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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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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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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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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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Choudhary R, Kumar S, Singh SV, Sharma AK, Goud TS, Srivastava AK, Kumar A, Mohanty AK, Upadhyay RC. Validation of putative reference genes for gene expression studies in heat stressed and α-MSH treated melanocyte cells of Bos indicus using real-time quantitative PCR. Mol Cell Probes 2016; 30:161-7. [PMID: 26971673 DOI: 10.1016/j.mcp.2016.03.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2015] [Revised: 03/07/2016] [Accepted: 03/07/2016] [Indexed: 01/23/2023]
Abstract
Normalization of cellular mRNA data using internal reference gene (IRG) is an essential step in expression analysis studies. MIQE guidelines ensure that the choice and appropriateness of IRG should be validated for particular tissues or cell types and specific experimental designs. The objective of the present study was to assess 15 IRGs from different functional classes that could serve as best IRGs for Bos indicus (Tharparkar cattle) melanocyte cells under heat stress and hormonal treatment. We implemented the use of geNorm, NormFinder and BestKeeper algorithm to measure the stability of the gene transcript. A total of 15 IRGs (ACTB, BZM, EEF1, GAPDH, GTP, HMBS, HPRT, RPL22, RPL4, RPS15, RPS18, RPS23, RPS9, UBC and UXT) from different functional classes were evaluated. Pair wise comparisons using geNorm revealed that HPRT and RPS23 were the most stable combination of IRGs with M-value of 0.29 followed by UXT (0.30) and RPL4 (0.31). The NormFinder analysis also identified the same set of stably expressed genes (UXT, RPL4, RPS23 and HPRT); however, the rank order was little different. The UXT gene showed lowest crossing point SD and CV values of 0.30 and 1.17, respectively indicating its maximum expression stability through BestKeeper analysis. The present study indicated that, ACTB and HMB were not reliable IRGs for melanocytes cells on account of their lower expression stability. Current study further revealed that UXT, HPRT and RPS23 are the best IRGs for normalization of qPCR data in Bos indicus melanocyte cells under heat stress and hormonal treatment.
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Affiliation(s)
- Renuka Choudhary
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India; Department of Biotechnology, Maharishi Markandeshwar University, Mullana 133207, Haryana, India.
| | - Sudarshan Kumar
- Animal Biotechnology Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Sohan V Singh
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Anil K Sharma
- Department of Biotechnology, Maharishi Markandeshwar University, Mullana 133207, Haryana, India.
| | - Talla Sridhar Goud
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Amrendra K Srivastava
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Anil Kumar
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Ashok K Mohanty
- Animal Biotechnology Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
| | - Ramesh C Upadhyay
- Climate Resilient Livestock Research Centre, National Dairy Research Institute, Karnal 132001, Haryana, India.
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Jatav P, Sodhi M, Sharma A, Mann S, Kishore A, Shandilya UK, Mohanty AK, Kataria RS, Yadav P, Verma P, Kumar S, Malakar D, Mukesh M. Identification of internal control genes in milk-derived mammary epithelial cells during lactation cycle of Indian zebu cow. Anim Sci J 2016; 87:344-53. [DOI: 10.1111/asj.12384] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2014] [Accepted: 12/11/2014] [Indexed: 12/29/2022]
Affiliation(s)
- Pradeep Jatav
- National Bureau of Animal Genetic Resources; Haryana India
| | - Monika Sodhi
- National Bureau of Animal Genetic Resources; Haryana India
| | - Ankita Sharma
- National Bureau of Animal Genetic Resources; Haryana India
| | - Sandeep Mann
- National Bureau of Animal Genetic Resources; Haryana India
| | - Amit Kishore
- National Bureau of Animal Genetic Resources; Haryana India
| | | | | | | | - Poonam Yadav
- National Bureau of Animal Genetic Resources; Haryana India
| | - Preeti Verma
- National Bureau of Animal Genetic Resources; Haryana India
| | | | | | - Manishi Mukesh
- National Bureau of Animal Genetic Resources; Haryana India
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Ferreira AM, Tuominen I, van Dijk-Bos K, Sanjabi B, van der Sluis T, van der Zee AG, Hollema H, Zazula M, Sijmons RH, Aaltonen LA, Westers H, Hofstra RMW. High frequency of RPL22 mutations in microsatellite-unstable colorectal and endometrial tumors. Hum Mutat 2015; 35:1442-5. [PMID: 25196364 DOI: 10.1002/humu.22686] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2014] [Accepted: 08/27/2014] [Indexed: 12/15/2022]
Abstract
Ribosomal Protein L22 (RPL22) encodes a protein that is a component of the 60S subunit of the ribosome. Variants in this gene have recently been linked to cancer development. Mutations in an A8 repeat in exon 2 were found in a recent study in 52% of microsatellite-unstable endometrial tumors. These tumors are particularly prone to mutations in repeats due to mismatch repair deficiency. We screened this coding repeat in our collection of microsatellite-unstable endometrial tumors (EC) and colorectal tumors (CRC). We found 50% mutation frequency for EC and 77% mutation frequency for CRC. These results confirm the previous study on the involvement of RPL22 in EC and, more importantly, reports for the first time such high mutation frequency in this gene in colorectal cancer. Furthermore, considering the high mutation frequency found, our data point toward an important role for RPL22 in microsatellite instability carcinogenesis.
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Affiliation(s)
- Ana M Ferreira
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, 9700, RB, The Netherlands
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Aggarwal J, Sharma A, Kishore A, Mishra BP, Yadav A, Mohanty A, Sodhi M, Kataria RS, Malakar D, Mukesh M. Identification of suitable housekeeping genes for normalization of quantitative real-time PCR data during different physiological stages of mammary gland in riverine buffaloes (Bubalus bubalis
). J Anim Physiol Anim Nutr (Berl) 2013; 97:1132-41. [DOI: 10.1111/jpn.12027] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2012] [Accepted: 11/19/2012] [Indexed: 01/12/2023]
Affiliation(s)
- J. Aggarwal
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - A. Sharma
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - A. Kishore
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - B. P. Mishra
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - A. Yadav
- Department of Biotechnology; Kurukshetra University; Kurukshetra Haryana India
| | - A. Mohanty
- Animal Biotechnology Center, National Dairy Research Institute; Karnal Haryana India
| | - M. Sodhi
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - R. S. Kataria
- National Bureau of Animal Genetic Resources; Karnal Haryana India
| | - D. Malakar
- Animal Biotechnology Center, National Dairy Research Institute; Karnal Haryana India
| | - M. Mukesh
- National Bureau of Animal Genetic Resources; Karnal Haryana India
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Kapila N, Kishore A, Sodhi M, Sharma A, Kumar P, Mohanty AK, Jerath T, Mukesh M. Identification of Appropriate Reference Genes for qRT-PCR Analysis of Heat-Stressed Mammary Epithelial Cells in Riverine Buffaloes (Bubalus bubalis). ISRN BIOTECHNOLOGY 2013; 2013:735053. [PMID: 25937980 PMCID: PMC4393032 DOI: 10.5402/2013/735053] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2012] [Accepted: 11/23/2012] [Indexed: 12/17/2022]
Abstract
Gene expression studies require appropriate normalization methods for proper evaluation of reference genes. To date, not many studies have been reported on the identification of suitable reference genes in buffaloes. The present study was undertaken to determine the panel of suitable reference genes in heat-stressed buffalo mammary epithelial cells (MECs). Briefly, MEC culture from buffalo mammary gland was exposed to 42 °C for one hour and subsequently allowed to recover at 37 °C for different time intervals (from 30 m to 48 h). Three different algorithms, geNorm, NormFinder, and BestKeeper softwares, were used to evaluate the stability of 16 potential reference genes from different functional classes. Our data identified RPL4, EEF1A1, and RPS23 genes to be the most appropriate reference genes that could be utilized for normalization of qPCR data in heat-stressed buffalo MECs.
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Affiliation(s)
- Neha Kapila
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India ; Biotechnology Division, Singhania University, Jhunjhnu, Rajasthan 333515, India
| | - Amit Kishore
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India
| | - Monika Sodhi
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India
| | - Ankita Sharma
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India
| | - Pawan Kumar
- Biotechnology Division, Singhania University, Jhunjhnu, Rajasthan 333515, India
| | - A K Mohanty
- Animal Biotechnology Centre, National Dairy Research Institute, Karnal, Haryana 132001, India
| | - Tanushri Jerath
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India
| | - M Mukesh
- DNA Fingerprinting Unit, National Bureau of Animal Genetic Resources, Karnal, Haryana 132001, India
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