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Tiwari M, Sodhi M, Sharma M, Sharma V, Mukesh M. Hypoxia related genes modulate in similar fashion in skin fibroblast cells of yak (Bos grunniens) adapted to high altitude and native cows (Bos indicus) adapted to tropical climate during hypoxia stress. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2024; 68:1675-1687. [PMID: 38814473 DOI: 10.1007/s00484-024-02695-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 02/07/2024] [Accepted: 04/27/2024] [Indexed: 05/31/2024]
Abstract
The present study was conducted to understand transcriptional response of skin fibroblast of yak (Bos grunniens) and cows of Bos indicus origin to hypoxia stress. Six primary fibroblast cell lines derived from three individuals each of Ladakhi yak (Bos grunniens) and Sahiwal cows (Bos indicus) were exposed to low oxygen concentration for a period of 24 h, 48 h and 72 h. The expression of 10 important genes known to regulate hypoxia response such as HIF1A, VEGFA, EPAS1, ATP1A1, GLUT1, HMOX1, ECE1, TNF-A, GPx and SOD were evaluated in fibroblast cells of Ladakhi yak (LAY-Fb) and Sahiwal cows (SAC-Fb) during pre- and post-hypoxia stress. A panel of 10 reference genes (GAPDH, RPL4, EEF1A1, RPS9, HPRT1, UXT, RPS23, B2M, RPS15, ACTB) were also evaluated for their expression stability to perform accurate normalization. The expression of HIF1A was significantly (p < 0.05) induced in both LAY-Fb (2.29-fold) and SAC-Fb (2.07-fold) after 24 h of hypoxia stress. The angiogenic (VEGFA), metabolic (GLUT1) and antioxidant genes (SOD and GPx) were also induced after 24 h of hypoxia stress. However, EPAS1 and ATP1A1 induced significantly (p < 0.05) after 48 h whereas, ECE1 expression induced significantly (p < 0.05) at 72 h after exposure to hypoxia. The TNF-alpha which is a pro-inflammatory gene induced significantly (p < 0.05) at 24 h in SAC-Fb and at 72 h in LAY-Fb. The induction of hypoxia associated genes indicated the utility of skin derived fibroblast as cellular model to evaluate transcriptome signatures post hypoxia stress in populations adapted to diverse altitudes.
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Affiliation(s)
- Manish Tiwari
- ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
- ICAR-National Dairy Research Institute, Karnal, Haryana, India
| | - Monika Sodhi
- ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Manish Sharma
- DRDO-Defence Institute of Physiology and Allied Sciences, New Delhi, India
| | - Vishal Sharma
- ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Manishi Mukesh
- ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India.
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2
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Vasu M, Ahlawat S, Choudhary V, Kaur R, Arora R, Sharma R, Sharma U, Chhabra P, Mir MA, Kumar Singh M. Identification and validation of stable reference genes for expression profiling of target genes in diverse ovine tissues. Gene 2024; 897:148067. [PMID: 38092161 DOI: 10.1016/j.gene.2023.148067] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Accepted: 12/05/2023] [Indexed: 12/18/2023]
Abstract
Quantitative PCR (qPCR) is a widely-used technique for quantifying the expression of target genes across various tissues, as well as under different pathological and physiological conditions. One of the challenges associated with this method is the need to identify optimal reference genes (RGs) that maintain consistent expression levels under diverse experimental settings, thereby ensuring accurate biological interpretation. In this study, we conducted a thorough analysis of 18 candidate RGs (ACTB, BACH1, B2M, GAPDH, HMBS, HPRT1, PGK1, PPIA, PPIB, RPLP0, RPL19, RPS9, RPS15, RPS28, SDHA, TBP, UXT, and YWHAZ) across 10 ovine tissues (muscle, skin, kidney, liver, intestine, rumen, lung, testis, heart, and spleen) obtained from five individual sheep. We aimed to identify genes with stable expression across these tissues. A literature-based survey helped us shortlist candidate genes representing various functional classes from multiple livestock species. We employed four algorithms: geNorm, NormFinder, BestKeeper, and Delta Ct (ΔCt), to rank these genes based on their stability. A consistent trend in the rankings was observed across these different algorithms. RefFinder was then used for a comprehensive ranking, integrating the outputs from the various methods. ACTB, PPIB, BACH1, and B2M emerged as the most stable RGs, while RPS9, RPS15, and PGK1 displayed variable expression. We validated our findings through qPCR analysis of four target genes (ACTN2, CRYAB, DLK1, and TRIM54) in the skin samples from two different sheep breeds. Based on these results, we recommend ACTB, PPIB, BACH1, and B2M as reliable internal control genes for qPCR experiments involving diverse ovine tissues.
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Affiliation(s)
- Mahanthi Vasu
- ICAR-National Bureau of Animal Genetic Resources, Karnal; ICAR-National Dairy Research Institute, Karnal
| | - Sonika Ahlawat
- ICAR-National Bureau of Animal Genetic Resources, Karnal.
| | - Vikas Choudhary
- District Disease Diagnostic Laboratory, Karnal, Department of Animal Husbandry and Dairying, Haryana
| | - Rashmeet Kaur
- ICAR-National Bureau of Animal Genetic Resources, Karnal
| | - Reena Arora
- ICAR-National Bureau of Animal Genetic Resources, Karnal
| | - Rekha Sharma
- ICAR-National Bureau of Animal Genetic Resources, Karnal
| | - Upasna Sharma
- ICAR-National Bureau of Animal Genetic Resources, Karnal
| | - Pooja Chhabra
- ICAR-National Bureau of Animal Genetic Resources, Karnal
| | - M A Mir
- Mountain Research Centre for Sheep and Goat, Shuhama (Aulestang), SKUAST-Kashmir
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Sodhi M, Sharma M, Sharma A, Verma P, Mohanty A, Kataria RS, Shandilya UK, Kumari P, Mukesh M. Expression profile of different classes of proteases in milk derived somatic cells across different lactation stages of indigenous cows ( Bos indicus) and riverine buffaloes ( Bubalus bubalis). Anim Biotechnol 2023; 34:15-24. [PMID: 34187314 DOI: 10.1080/10495398.2021.1930024] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
Proteases play a significant role in milk and its products by affecting flavor, texture and longevity. The expression of endogenous proteases varies across different stages of lactation. The study was conducted to understand the transcriptional pattern of different classes of protease-pathways associated genes (CTSB, CTSD, CTSH, CTSL, CTSK, CTSS, CTSZ, PLAU, PLAT) and potential protease inhibitors (SERPIN E2 and SERPIN F2) in 40 milk somatic cells (MSC) samples isolated during early, peak, mid and late lactation stages of Sahiwal cows and Murrah buffaloes - the two most important dairy breeds of India. In Sahiwal cows, except CTSK and PLAU, the expression of other proteases class was not affected significantly (p > 0.05) across lactation stages. However, in Murrah buffaloes, the expression of different proteases increased as the lactation progressed. Most of the proteases showed lower expression during early and peak lactation stages while their expression tends to increase during mid to late lactation stages. The overall trend was somewhat similar in both the dairy species albeit the level of expression was higher in buffalo MSC as compared to cow MSC. The study has provided valuable information on expression kinetics of different proteases in milk somatic cells of two major dairy breeds of India.
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Affiliation(s)
- Monika Sodhi
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Manjula Sharma
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Ankita Sharma
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Preeti Verma
- ICAR-National Dairy Research Institute, Karnal, India
| | - Ashok Mohanty
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - R S Kataria
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | | | - Parvesh Kumari
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Manishi Mukesh
- ICAR-National Bureau of Animal Genetic Resources, Karnal, India
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Kumar A, Sodhi M, Mukesh M, Kaur A, Bhakri G, Chaudhary V, Swami P, Sharma V, Mohanty AK, Kataria RS. Identification of stably expressed Internal Control Genes (ICGs) for normalization of expression data in liver of C57BL/6 mice injected with beta casomorphins. PLoS One 2023; 18:e0282994. [PMID: 37145997 PMCID: PMC10162558 DOI: 10.1371/journal.pone.0282994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 02/28/2023] [Indexed: 05/07/2023] Open
Abstract
In recent years, beta-casomorphin peptides (BCM7/BCM9) derived from the digestion of cow milk have drawn a lot of attention world over because of their proposed impact on human health. In order to evaluate the transcriptional modulation of target genes through RT-qPCR in response to these peptides, availability of appropriate reference or internal control genes (ICGs) will be the key. The present study was planned to identify a panel of stable ICGs in the liver tissue of C57BL/6 mice injected with BCM7/BCM9 cow milk peptides for 3 weeks. A total of ten candidate genes were evaluated as potential ICGs by assessing their expression stability using software suites; geNorm, NormFinder and BestKeeper. The suitability of the identified ICGs was validated by assessing the relative expression levels of target genes, HP and Cu/Zn SOD. Based on geNorm, PPIA and SDHA gene pair was identified to be most stably expressed in liver tissue during the animal trials. Similarly, NormFinder analysis also identified PPIA as the most stable gene. BestKeeper analysis showed crossing point SD value for all the genes in the acceptable range that is closer to 1. Overall, the study identified a panel of stable ICGs for reliable normalization of target genes expression data in mice liver tissues during BCM7/9 peptides trial.
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Affiliation(s)
- Anurag Kumar
- Animal Biotechnology Centre, National Dairy Research Institute, Karnal, Haryana, India
| | - Monika Sodhi
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Manishi Mukesh
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Amandeep Kaur
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Gaurav Bhakri
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Vipul Chaudhary
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Preeti Swami
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Vishal Sharma
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Ashok Kumar Mohanty
- Animal Biotechnology Centre, National Dairy Research Institute, Karnal, Haryana, India
| | - Ranjit S Kataria
- Animal Biotechnology Division, National Bureau of Animal Genetic Resources, Karnal, Haryana, India
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Selection of species specific panel of reference genes in peripheral blood mononuclear cells of native livestock species adapted to trans-Himalayan region of Leh-Ladakh. Sci Rep 2022; 12:18473. [PMID: 36323741 PMCID: PMC9630269 DOI: 10.1038/s41598-022-22588-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 10/17/2022] [Indexed: 01/06/2023] Open
Abstract
The identification of appropriate references genes is an integral component of any gene expression-based study for getting accuracy and reliability in data interpretation. In this study, we evaluated the expression stability of 10 candidate reference genes (GAPDH, RPL4, EEF1A1, RPS9, HPRT1, UXT, RPS23, B2M, RPS15, ACTB) in peripheral blood mononuclear cells of livestock species that are adapted to high altitude hypoxia conditions of Leh-Ladakh. A total of 37 PBMCs samples from six native livestock species of Leh-Ladakh region such as Ladakhi cattle, Ladakhi yak, Ladakhi donkey, Chanthangi goat, Double hump cattle and Zanskar ponies were included in this study. The commonly used statistical algorithms such as geNorm, Normfinder, BestKeeper and RefFinder were employed to assess the stability of these RGs in all the livestock species. Our study has identified different panel of reference genes in each species; for example, EEF1A1, RPL4 in Ladakhi cattle; GAPDH, RPS9, ACTB in Ladakhi yak; HPRT1, B2M, ACTB in Ladakhi donkey; HPRT1, B2M, ACTB in Double hump camel, RPS9, HPRT1 in Changthangi goat, HPRT1 and ACTB in Zanskar ponies. To the best of our knowledge, this is the first systematic attempt to identify panel of RGs across different livestock species types adapted to high altitude hypoxia conditions. In future, the findings of the present study would be quite helpful in conducting any transcriptional studies to understand the molecular basis of high altitude adaptation of native livestock population of Leh-Ladakh.
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Wang H, Hao W, Yang L, Yan P, Wei S. Preconditioning with procyanidin B2 protects MAC-T cells against heat exposure-induced mitochondrial dysfunction and inflammation. Mol Immunol 2022; 147:126-135. [DOI: 10.1016/j.molimm.2022.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 04/29/2022] [Accepted: 05/02/2022] [Indexed: 11/25/2022]
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Verma P, Sharma A, Sodhi M, Tiwari M, Vivek P, Kataria RS, Nirajan SK, Bharti VK, Singh P, Lathwal SS, Sharma V, Masharing N, Mukesh M. Identification of Internal Reference Genes in Peripheral Blood Mononuclear Cells of Cattle Populations Adapted to Hot Arid Normoxia and Cold Arid Hypoxia Environments. Front Genet 2022; 12:730599. [PMID: 35178065 PMCID: PMC8846307 DOI: 10.3389/fgene.2021.730599] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Accepted: 12/03/2021] [Indexed: 11/13/2022] Open
Abstract
To estimate gene expression in a reliable manner, quantitative real-time polymerase chain reaction data require normalisation using a panel of stably expressed reference genes (RGs). To date, information on an appropriate panel of RGs in cattle populations reared at cold arid high-altitude hypoxia and hot arid tropical normoxia environments is not available. Therefore, the present study was carried out to identify a panel of stably expressed RGs from 10 candidate genes (GAPDH, RPL4, EEF1A1, RPS9, HPRT1, UXT, HMBS, B2M, RPS15, and ACTB) in peripheral blood mononuclear cells (PBMCs) of cattle populations reared at cold arid high-altitude hypoxia and hot arid normoxia environments. Four different statistical algorithms: geNorm, NormFinder, BestKeeper, and RefFinder were used to assess the stability of these genes. A total of 30 blood samples were collected: six adult heifers each of Ladakhi (LAC) and Holstein Frisian crosses (HFX) and 4 Jersey (JYC) cows from cold arid high-altitude hypoxia environments (group I) and five adult heifers each of Sahiwal (SAC), Karan Fries (KFC), and Holstein Friesian (HFC) cows from hot arid normoxia environments (group II). Combined analysis of group I and group II resulted in identification of a panel of RGs like RPS9, RPS15, and GAPDH that could act as a useful resource to unravel the accurate transcriptional profile of PBMCs from diverse cattle populations adapted to distinct altitudes.
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Affiliation(s)
- Preeti Verma
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Ankita Sharma
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Monika Sodhi
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Manish Tiwari
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India.,Animal Biotechnology Center, ICAR-National Dairy Research Institute, Karnal, India
| | - Prince Vivek
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Ranjit S Kataria
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - S K Nirajan
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Vijay K Bharti
- DRDO-Defense Institute of High-altitude Research, Leh, India
| | - Pawan Singh
- Animal Biotechnology Center, ICAR-National Dairy Research Institute, Karnal, India.,Department of Livestock Production Management, ICAR-National Dairy Research Institute, Karnal, India
| | - S S Lathwal
- Animal Biotechnology Center, ICAR-National Dairy Research Institute, Karnal, India.,Department of Livestock Production Management, ICAR-National Dairy Research Institute, Karnal, India
| | - Vishal Sharma
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
| | - Nampher Masharing
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India.,Animal Biotechnology Center, ICAR-National Dairy Research Institute, Karnal, India
| | - Manishi Mukesh
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal, India
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Shandilya U, Sharma A, Sodhi M, Mukesh M. Heat stress modulates differential response in skin fibroblast cells of native cattle (Bos indicus) and riverine buffaloes (Bubalus bubalis). Biosci Rep 2020; 40:BSR20191544. [PMID: 31994693 PMCID: PMC7012655 DOI: 10.1042/bsr20191544] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Revised: 12/23/2019] [Accepted: 01/07/2020] [Indexed: 01/08/2023] Open
Abstract
Heat stress in hot climates is a major cause that negatively affects dairy animals, leading to substantial economic loss. The present study was aimed to analyze the effect of heat stress on cellular and molecular levels in dermal fibroblast of cattle and buffaloes. Primary fibroblast culture was established using ear pinna tissue samples of cattle (Bos indicus) and riverine buffaloes (Bubalus Bubalis). The cells were exposed to thermal stress at 42°C for 1 h and subsequently allowed to recover and harvest at 37°C at different time points (0, 2, 4, 8, 16, and 24 h) along with control samples. Different cellular parameters viz., apoptosis, proliferation, mitochondrial membrane potential (ΔΨm), oxidative stress, along with expression pattern of heat responsive genes and miRNAs were determined. Cell viability and proliferation rate of heat-stressed fibroblasts decreased significantly (P < 0.05) albeit to a different extent in both species. The cell cytotoxicity, apoptosis, production of reactive oxygen species, and ΔΨm increased more significantly (P < 0.01) in heat stressed fibroblasts of buffalo than cattle. The pattern of heat shock proteins, inflammation/immune genes, and heat responsive miRNA showed differences in induction of their expression level in buffalo and native cattle fibroblasts. Conclusively, finding indicates that heat stress induces more profound impact on buffalo fibroblasts than native cattle fibroblasts. The differential response of cellular parameters, HSP genes, and miRNA expression could be due to better adaptive capacity of skin fibroblast of Bos indicus cattle in comparison with riverine buffaloes.
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Affiliation(s)
- Umesh K. Shandilya
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal 132001, Haryana, India
| | - Ankita Sharma
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal 132001, Haryana, India
| | - Monika Sodhi
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal 132001, Haryana, India
| | - Manishi Mukesh
- Animal Biotechnology Division, ICAR-National Bureau of Animal Genetic Resources, Karnal 132001, Haryana, India
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Sharma A, Shandilya UK, Sodhi M, Jatav P, Mohanty A, Jain P, Verma P, Kataria RS, Kumari P, Mukesh M. Milk-derived mammary epithelial cells as non-invasive source to define stage-specific abundance of milk protein and fat synthesis transcripts in native Sahiwal cows and Murrah buffaloes. 3 Biotech 2019; 9:106. [PMID: 30863690 DOI: 10.1007/s13205-019-1642-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2018] [Accepted: 02/20/2019] [Indexed: 01/28/2023] Open
Abstract
The molecular physiology of milk production of two important dairy species; Sahiwal cows (Bos indicus) and Murrah buffaloes (Bubalus bubalis) are not fully understood due to constraints in obtaining mammary tissue samples because of sacred and ethical reasons. The present study suggests the use of milk-derived mammary epithelial cells (MECs) as a non-invasive method to understand molecular aspects of lactation biology in dairy animals. A total of 76 MECs were collected from five different lactation periods viz. colostrum (0-2), early (5-20), peak (30-50), mid (90-140) and late lactation (> 215 days) stages from Sahiwal cows and Murrah buffaloes to study the transcription kinetics of milk protein, fat synthesis, and their regulatory genes. Significant changes were observed in milk composition of both dairy species with lactation stages. High mRNA abundance of all milk protein and fat synthesis genes was observed in MECs of Murrah buffaloes as compared to Sahiwal cows. The mRNA abundance of caseins (CSN1S1, CSN1S2, CSN2, and CSN3) and whey protein (LALBA, LF) were higher in early lactation stage. Similarly, the expression of milk fat synthesis genes (SCD, BTN1A1, ACACA, GPAM, FAPB3, FASN) was also high in early lactation stage. The relative abundance of 4 regulatory genes (JAK2, STAT5, SREBF1 and EIF4BP41) remained high during early lactation indicating their regulatory roles in lactogenesis process. Overall, results suggested a significant effect of lactation stages on milk composition and transcription abundance of milk protein and fat synthesis genes. The present study establishes the fact that milk-derived MECs could be utilized as a valuable source to understand mammary gland functioning of native cows and buffaloes.
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Jatav PK, Sharma A, Dahiya DK, Khan A, Agarwal A, Kothari SL, Kachhwaha S. Identification of suitable internal control genes for transcriptional studies in Eleusine coracana under different abiotic stress conditions. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2018; 24:793-807. [PMID: 30150855 PMCID: PMC6103957 DOI: 10.1007/s12298-018-0544-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Revised: 03/14/2018] [Accepted: 05/02/2018] [Indexed: 06/08/2023]
Abstract
Finger millet [Eleusine coracana (L.) Gaertn] is an excellent food and forage crop of arid and semiarid areas in Africa and Asia. It is well adapted to drought, heat, high salinity, poor soil fertility and low pH with an efficient C4 carbon fixation mechanism for high yield potential. To normalize the target gene expression data, the identification of suitable reference genes is essential. Ten candidate reference genes were selected and their expression stability was analyzed in various samples treated with different abiotic stress conditions. Five different statistical algorithms: geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder were used to determine the stability of these genes. Our results revealed GAPDH, EEF1a, ACT and CYC as highly stable reference genes and PP2A and eIF4A as least stable reference genes across all the samples and suggesting that these genes could be used for accurate transcript normalization under abiotic stress. To the best of our knowledge, this is the first report on identification of suitable reference genes for accurate transcript normalization using qRT-PCR in finger millet under abiotic stress.
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Affiliation(s)
- Pradeep K. Jatav
- Department of Botany, University of Rajasthan, Jaipur, 302004 India
| | - Ankita Sharma
- National Bureau of Animal Genetic Resources, Karnal, Haryana 132001 India
| | - Dinesh K. Dahiya
- Post Graduate Institute of Veterinary Education and Research, Jaipur, 302020 India
| | - Arif Khan
- Post Graduate Institute of Veterinary Education and Research, Jaipur, 302020 India
| | - Atika Agarwal
- Department of Botany, University of Rajasthan, Jaipur, 302004 India
| | - S. L. Kothari
- Amity Institute of Biotechnology, Amity University Rajasthan, Jaipur, 302006 India
| | - Sumita Kachhwaha
- Department of Botany, University of Rajasthan, Jaipur, 302004 India
- Bioinformatics Infrastructure Facility, University of Rajasthan, Jaipur, 302004 India
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Kaur R, Sodhi M, Sharma A, Sharma VL, Verma P, Swami SK, Kumari P, Mukesh M. Selection of suitable reference genes for normalization of quantitative RT-PCR (RT-qPCR) expression data across twelve tissues of riverine buffaloes (Bubalus bubalis). PLoS One 2018; 13:e0191558. [PMID: 29509770 PMCID: PMC5839537 DOI: 10.1371/journal.pone.0191558] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Accepted: 01/08/2018] [Indexed: 12/14/2022] Open
Abstract
Selection of reference genes has become an integral step in any real time quantitative PCR (RT-qPCR) based expression studies. The importance of this study stems from the fact that riverine buffaloes are major dairy species of Indian sub-continent and the information generated here will be of great interest to the investigators engaged in functional genomic studies of this important livestock species. In this study, an effort was made to evaluate a panel of 10 candidate reference genes (glyceraldehyde 3-phosphate dehydrogenase (GAPDH), beta- actin (ACTB), ubiquitously expressed transcript (UXT), ribosomal protein S15 (RPS15), ribosomal protein L-4 (RPL4), ribosomal protein S9 (RPS9), ribosomal protein S23 (RPS23), hydroxymethylbilane synthase (HMBS), β2 Microglobulin (β2M) and eukaryotic translation elongation factor 1 alpha 1 (EEF1A1) across 12 tissues (mammary gland, kidney, spleen, liver, heart, intestine, ovary, lung, muscle, brain, subcutaneous fat and testis) of riverine buffaloes. In addition to overall analysis, tissue wise evaluation of expression stability of individual RG was also performed. Three different algorithms provided in geNorm, NormFinder and BestKeeper softwares were used to evaluate the stability of 10 potential reference genes from different functional classes. The M-value given by geNorm ranged from 0.9797 (RPS9 and UXT) to 1.7362 (RPS15). From the most stable to the least stable, genes were ranked as: UXT/RPS9> RPL4> RPS23> EEF1A1> ACTB> HMBS> GAPDH> B2M> RPS15. While NormFinder analysis ranked the genes as: UXT> RPS23> RPL4> RPS9> EEF1A1> HMBS> ACTB> β2M> GAPDH> RPS15. Based on the crossing point SD value and range of fold change expression, BestKeeper analysis ranked the genes as: RPS9> RPS23/UXT> RPL4> GAPDH> EEF1A1> ACTB> HMBS> β2M> RPS15. Overall the study has identified RPS23, RPS9, RPL4 and UXT genes to be the most stable and appropriate RGs that could be utilized for normalization of transcriptional data in various tissues of buffaloes. This manuscript thus provide useful information on panel of reference genes that could be helpful for researchers conducting functional genomic studies in riverine buffaloes.
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Affiliation(s)
- Ramneek Kaur
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
- Department of Zoology, Panjab University, Chandigarh, India
| | - Monika Sodhi
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Ankita Sharma
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | | | - Preeti Verma
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Shelesh Kumar Swami
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Parvesh Kumari
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
| | - Manishi Mukesh
- Department of Animal Biotechnology, ICAR-National Bureau of Animal Genetic Resources, Karnal, Haryana, India
- * E-mail: ,
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Kaur R, Sharma A, Sodhi M, Swami SK, Sharma VL, Kumari P, Verma P, Mukesh M. 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 2018. [DOI: 10.1016/j.genrep.2017.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Osteopontin gene polymorphism association with milk traits and its expression analysis in milk of riverine buffalo. Trop Anim Health Prod 2017; 50:275-281. [PMID: 28963597 DOI: 10.1007/s11250-017-1426-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2016] [Accepted: 09/20/2017] [Indexed: 01/28/2023]
Abstract
Osteopontin gene is regarded as a plausible candidate in mammary gland differentiation and development, expressed by variety of cells, tissues, and biological fluids including milk. The current study was performed in two phases. In the first phase, Osteopontin gene polymorphisms were identified and associated with milk composition such as ash, milk fat, SNF, lactose, and protein. In the second phase, milk samples from five healthy mastitis-free Nili Ravi buffaloes were analyzed for expression of Osteopontin gene at transition (day 15), mid (day 90), and end (day 250) stage of their second lactation. Briefly, blood samples were collected from Nili Ravi buffalo to isolate the genomic DNA, specific primers were designed for PCR amplification. The amplified PCR products were sequenced bi-directionally. Six polymorphisms were identified in the coding region and four in the intronic region of the gene. The results showed that SNP g.38329758 T > C causing substitution of valine to alanine (V127A) was associated with high milk protein. For mRNA expression analysis, somatic cells were separated from milk samples for RNA isolation. Analysis of differential gene expression data has permitted us to illustrate the expression pattern of osteopontin gene in lactating buffalo. The Osteopontin gene was found to be transcribed among all three lactation stages, but expression was observed with the highest value (fold change) in peak lactation and remained elevated till the end of lactation. Identified gene marker may be helpful for the prediction of superior animal for selection. The presented study also gave an insight into the genetic screening and lactation biology of riverine buffalo, offering direction for future research in lactating buffalo.
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