, Angelova T, Yordanova D, Mitev J (2012) Relation of milking temperament and milk yield in Holstein and Brown Swiss cows. Bulg J Agric Sci 18(5):771–777
Hahn GL (1981) Housing and management to reduce climatic impacts on livestock. J Anim Sci 52:175–186
Hahn GL (1999) Dynamic responses of cattle to thermal heat loads. J Anim Sci 77(Suppl. 2):10–20
Hahn GL, Mader TL (1997) Heat waves in relation to thermoregulation, feeding behaviour and mortality of feedlot cattle. In: Proceedings of the 5th International. Livestock. Environment. Symposium, vol 1. ASAE SP01-97, St Joseph MI, pp 563–571
Hahn GL, McQuigg JD, Decker WL (1970) Probability of occurrence of cloud cover during summer daytime hours. In: ASAE Paper. American Society of Agricultural Engineers, St Joseph, MI, pp 70–82
Hahn GL, Nienaber JA (1993) Characterizing stress in feeder cattle. In: Beef Research Project Report. US MARC, ARS, U.S. Dept of Agriculture
Hahn GL, Nienaber JA, MacNeil MD (1984) Climatic data for indices as input to agricultural management models. Amer Soc Agr Eng 14:84
Hales JRS (1973) Effects of heat stress on blood flow in respiratory and nonrespiratory muscles in the sheep: an explanation of the apparent high efficiency of panting. Pflugers Arch 344:119
Hales JRS, Findlay JD (1968) The oxygen cost of thermally-induced and CO2-induced hyperdilation in the ox. Respir Physiol 4:353
Hammami H, Bormann J, M’hamdi N, Montaldo HH, Gengler N (2013) Evaluation of heat stress effects on production traits and somatic cell score of Holsteins in a temperate environment. J Dairy Sci 96(3):1844–1855
Herbut P, Angrecka S, Walczak J (2018) Environmental parameters to assessing of heat stress in dairy cattle—a review. Int J Biometeorol 62(12):2089–2097
Kenny DA, Fitzsimons C, Waters SM, McGee M (2018) Invited review: Improving feed efficiency of beef cattle–the current state of the art and future challenges. Animal 12(9):1815–1826
Kibler HH, Brody S (1951) Environmental physiology. XIII. Influence of increasing temperature 40 to 105 F on heat production and cardio-respiratory activities in Brown Swiss and Brahman cows and heifers. Univ Mo Res Bull 473
Koc A, Akman N (2003) Fattening performance and carcass characteristics of imported Holstein bulls at different initial weight. Hayvansal Üretim 44(1):26–36
Kocak D, Cosar S, Tulgar N (1995) Effects of different energy levels on feedlot fattening performance and carcass characteristics of Holstein bulls in winter. Lalahan Hay Arast Enst Derg 35(1-2):1–20
Koknaroglu H, Demircan V, Yilmaz H (2017b) Effect of initial weight on beef cattle performance and profitability. Custos e Agronegocio on line 13(1):26–38
Koknaroglu H, Harrington JA Jr, Mader TL (2016) Determination of climatologically suitable places in the Midwest for feedlot cattle production by using the comprehensive climate index model. J Anim Sci 94:28–29
Koknaroglu H, Harrington JA Jr, Mader TL (2017a) Global climate change is going to affect beef cattle performance in Turkey: performance of beef cattle determined by comprehensive climate index for different climate models. International Congress of Biometeorology 3-7 September 2017
Koknaroglu H, Hoffman MP (2019) Season affects energy input/output ratio in beef cattle production. J Anim Behav Biometeorol 7:149–154
Koknaroglu H, Loy DD, Hoffman MP (2005b) Effect of housing, initial weight and season on feedlot performance of steers in Iowa. S Afr J Anim Sci 35(4):281–289
Koknaroglu H, Loy DD, Wilson DE, Hoffman MP, Lawrence JD (2005a) Factors affecting beef cattle performance and profitability. Prof Anim Sci 21(4):286–296
Koknaroglu H, Otles Z, Mader T, Hoffman MP (2008) Environmental factors affecting feed intake of steers in different housing systems in the summer. Int J Biometeorol 52:419–429
Kuman N, Koknaroglu H (2016) Developing an early warning system for heat stress in cattle. J Anim Behav Biometeorol 4(3):89–92
LCI (1970) Patterns of transient loses. Livestock Conservancy Inc., Omaha, NE
Mader TL, Davis MS, Brown-Brandl T (2006) Environmental factors influencing heat stress in feedlot cattle. J Anim Sci 84:712–719
Mader TL, Frank KL, Harrington JA Jr, Hahn GL, Nienaber J (2009) Potential climate change effects on warm season livestock production in the Great Plains. Clim Chang 97:529–541
Mader TL, Johnson LJ, Gaughan J (2010) A comprehensive index for assessing environmental stress in animals. J Anim Sci 88:2153–2165
McArthur AJ (1987) Thermal interaction between animal and microclimate: a comprehensive model. J Theor Biol 126:203–238
Milligan JD, Christison GL (1974) Effects of severe winter conditions on performance of feedlot steers. Can J Anim Sci 54:605–610
Morrison SR, Lofgreen GP, Givens RL (1976) Effect of ventilation rate of beef cattle performance. Trans Am Soc Agric Eng 19(3):530–532
Moss AR, Jouany JP, Newbold J (2000) Methane production by ruminants: its contribution to global warming. Ann Zootech 49:231–253
Nielsen MK, MacNeil MD, Dekkers JCM, Crews DH, Rathje TA, Enns RM, Weaber RL (2013) Review: Life-cycle, total-industry genetic improvement of feed efficiency in beef cattle: Blueprint for the Beef Improvement Federation. Prof Anim Sci 29:559–565
Nonaka I, Takusari N, Tajima K, Suzuki T, Higuchi K, Kurihara M (2008) Effects of high environmental temperatures on physiological and nutritional status of prepubertal Holstein heifers. Livest Sci 13(1):14–23
NRC (1981) Effect of environment on nutrient Requirements of domestic animals. Subcommittee on environmental stress, National Academy Press, Washington DC
Ominski KH, Kennedy AD, Wittenberg KM, Moshtaghi Nia SA (2002) Physiological and production responses to feeding schedule in lactating dairy cows exposed to short-term, moderate heat stress. J Dairy Sci 85:730–737
Purwanto BP, Nakamasu F, Yamamoto S (1993) Effect of environmental temperatures on heat production in dairy heifers differing in feed intake level. Asian Australas J Anim Sci 6(2):275–279
Ragsdale AC, Thompson HJ, Worstell DW, Brody S (1953) Effect of humidity on milk production, feed and water consumption and body weight in cattle. Missouri Agricultural Experiment Station Research Bulletin. No. 521, pp 1–23
Taborda PAB, Saravia CT, Espasandin AC (2018) Physiological responses and animal behavior in Bonsmara-Hereford crosses vs. Hereford purebred on environment stress. Sci Agric 75:479–485
Thom EC (1959) The discomfort index. Weatherwise 12:57–59
Vercoe JE (1973) The energy cost of standing and lying in adult cattle. Br J Nutr 30(2):207–210
Wagner D (1987) Maintaining or improving performance of heat stressed cattle. Agri-Practice 8(5):21–25
Wang X, Gao H, Gebremedhin KG, Bjerg BS, Van Os J, Tucker CB, Zhang G (2018) A predictive model of equivalent temperature index for dairy cattle (ETIC). J Therm Biol 76:165–170
Young BA (1981) Cold stress as it affects animal production. J Anim Sci 52(1):154–163
Young BA (1988) Effect of environmental stress on nutrient needs. In: Church DC (ed) The ruminant animal: digestive physiology and nutrition. Waveland Press, Inc., Prospect Heights, IL, pp 456–467
Young BA, Hall A (1993) In: Combes R (ed) Heat load in cattle in the Australian Environment. Australian Beef, South Melbourne, pp 143–148
Yousef MK (1985) Thermal environment. In: Yousef MK (ed) Stress Physiology in Livestock Volume 1. CRC Press, Inc., Boca Raton, Florida, p 9
Funding
This project was made possible by a scholarship received by Hayati Koknaroglu from TUBITAK’s (The Scientific and Technological Research Council of Türkiye) 2219 program, International Postdoctoral Research Fellowship Program for Turkish Citizens.
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Koknaroglu, H., Harrington, J.A., Mader, T.L. et al. Determination of climatologically suitable places in Türkiye for feedlot cattle production using the Comprehensive Climate Index model. Int J Biometeorol 67, 1813–1824 (2023). https://doi.org/10.1007/s00484-023-02541-0
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DOI: https://doi.org/10.1007/s00484-023-02541-0