Abstract
RNA-Seq analysis was used to characterize transcriptome response of Holstein calves to thermal stress. A total of eight animals aged between 2 and 3 months were randomly selected and subjected to thermal stress corresponding to a temperature humidity index of 95 in an environmentally controlled house for 12 h consecutively for 3 days. A set of 15,787 unigenes were found to be expressed and after a threshold of threefold change, and a Q value <0.05; 502, 394, and 376 genes were found to be differentially expressed on days 1, 2, and 3 out of which 343, 261 and 256 genes were upregulated and 159, 133, and 120 genes were downregulated. Only 356 genes out of these were expressed on all 3 days, and only they were considered as significantly differentially expressed. KEGG pathway analysis revealed that ten pathways were significantly enriched; the top two among them were protein processing in endoplasmic reticulum and MAPK signaling pathways. These results suggest that thermal stress triggered a complex response in Holstein calves and the animals adjusted their physiological and metabolic processes to survive. Many of the genes identified in this study have not been previously reported to be involved in thermal stress response. The results of this study extend our understanding of the animal’s response to thermal stress and some of the identified genes may prove useful in the efforts to breed Holstein cattle with superior thermotolerance, which might help in minimizing production loss due to thermal stress.
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References
Anderson DH (2006) Role of lipids in the MAPK signaling pathway. Prog Lipid Res 45(2):102–119
Andrews SF, Fast Q (2015) A quality control tool for high throughput sequence data. 2010.
Armstrong DV (1994) Heat Stress Interaction with Shade and Cooling. J Dairy Sci 77(7):2044–2050
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(4):441–448
Baumgard LH, Rhoads RP Jr (2013) Effects of heat stress on postabsorptive metabolism and energetics. Annu Rev Anim Biosci 1(1):311–337
Beede DK, Briceno JV, Staples CR (1987) Lactational performance of mid-lactation Holstein cows fed two diet types with varying contents of refined trona or sodium bicarbonate. J Dairy Sci 70(1):199
Bernabucci U, Biffani S, Buggiotti L, Vitali A, Lacetera N, Nardone A (2014) The effects of heat stress in Italian Holstein dairy cattle. J Dairy Sci 97(1):471–486
Bhardwaj J, Chauhan R, Swarnkar MK, Chahota RK, Singh AK, Shankar R, Yadav SK (2013) Comprehensive transcriptomic study on horse gram (Macrotyloma uniflorum): de novo assembly, functional characterization and comparative analysis in relation to drought stress. BMC Genomics 14(1):1
Bohmanova J, Misztal I, Cole JB (2007) Temperature-Humidity Indices as Indicators of Milk Production Losses due to Heat Stress. J Dairy Sci 90(4):1947–1956
Boo KO, Kwon WT, Kim JK (2004) Vegetation change in the regional surface climate over East Asia due to global warming using BIOME4. Nuovo Cimento C 27:317
Boo KO, Kwon WT, Baek HJ (2006) Change of extreme events of temperature and precipitation over Korea using regional projection of future climate change. Geophys Res Lett 33(1)
Buzanskas M Genome-wide association study on long-yearling scrotal circumference in canchim cattle. In: 10th World Congress on Genetics Applied to Livestock Production, 2014. Asas,
Charoensook R, Gatphayak K, Sharifi AR, Chaisongkram C, Brenig B, Knorr C (2012) Polymorphisms in the bovine HSP90AB1 gene are associated with heat tolerance in Thai indigenous cattle. Trop Anim Health Prod 44(4):921–928
Collier JL, Abdallah MB, Hernandez LL, Norgaard JV, Collier RJ (2007) Prostaglandins A1 (PGA1) and E1 (PGE1) alter heat chock protein 70 (HSP-70) gene expression in bovine mammary epithelial cells (BMEC). Journal of Animal Science
Collier RJ, Collier JL, Rhoads RP, Baumgard LH (2008) Invited review: genes involved in the bovine heat stress response. J Dairy Sci 91(2):445–454
Concannon C, Gorman A, Samali A (2003) On the role of Hsp27 in regulating apoptosis. Apoptosis 8(1):61–70
Council NR (1971) A guide to environmental research on animals. National Academy of Science, Washington, DC
Craig EA, Gross CA (1991) Is hsp70 the cellular thermometer? Trends Biochem Sci 16:135–140
Curtis SE (1983) Environmental management in animal agriculture. Iowa State University Press,
Dahlhoff EP (2004) Biochemical Indicators of Stress and Metabolism: Applications for Marine Ecological Studies. Ann Rev Physiol 66(1):183–207
Emig D, Salomonis N, Baumbach J, Lengauer T, Conklin BR, Albrecht M (2010) AltAnalyze and DomainGraph: analyzing and visualizing exon expression data. Nucleic Acids Res 38(suppl 2):W755–W762
Failla ML (2003) Trace elements and host defense: recent advances and continuing challenges. J Nutr 133(5):1443S–1447S
Feder ME, Hofmann GE (1999) Heat-shock proteins, molecular chaperones, and the stress response: evolutionary and ecological physiology. Annu Rev Physiol 61(1):243–282
Ferris SP, Jaber NS, Molinari M, Arvan P, Kaufman RJ (2013) UDP-glucose: glycoprotein glucosyltransferase (UGGT1) promotes substrate solubility in the endoplasmic reticulum. Mol Biol Cell 24(17):2597–2608
Fink AL (1999) Chaperone-mediated protein folding. Physiol Rev 79(2):425–449
Fioravante D, Liu R-Y, Byrne JH (2008) The ubiquitin-proteasome system is necessary for long-term synaptic depression in aplysia. J Neurosci 28(41):10245–10256
Fuquay J (1981) Heat stress as it affects animal production. J Anim Sci 52(1):164–174
García-Ispierto I, López-Gatius F, Santolaria P, Yániz JL, Nogareda C, López-Béjar M, De Rensis F (2006) Relationship between heat stress during the peri-implantation period and early fetal loss in dairy cattle. Theriogenology 65(4):799–807
Gaughan J, Mader T, Holt S, Sullivan M, Hahn G (2010) Assessing the heat tolerance of 17 beef cattle genotypes. Int J Biometeorol 54(6):617–627
Georgopoulos C, Welch WJ (1993) Role of the Major Heat Shock Proteins as Molecular Chaperones. Ann Rev Cell Biol 9(1):601–634
Haile-Mariam M, Carrick MJ, Goddard ME (2008) Genotype by Environment Interaction for Fertility, Survival, and Milk Production Traits in Australian Dairy Cattle. J Dairy Sci 91(12):4840–4853
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
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. J Dairy Sci 98(7):4956–4968
Hansen PJ (2009) Effects of heat stress on mammalian reproduction. Philosophical Transactions of the Royal Society B: Biological Sciences 364(1534):3341–3350
Hao Y, Liu J, Zhang Y, Yang P, Feng Y, Cui Y, Yang C, Gu X (2016) The microRNA expression profile in porcine skeletal muscle is changed by constant heat stress. Animal genetics
Jo S-H, Schatz JH, Acquaviva J, Singh H, Ren R (2010) Cooperation between deficiencies of IRF-4 and IRF-8 promotes both myeloid and lymphoid tumorigenesis. Blood 116(15):2759–2767
Jones D, Suttle N (1981) Some effects of copper deficiency on leucocyte function in sheep and cattle. Res Vet Sci 31(2):151–156
Kadzere CT, Murphy MR, Silanikove N, Maltz E (2002) Heat stress in lactating dairy cows: a review. Livest Prod Sci 77(1):59–91
Kahl S, Elsasser T, Rhoads R, Collier RJ, Baumgard L (2015) Environmental heat stress modulates thyroid status and its response to repeated endotoxin challenge in steers. Domest Anim Endocrinol 52:43–50
Kanehisa M, Goto S (2000) KEGG: Kyoto encyclopedia of genes and genomes. Nucleic Acids Res 28(1):27–30
Kanehisa M, Sato Y, Kawashima M, Furumichi M, Tanabe M (2015) KEGG as a reference resource for gene and protein annotation. Nucleic acids research:gkv1070
Kang L, Lü B, Xu J, Hu H, Lai M (2008) Downregulation of Krüppel-like factor 9 in human. colorectal cancer 58(6):334–338
Kapila N, Sharma A, Kishore A, Sodhi M, Tripathi PK, Mohanty AK, Mukesh M (2016) Impact of heat stress on cellular and transcriptional adaptation of mammary epithelial cells in riverine buffalo (Bubalus bubalis). PLoS One 11(9):e0157237
Kawahara M, Pandolfi A, Bartholdy B, Barreyro L, Will B, Roth M, Okoye-Okafor UC, Todorova TI, Figueroa ME, Melnick A (2012) H2. 0-like homeobox regulates early hematopoiesis and promotes acute myeloid leukemia. Cancer Cell 22(2):194–208
Kim Y, Kim H, Kim DS (2011) Association between daily environmental temperature and suicide mortality in Korea (2001–2005). Psychiat Res 186(2):390–396
Koch KS, Leffert HL (2011) Ectopic expression of CD74 in Ikkβ-deleted mouse hepatocytes. Acta Histochem 113(4):428–435
Kotaja N, Macho B, Sassone-Corsi P (2005) Microtubule-independent and protein kinase A-mediated function of kinesin KIF17b controls the intracellular transport of activator of CREM in testis (ACT). J Biol Chem 280(36):31739–31745
Kregel KC (2002) Invited review: heat shock proteins: modifying factors in physiological stress responses and acquired thermotolerance. J Appl Physiol 92(5):2177–2186
Kültz D (2005) Molecular and evolutionary basis of the cellular stress response. Annu Rev Physiol 67:225–257
Kysely J, Kim J (2009) Mortality during heat waves in South Korea, 1991 to 2005: How exceptional was the 1994 heat wave? Clim Res 38:105–116
Langmead B, Salzberg SL (2012) Fast gapped-read alignment with Bowtie2. Nat Methods 9(4):357–359
Lee WC, Wen HC, Chang CP, Chen MY, Lin M-T (2006) Heat shock protein 72 overexpression protects against hyperthermia, circulatory shock, and cerebral ischemia during heatstroke. J Appl Physiol 100(6):2073–2082
Li C, Sun D, Zhang S, Wang S, Wu X, Zhang Q, Liu L, Li Y, Qiao L (2014) Genome wide association study identifies 20 novel promising genes associated with milk fatty acid traits in Chinese Holstein. PLoS One 9(5):e96186
Li Q, Han J, Du F, Ju Z, Huang J, Wang J, Li R, Wang C, Zhong J (2011) Novel SNPs in HSP70A1A gene and the association of polymorphisms with thermo tolerance traits and tissue specific expression in Chinese Holstein cattle. Mol Biol Rep 38(4):2657–2663
Lindquist S, Craig E (1988) The heat-shock proteins. Annu Rev Genet 22(1):631–677
Liu F, Wang W, Sun X, Liang Z, Wang F (2014) RNA-Seq revealed complex response to heat stress on transcriptomic level in Saccharina japonica (Laminariales, Phaeophyta). J Appl Phycol 26(3):1585–1596
Liu S, Wang X, Sun F, Zhang J, Feng J, Liu H, Rajendran K, Sun L, Zhang Y, Jiang Y (2013) RNA-Seq reveals expression signatures of genes involved in oxygen transport, protein synthesis, folding, and degradation in response to heat stress in catfish. Physiol Genomics 45(12):462–476
Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2-ΔΔCT method. Methods 25(4):402–408
Lockwood BL, Somero GN (2011) Transcriptomic responses to salinity stress in invasive and native blue mussels (genus Mytilus). Mol Ecol 20(3):517–529
Lukasewycz O (1981) Copper deficiency suppresses the immune response of mice. Science 213(4507):559–561
Marty A, Amigues Y, Servin B, Renand G, Levéziel H, Rocha D (2010) Genetic variability and linkage disequilibrium patterns in the bovine DNAJA1 gene. Mol Biotechnol 44(3):190–197
Moran J (2005) Tropical dairy farming: feeding management for small holder dairy farmers in the humid tropics. Csiro Publishing
Muthusamy V, Piva TJ (2010) The UV response of the skin: a review of the MAPK, NFκB and TNFα signal transduction pathways. Arch Dermatol Res 302(1):5–17
Na S-Y, Choi J-E, Kim H-J, Jhun BH, Lee Y-C, Lee JW (1999) Bcl3, an IκB protein, stimulates activating protein-1 transactivation and cellular proliferation. J Biol Chem 274(40):28491–28496
Naidoo N (2009) ER and aging—protein folding and the ER stress response. Ageing Res Rev 8(3):150–159
Newberne P, Hunt C, Young V (1968) The role of diet and the reticuloendothelial system in the response of rats to Salmonella typhilmurium infection. Br J Exp Pathol 49(5):448
NRC NRC (1987) Predicting feed intake of food-producing animals. National Academies Press,
Odunuga O, Longshaw VM, Blatch GL (2004) Hop: more than an Hsp70/Hsp90 adaptor protein. BioEssays 26(10):1058–1068
Olson TA, Chase Jr CC, Lucena C, Godoy E, Zuniga A, Collier RJ Effect of hair characteristics on the adaptation of cattle to warm climates. In, 2006 2006. Instituto Prociência, pp 16–07
Page TJ, Sikder D, Yang L, Pluta L, Wolfinger RD, Kodadek T, Thomas RS (2006) Genome-wide analysis of human HSF1 signaling reveals a transcriptional program linked to cellular adaptation and survival. Mol BioSyst 2(12):627–639
Pei H, Yao Y, Yang Y, Liao K, Wu JR (2011) Krüppel-like factor KLF9 regulates PPARγ transactivation at the middle stage of adipogenesis. Cell Death & Differentiation 18(2):315–327
Perdomo J, FOCK EL, Kaur G, Yan F, Khachigian L, Jans D, Chong B (2010) A monopartite sequence is essential for p45 NF-E2 nuclear translocation, transcriptional activity and platelet production. J Thromb Haemost 8(11):2542–2553
Pirkkala L, Nykänen P, Sistonen LEA (2001) Roles of the heat shock transcription factors in regulation of the heat shock response and beyond. FASEB J 15(7):1118–1131
Rahman MB, Kamal MM, Rijsselaere T, Vandaele L, Shamsuddin M, Van Soom A (2014a) Altered chromatin condensation of heat-stressed spermatozoa perturbs the dynamics of DNA methylation reprogramming in the paternal genome after in vitro fertilisation in cattle. Reprod Fertil Dev 26(8):1107–1116
Rahman MB, Vandaele L, Rijsselaere T, El-Deen MS, Maes D, Shamsuddin M, Van Soom A (2014b) Bovine spermatozoa react to in vitro heat stress by activating the mitogen-activated protein kinase 14 signalling pathway. Reprod Fertil Dev 26(2):245–257
Rao Y, Su J, Yang C, Peng L, Feng X, Li Q (2013) Characterizations of two grass carp Ctenopharyngodon idella HMGB2 genes and potential roles in innate immunity. Developmental & Comparative Immunology 41(2):164–177
Ravagnolo O, Misztal I, Hoogenboom G (2000) Genetic Component of Heat Stress in Dairy Cattle, Development of Heat Index Function. J Dairy Sci 83(9):2120–2125
Ravagnolo O, Misztal I (2002) Effect of Heat Stress On Nonreturn Rate in Holstein Cows: Genetic Analyses. J Dairy Sci 85(11):3092–3100
Renaudeau D, Collin A, Yahav S, de Basilio V, Gourdine JL, Collier RJ (2012) Adaptation to hot climate and strategies to alleviate heat stress in livestock production. Animal 6(05):707–728
Rosenkrans C, Banks A, Reiter S, Looper M (2010) Calving traits of crossbred Brahman cows are associated with heat shock protein 70 genetic polymorphisms. Anim Reprod Sci 119(3):178–182
Ruggiano A, Foresti O, Carvalho P (2014) ER-associated degradation: protein quality control and beyond. J Cell Biol 204(6):869–879
Scaletti R, Trammell D, Smith B, Harmon R (2003) Role of dietary copper in enhancing resistance to Escherichia coli mastitis. J Dairy Sci 86(4):1240–1249
Sevane N, Armstrong E, Cortés O, Wiener P, Wong RP, Dunner S, Consortium G (2013) Association of bovine meat quality traits with genes included in the PPARG and PPARGC1A networks. Meat Sci 94(3):328–335
Shearer JK, Beede DK (1990) Heat stress. 2. Effects of high environmental temperature on production, reproduction, and health of dairy cattle. Agri Practice
Sompallae R, Stavropoulou V, Houde M, Masucci MG (2008) The MAPK signaling cascade is a central hub in the regulation of cell cycle, apoptosis and cytoskeleton remodeling by tripeptidyl-peptidase II. Gene regulation and systems biology 2:253
Sonna LA, Fujita J, Gaffin SL, Lilly CM (2002) Invited review: effects of heat and cold stress on mammalian gene expression. J Appl Physiol 92(4):1725–1742
Soroceanu L, Murase R, Limbad C, Singer E, Allison J, Adrados I, Kawamura R, Pakdel A, Fukuyo Y, Nguyen D (2013) Id-1 is a key transcriptional regulator of glioblastoma aggressiveness and a novel therapeutic target. Cancer Res 73(5):1559–1569
Srikanth K, Kwon A, Lee E, Chung H (2017) Characterization of genes and pathways that respond to heat stress in Holstein calves through transcriptome analysis. Cell Stress Chaperones 22(1):29–42
St-Pierre NR, Cobanov B, Schnitkey G (2003) Economic losses from heat stress by US livestock industries. J Dairy Sci 86:E52–E77
Stolz A, Wolf DH (2010) Endoplasmic reticulum associated protein degradation: a chaperone assisted journey to hell. Biochimica et Biophysica Acta (BBA)-Molecular Cell Research 1803(6):694–705
Strong R, Silva E, Cheng H, Eicher S (2015) Acute brief heat stress in late gestation alters neonatal calf innate immune functions. J Dairy Sci 98(11):7771–7783
Suttle N, Field A, Barlow R (1970) Experimental copper deficiency in sheep. J Comp Pathol 80(1):151–162
Takeshima S, Matsumoto Y, Chen J, Yoshida T, Mukoyama H, Aida Y (2008) Evidence for cattle major histocompatibility complex (BoLA) class II DQA1 gene heterozygote advantage against clinical mastitis caused by Streptococci and Escherichia species. Tissue Antigens 72(6):525–531
Taraba JL, Bewley J n.d.Effects of the thermal stress on the incidence of mastitis in dairy cattle.
Thakar NY, Ovchinnikov DA, Hastie ML, Gorman J, Wolvetang EJ (2015) RELB alters proliferation of human pluripotent stem cells via IMP3-and LIN28-mediated modulation of the expression of IGF2 and other cell-cycle regulators. Stem Cells Dev 24(16):1888–1900
Tomanek L, Zuzow MJ (2010) The proteomic response of the mussel congeners Mytilus galloprovincialis and M. trossulus to acute heat stress: implications for thermal tolerance limits and metabolic costs of thermal stress. J Exper Biol 213(20):3559–3574
Trinklein ND, Murray JI, Hartman SJ, Botstein D, Myers RM (2004) The role of heat shock transcription factor 1 in the genome-wide regulation of the mammalian heat shock response. Mol Biol Cell 15(3):1254–1261
Tsai YC, Weissman AM (2010) The unfolded protein response, degradation from the endoplasmic reticulum, and cancer. Genes & cancer 1(7):764–778
van Verk MC, Bol JF, Linthorst HJ (2011) WRKY transcription factors involved in activation of SA biosynthesis genes. BMC Plant Biol 11(1):89
Volloch V, Olsen BR (2013) Why cellular stress suppresses adipogenesis in skeletal tissue, but is ineffective in adipose tissue: control of mesenchymal cell differentiation via integrin binding sites in extracellular matrices. Matrix Biol 32(7):365–371
Wakana Y, Takai S, K-i N, Tani K, Yamamoto A, Watson P, Stephens DJ, Hauri H-P, Tagaya M (2008) Bap31 is an itinerant protein that moves between the peripheral endoplasmic reticulum (ER) and a juxtanuclear compartment related to ER-associated degradation. Mol Biol Cell 19(5):1825–1836
West JW (2003) Effects of heat-stress on production in dairy cattle. J Dairy Sci 86(6):2131–2144
White C, Lee J, Kambe T, Fritsche K, Petris MJ (2009) A role for the ATP7A copper-transporting ATPase in macrophage bactericidal activity. J Biol Chem 284(49):33949–33956
Wynn TA (2015) Type 2 cytokines: mechanisms and therapeutic strategies. Nat Rev Immunol 15(5):271–282
Xiong Q, Chai J, Xiong H, Li W, Huang T, Liu Y, Suo X, Zhang N, Li X, Jiang S (2013) Association analysis of HSP70A1A haplotypes with heat tolerance in Chinese Holstein cattle. Cell Stress and Chaperones 18(6):711–718
Xu Y, Gao S, Yang Y, Huang M, Cheng L, Wei Q, Fei Z, Gao J, Hong B (2013) Transcriptome sequencing and whole genome expression profiling of chrysanthemum under dehydration stress. BMC Genomics 14(1):1
Yousef MK (1985) Stress physiology in livestock. Volume III. Poultry. CRC Press Inc.,
Zeng T, Zhang L, Li J, Wang D, Tian Y, Lu L (2015) De novo assembly and characterization of Muscovy duck liver transcriptome and analysis of differentially regulated genes in response to heat stress. Cell Stress and Chaperones 20(3):483–493
Zhang H-M, Chen H, Liu W, Liu H, Gong J, Wang H, Guo A-Y (2012) AnimalTFDB: a comprehensive animal transcription factor database. Nucleic Acids Res 40(D1):D144–D149
Acknowledgments
This work contributes to the internal project “Cooperative Research Program for Agriculture Science and Technology Development (ID PJ01005002)” and was supported by the National Institute of Animal Science in Rural Development Administration of Korea. Krishnamoorthy Srikanth was supported by 2016 Postdoctoral Fellowship Program of the National Institute of Animal Science, Rural Development Administration, Republic of Korea.
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Supplemental Fig. 1
Rectal temperature measurement of Holstein calves during the experimental period (PNG 238 kb)
Supplemental Fig. 2
Head temperature measurement of Holstein calves during the experimental period (PNG 185 kb)
Supplemental Fig. 3
Body temperature measurement of Holstein calves during the experimental period (PNG 168 kb)
Supplemental Fig. 4
a Scatter plots of all the genes transcribed on days 1, 2, and 3. Red indicates positive expression and blue indicates negative expression. b A Venn diagram of differentially expressed genes (3 FC and FDR <0.05) on days 1, 2, and 3 (PNG 256 kb)
Supplemental Fig. 5
Hierarchical clustering of all the DEGs that responded to thermal stress. Red corresponds to upregulation and yellow corresponds to downregulation (PNG 43 kb)
Supplementary Table 1
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Supplementary Table 3
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Srikanth, K., Lee, E., Kwan, A. et al. Transcriptome analysis and identification of significantly differentially expressed genes in Holstein calves subjected to severe thermal stress. Int J Biometeorol 61, 1993–2008 (2017). https://doi.org/10.1007/s00484-017-1392-3
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DOI: https://doi.org/10.1007/s00484-017-1392-3