Abstract
Heat stress significantly disturbs the production, reproduction, and systems biology of dairy cattle. A complex interaction among biological systems helps to combat and overcome heat stress. Indicine cattle breed Tharparkar has been well known for its thermal adaptability. Therefore, present investigation considered RNA-seq technology to explore the functional transcriptomics of Tharparkar cattle with the help of samples collected in spring and summer season. Among differentially expressed genes, about 3280 genes were highly dysregulated, in which 1207 gene were upregulated and 2073 genes were downregulated (|log2fold change|≥ 1 and p ≤ 0.05). Upregulated genes were related to insulin activation, interferons, and potassium ion transport. In contrast, downregulated genes were related to RNA processing, translation, and ubiquitination. Functional annotation revealed that the pathways associated with nervous system (NPFFR1, ROBO3) and metal ion transport (KCNG2, ATP1A2) were highly activated while mRNA processing and translation (EIF4A, EIF4B) and protein processing pathway (VPS4B, PEX13) were highly downregulated. Protein–protein interactions identified hub genes such as ATP13A3, IFNGR2, UBXN7, EIF4A2, SLC12A8 found to play an important role in immune, ubiquitination, translation and transport function. Co-expression network includes LYZ, PNRC1, SQSTM1, EIF4AB and DDX17 genes which are involved in lysosomal activity, tumor inhibition, ubiquitination, and translation initiation. Chemokine signaling pathway associated with immune response was highly upregulated in cluster analysis. The findings of this study provide insights into transcriptome expression and regulation which may better explain complex thermal resilience mechanism of Tharparkar cattle in heat stress under natural conditions.
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References
Ames D (1980) Thermal environment affects production efficiency of livestock. Bioscience 30(7):457–460. https://doi.org/10.2307/1307947
Bader GD, Hogue CW (2003) An automated method for finding molecular complexes in large protein interaction networks. BMC Bioinform 4:2. https://doi.org/10.1186/1471-2105-4-2
Baldwin RL, Smith NE, Taylor J, Sharp M (1980) Manipulating metabolic parameters to improve growth rate and milk secretion. J Anim Sci 51(6):1416–1428. https://doi.org/10.2527/jas1981.5161416x
Bernabucci U, Lacetera N, Baumgard LH, Rhoads RP, Ronchi B, Nardone A (2010) Metabolic and hormonal acclimation to heat stress in domesticated ruminants. Animal 4(7):1167–1183. https://doi.org/10.1017/S175173111000090X
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 97:471–486. https://doi.org/10.3168/jds.2013-6611
Biffani S, Bernabucci U, Vitali A, Lacetera N, Nardone A (2016) Short communication: effect of heat stress on nonreturn rate of Italian Holstein cows. J Dairy Sci 99(7):5837–5843. https://doi.org/10.3168/jds.2015-10491
Bresson S, Shchepachev V, Spanos C, Turowski TW, Rappsilber J, Tollervey D (2020) Stress-induced translation inhibition through rapid displacement of scanning initiation factors. Mol Cell 80(3):470-484.e8. https://doi.org/10.1016/j.molcel.2020.09.021
Calderón-Chagoya R, Vega-Murillo VE, García-Ruiz A, Ríos-Utrera Á, Martínez-Velázquez G, Montaño-Bermúdez M (2023) Genome and chromosome wide association studies for growth traits in Simmental and Simbrah cattle. Anim Biosci 36(1):19–28. https://doi.org/10.5713/ab.21.0517
Chen S, Zhou Y, Chen Y, Gu J (2018) fastp: an ultra-fast all-in-one FASTQ preprocessor. Bioinformatics (oxford, England) 34(17):i884–i890. https://doi.org/10.1093/bioinformatics/bty560
Cheruiyot EK, Haile-Mariam M, Cocks BG, MacLeod IM, **ang R, Pryce JE (2021) New loci and neuronal pathways for resilience to heat stress in cattle. Sci Rep 11(1):16619. https://doi.org/10.1038/s41598-021-95816-8
Colak D, Ji S-J, Porse BT, Jaffrey SR (2013) Regulation of axon guidance by compartmentalized nonsense-mediated mRNA decay. Cell 153(6):1252–1265. https://doi.org/10.1016/j.cell.2013.04.056
Croft D, O’Kelly G, Wu G, Haw R, Gillespie M, Matthews L, Caudy M, Garapati P, Gopinath G, Jassal B, Jupe S, Kalatskaya I, Mahajan S, May B, Ndegwa N, Schmidt E, Shamovsky V, Yung C, Birney E, Hermjakob H, Stein L (2011) Reactome: a database of reactions, pathways and biological processes. Nucleic Acids Res 39(Database issue):D691–D697. https://doi.org/10.1093/nar/gkq1018
Das R, Sailo L, Verma N, Bharti P, Saikia J, Imtiwati, Kumar R (2016) Impact of heat stress on health and performance of dairy animals: a review. Vet World 9(3):260–268. https://doi.org/10.14202/vetworld.2016.260-268
Dinić S, Grdović N, Uskoković A, Đorđević M, Mihailović M, Jovanović JA, Poznanović G, Vidaković M (2016) CXCL12 protects pancreatic β-cells from oxidative stress by a Nrf2-induced increase in catalase expression and activity. Proc Jpn Acad Ser B 92(9):436–454. https://doi.org/10.2183/pjab.92.436
Eslamizad M, Albrecht D, Kuhla B (2020) The effect of chronic, mild heat stress on metabolic changes of nutrition and adaptations in rumen papillae of lactating dairy cows. J Dairy Sci 103(9):8601–8614. https://doi.org/10.3168/jds.2020-18417
Fortuna TR, Kour S, Anderson EN, Ward C, Rajasundaram D, Donnelly CJ, Hermann A, Wyne H, Shewmaker F, Pandey UB (2021) DDX17 is involved in DNA damage repair and modifies FUS toxicity in an RGG-domain dependent manner. Acta Neuropathol 142(3):515–536. https://doi.org/10.1007/s00401-021-02333-z
Garcia-Elias A, Mrkonjić S, Jung C, Pardo-Pastor C, Vicente R, Valverde MA (2014) The trpv4 channel. In: Nilius B, Flockerzi V (eds) Mammalian transient receptor potential (TRP) cation channels, vol 222. Springer, Berlin, Heidelberg, pp 293–319. https://doi.org/10.1007/978-3-642-54215-2_12
Gaviraghi M, Vivori C, Pareja Sanchez Y, Invernizzi F, Cattaneo A, Santoliquido BM, Frenquelli M, Segalla S, Bachi A, Doglioni C, Pelechano V, Cittaro D, Tonon G (2018) Tumor suppressor PNRC 1 blocks r RNA maturation by recruiting the decap** complex to the nucleolus. EMBO J. https://doi.org/10.15252/embj.201899179
Ge SX, Son EW, Yao R (2018) iDEP: an integrated web application for differential expression and pathway analysis of RNA-Seq data. BMC Bioinform 19(1):534. https://doi.org/10.1186/s12859-018-2486-6
Gilbert FB, Cunha P, Jensen K, Glass EJ, Foucras G, Robert-Granié C, Rupp R, Rainard P (2013) Differential response of bovine mammary epithelial cells to Staphylococcus aureus or Escherichia coli agonists of the innate immune system. Vet Res 44(1):40. https://doi.org/10.1186/1297-9716-44-40
Gilkerson R, De La TorreSt Vallier PS (2021) Mitochondrial oma1 and opa1 as gatekeepers of organellar structure/function and cellular stress response. Front Cell Dev Biol 9:626117. https://doi.org/10.3389/fcell.2021.626117
Gillis J, Schipper-Krom S, Juenemann K, Gruber A, Coolen S, van den Nieuwendijk R, van Veen H, Overkleeft H, Goedhart J, Kam**a HH, Reits EA (2013) The DNAJB6 and DNAJB8 protein chaperones prevent intracellular aggregation of polyglutamine peptides. J Biol Chem 288(24):17225–17237. https://doi.org/10.1074/jbc.M112.421685
Godyń D, Herbut P, Angrecka S (2019) Measurements of peripheral and deep body temperature in cattle – a review. J Therm Biol 79:42–49. https://doi.org/10.1016/j.jtherbio.2018.11.011
Grozio A, Mills KF, Yoshino J, Bruzzone S, Sociali G, Tokizane K, Lei HC, Cunningham R, Sasaki Y, Migaud ME, Imai S (2019) Slc12a8 is a nicotinamide mononucleotide transporter. Nat Metab 1(1):47–57. https://doi.org/10.1038/s42255-018-0009-4
Hamouda NN, Van den Haute C, Vanhoutte R, Sannerud R, Azfar M, Mayer R, Cortés Calabuig Á, Swinnen JV, Agostinis P, Baekelandt V, Annaert W, Impens F, Verhelst SHL, Eggermont J, Martin S, Vangheluwe P (2021) ATP13A3 is a major component of the enigmatic mammalian polyamine transport system. J Biol Chem 296:100182. https://doi.org/10.1074/jbc.RA120.013908
Hansen PJ (2004) Physiological and cellular adaptations of zebu cattle to thermal stress. Anim Reprod Sci 82–83:349–360. https://doi.org/10.1016/j.anireprosci.2004.04.011
Henry SA, Crivello S, Nguyen TM, Cybulska M, Hoang NS, Nguyen M, Badial T, Emami N, Awada N, Woodward JF, So CH (2021) G protein-coupled receptor kinase 2 modifies the ability of Caenorhabditis elegans to survive oxidative stress. Cell Stress Chaperones 26(1):187–197. https://doi.org/10.1007/s12192-020-01168-z
Huang S, Dou J, Li Z, Hu L, Yu Y, Wang Y (2022) Analysis of genomic alternative splicing patterns in rat under heat stress based on RNA-Seq data. Genes 13(2):358. https://doi.org/10.3390/genes13020358
Jobava R, Mao Y, Guan B-J, Hu D, Krokowski D, Chen C-W, Shu XE, Chukwurah E, Wu J, Gao Z, Zagore LL, Merrick WC, Trifunovic A, Hsieh AC, Valadkhan S, Zhang Y, Qi X, Jankowsky E, Topisirovic I, Hatzoglou M (2021) Adaptive translational pausing is a hallmark of the cellular response to severe environmental stress. Mol Cell 81(20):4191-4208.e8. https://doi.org/10.1016/j.molcel.2021.09.029
Kajita K, Kuwano Y, Kitamura N, Satake Y, Nishida K, Kurokawa K, Akaike Y, Honda M, Masuda K, Rokutan K (2013) Ets1 and heat shock factor 1 regulate transcription of the transformer 2β gene in human colon cancer cells. J Gastroenterol 48(11):1222–1233. https://doi.org/10.1007/s00535-012-0745-2
Kanehisa M, Sato Y (2020) KEGG mapper for inferring cellular functions from protein sequences. Protein Sci: Publ Protein Soc 29(1):28–35. https://doi.org/10.1002/pro.3711
Kaur R, Sharma A, Sodhi M, Swami SK, Sharma VL, Kumari P, Verma P, Mukesh M (2018) Sequence characterization of alpha 1 isoform (Atp1a1) of Na+/K+-ATPase gene and expression characteristics of its major isoforms across tissues of riverine buffaloes (Bubalus bubalis). Gene Reports 10:97–108. https://doi.org/10.1016/j.genrep.2017.11.002
Khan RIN, Sahu AR, Malla WA, Praharaj MR, Hosamani N, Kumar S, Gupta S, Sharma S, Saxena A, Varshney A, Singh P, Verma V, Kumar P, Singh G, Pandey A, Saxena S, Gandham RK, Tiwari AK (2021) Systems biology under heat stress in Indian cattle. Gene 805:145908. https://doi.org/10.1016/j.gene.2021.145908
Kim D, Paggi JM, Park C, Bennett C, Salzberg SL (2019) Graph-based genome alignment and genoty** with HISAT2 and HISAT-genotype. Nat Biotechnol 37(8):907–915. https://doi.org/10.1038/s41587-019-0201-4
Kim ET, Joo SS, Kim DH, Gu BH, Park DS, Atikur RM, Son JK, Park BY, Kim SB, Hur TY, Kim M (2020) Common and differential dynamics of the function of peripheral blood mononuclear cells between Holstein and jersey cows in heat-stress environment. Animals: Open Access J MDPI 11(1):19. https://doi.org/10.3390/ani11010019
Kishore A, Sodhi M, Kumari P, Mohanty AK, Sadana DK, Kapila N, Khate K, Shandilya U, Kataria RS, Mukesh M (2014) Peripheral blood mononuclear cells: a potential cellular system to understand differential heat shock response across native cattle (Bos indicus), exotic cattle (Bos taurus), and riverine buffaloes (Bubalus bubalis) of India. Cell Stress Chaperones 19(5):613–621. https://doi.org/10.1007/s12192-013-0486-z
Koch CM, Chiu SF, Akbarpour M, Bharat A, Ridge KM, Bartom ET, Winter DR (2018) A beginner’s guide to analysis of RNA sequencing data. Am J Respir Cell Mol Biol 59(2):145–157. https://doi.org/10.1165/rcmb.2017-0430TR
Kumar BVS, Singh G, Meur SK (2010) Effects of addition of electrolyte and ascorbic acid in feed during heat stress in buffaloes. Asian Australas J Anim Sci 23(7):880–888. https://doi.org/10.5713/ajas.2010.90053
Kusumoto H, Hirohashi Y, Nishizawa S, Yamashita M, Yasuda K, Murai A, Takaya A, Mori T, Kubo T, Nakatsugawa M, Kanaseki T, Tsukahara T, Kondo T, Sato N, Hara I, Torigoe T (2018) Cellular stress induces cancer stem-like cells through expression of DNAJB8 by activation of heat shock factor 1. Cancer Sci 109(3):741–750. https://doi.org/10.1111/cas.13501
Lerch JK, Alexander JK, Madalena KM, Motti D, Quach T, Dhamija A, Zha A, Gensel JC, Webster Marketon J, Lemmon VP, Bixby JL, Popovich PG (2017) Stress increases peripheral axon growth and regeneration through glucocorticoid receptor-dependent transcriptional programs. Eneuro 4(4):ENEURO.0246-17.2017. https://doi.org/10.1523/ENEURO.0246-17.2017
Lian W, Gao D, Huang C, Zhong Q, Hua R, Lei M (2022) Heat stress impairs maternal endometrial integrity and results in embryo implantation failure by regulating transport-related gene expression in tongcheng pigs. Biomolecules 12(3):388. https://doi.org/10.3390/biom12030388
Liao Y, Smyth GK, Shi W (2014) featureCounts: an efficient general-purpose program for assigning sequence reads to genomic features. Bioinformatics (oxford, England) 30(7):923–930. https://doi.org/10.1093/bioinformatics/btt656
Love MI, Huber W, Anders S (2014) Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol 15(12):550. https://doi.org/10.1186/s13059-014-0550-8
Luo J, Benovic JL (2003) G protein-coupled receptor kinase interaction with hsp90 mediates kinase maturation. J Biol Chem 278(51):50908–50914. https://doi.org/10.1074/jbc.M307637200
Maibam U, Singh SV, Singh AK, Kumar S, Upadhyay RC (2014) Expression of skin color genes in lymphocytes of Karan Fries cattle and seasonal relationship with tyrosinase and cortisol. Trop Anim Health Prod 46(7):1155–1160. https://doi.org/10.1007/s11250-014-0620-7
Mantovani A, Savino B, Locati M, Zammataro L, Allavena P, Bonecchi R (2010) The chemokine system in cancer biology and therapy. Cytokine Growth Factor Rev 21(1):27–39. https://doi.org/10.1016/j.cytogfr.2009.11.007
Mazur MJ, van den Burg HA (2012) Global sumo proteome responses guide gene regulation, mrna biogenesis, and plant stress responses. Front Plant Sci. https://doi.org/10.3389/fpls.2012.00215
Pegolo S, Mach N, Ramayo-Caldas Y, Schiavon S, Bittante G, Cecchinato A (2018) Integration of GWAS, pathway and network analyses reveals novel mechanistic insights into the synthesis of milk proteins in dairy cows. Sci Rep 8(1):566. https://doi.org/10.1038/s41598-017-18916-4
Penela P, Ribas C, Sánchez-Madrid F, Mayor F (2019) G protein-coupled receptor kinase 2 (Grk2) as a multifunctional signaling hub. Cell Mol Life Sci 76(22):4423–4446. https://doi.org/10.1007/s00018-019-03274-3
Rutter L, Moran Lauter AN, Graham MA, Cook D (2019) Visualization methods for differential expression analysis. BMC Bioinform 20(1):458. https://doi.org/10.1186/s12859-019-2968-1
Saleh KMM, Al-Zghoul MB (2019) Effect of acute heat stress on the mRNA levels of cytokines in broiler chickens subjected to embryonic thermal manipulation. Animals 9(8):499. https://doi.org/10.3390/ani9080499
Scheuring S, Röhricht RA, Schöning-Burkhardt B, Beyer A, Müller S, Abts HF, Köhrer K (2001) Mammalian cells express two vps4 proteins both of which are involved in intracellular protein trafficking. J Mol Biol 312(3):469–480. https://doi.org/10.1006/jmbi.2001.4917
Schmittgen TD, Livak KJ (2008) Analyzing real-time PCR data by the comparative CT method. Nat Protoc 3(6):1101–1108. https://doi.org/10.1038/nprot.2008.73
Schoof M, Boone M, Wang L, Lawrence R, Frost A, Walter P (2021) Eif2b conformation and assembly state regulate the integrated stress response. FASEB J 35(S1):fasebj.2021.35.S1.04030. https://doi.org/10.1096/fasebj.2021.35.S1.04030
Shao Y, Ye M, Li Q, Sun W, Ye G, Zhang X, Yang Y, **ao B, Guo J (2016) LncRNA-RMRP promotes carcinogenesis by acting as a miR-206 sponge and is used as a novel biomarker for gastric cancer. Oncotarget 7(25):37812–37824. https://doi.org/10.18632/oncotarget.9336
Silanikove N, Shapiro F, Shinder D (2009) Acute heat stress brings down milk secretion in dairy cows by up-regulating the activity of the milk-borne negative feedback regulatory system. BMC Physiol 9(1):13. https://doi.org/10.1186/1472-6793-9-13
Singh AK, Upadhyay RC, Chandra G, Kumar S, Malakar D, Singh SV, Singh MK (2020) Genomewide expression analysis of the heat stress response in dermal fibroblasts of Tharparkar (Zebu) and Karan-Fries (Zebu × taurine) cattle. Cell Stress Chaperones 25(2):327–344. https://doi.org/10.1007/s12192-020-01076-2
Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, Simonovic M, Doncheva NT, Morris JH, Bork P, Jensen LJ, Mering CV (2019) STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res 47(D1):D607–D613. https://doi.org/10.1093/nar/gky1131
Thornton P, Nelson G, Mayberry D, Herrero M (2022) Impacts of heat stress on global cattle production during the 21st century: a modelling study. Lancet Planet Health 6(3):e192–e201. https://doi.org/10.1016/S2542-5196(22)00002-X
Vera M, Pani B, Griffiths LA, Muchardt C, Abbott CM, Singer RH, Nudler E (2014) The translation elongation factor eEF1A1 couples transcription to translation during heat shock response. Elife 3:e03164. https://doi.org/10.7554/eLife.03164
Wang S-H, Cheng C-Y, Chen C-J, Chen H-H, Tang P-C, Chen C-F, Lee Y-P, Huang S-Y (2014) Changes in protein expression in testes of L2 strain Taiwan country chickens in response to acute heat stress. Theriogenology 82(1):80–94
Yue S, Wang Z, Wang L, Peng Q, Xue B (2020) Transcriptome functional analysis of mammary gland of cows in heat stress and thermoneutral condition. Animals 10(6):1015. https://doi.org/10.3390/ani10061015
Zhang C, Tong C, Tian F, Zhao K (2017) Integrated mRNA and microRNA transcriptome analyses reveal regulation of thermal acclimation in Gymnocyprisprzewalskii: a case study in Tibetan Schizothoracine fish. PLoS ONE 12(10):e0186433. https://doi.org/10.1371/journal.pone.0186433
Zhang L, Ip CK, Lee I-CJ, Qi Y, Reed F, Karl T, Low JK, Enriquez RF, Lee NJ, Baldock PA, Herzog H (2018) Diet-induced adaptive thermogenesis requires neuropeptide FF receptor-2 signalling. Nat Commun 9(1):4722. https://doi.org/10.1038/s41467-018-06462-0
Acknowledgements
The authors are thankful to the Director, National Dairy Research Institute (NDRI) for providing necessary infrastructure and facilities for the successful completion of research work. The authors are also thankful to the Incharge, NICRA, ICAR-NDRI, Karnal for allotment of animals and laboratory facilities.
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The authors acknowledge ICAR-National Innovations in Climate Resilient Agriculture, NDRI, Karnal for providing funding for the study.
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Ayushi Singh: conceptualization, methodology, software, data curation, investigation, writing—original draft. Archana Verma: conceptualization, writing—reviewing and editing. Gaurav Dutta: assisting in data analysis. Rani Alex: conceptualization, funding acquisition, project administration, supervision, writing—review and editing. Gopal Gowane: supervision, guidance. Ashutosh Ludri: funding and project coordinator, research facilities.
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Singh, A., Verma, A., Dutta, G. et al. Functional transcriptome analysis revealed major changes in pathways affecting systems biology of Tharparkar cattle under seasonal heat stress. 3 Biotech 14, 177 (2024). https://doi.org/10.1007/s13205-024-04018-2
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DOI: https://doi.org/10.1007/s13205-024-04018-2