Volume 5, Issue 4 ( Journal of Clinical and Basic Research (JCBR) 2021)                   jcbr 2021, 5(4): 31-43 | Back to browse issues page


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Ramezani M, Javan B, Jafari M H, Banisadr A, pourafshar M, Raeissadati S S, et al . In Silico Identification of Housekeeping Genes by Expressed Sequence Tags and Assessment of Short Tandem Repeats in Their Promoters. jcbr 2021; 5 (4) :31-43
URL: http://jcbr.goums.ac.ir/article-1-335-en.html
1- Student Research Committee, Golestan University of Medical Sciences, Gorgan, Iran /Department of Medical Genetics, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
2- Medical Cellular and Molecular Research Center, Golestan University of Medical Sciences, Gorgan, Iran
3- Department of Medical Biotechnology, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.
4- Student Research Committee, Golestan University of Medical Sciences, Gorgan, Iran /Department of Medical Biotechnology, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran/Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran
5- Student Research Committee, Golestan University of Medical Sciences, Gorgan, Iran /Department of Medical Biotechnology, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran.
6- Deputy Of Research and Technology, Golestan University of Medical Sciences, Gorgan, Iran
7- Department of Medical Genetics, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran/Ischemic Disorders Research Center, Golestan University of Medical Sciences, Gorgan, Iran / Gorgan Congenital Malformations Research Center, Golestan University of Medical Sciences, Gorgan, Iran , oladnabidozin@yahoo.com
Abstract:   (2630 Views)
Background and objectives: In gene expression studies, to validate and obtain reliable results, normalization of qRT-PCR data by housekeeping genes (HKGs) is required. However, the expression level of these genes may vary in tissues or cells and may change under certain circumstances. Thus, selection of HKGs is critical for gene expression studies. For this purpose, we analyzed expression of protein-coding genes by expressed sequence tags (ESTs) and short tandem repeat (STR) to select suitable HKGs.
Methods: The EST profile of 17242 protein-coding genes was extracted from the UniGene database. Log2 (TPM + 2) scale was used to normalize EST counts across 16 normal and tumor tissues. Selection of HKGs was limited to genes expressed in developmental stages as well as  in normal and tumor tissues. Then, the genes with no expression change between the normal and tumor tissues were selected. Finally, the STRs and the gene ontology analysis of candidate genes were performed.
Results: We found that 93 genes had no expression change between the normal and tumor tissues. The STRs analysis showed that GCGCGC repeats had the highest frequency in candidate gene promoters.
Conclusion:  We introduced a new set of genes as potential HKGs, some of which can be used for a particular tissue. However, further investigations are required to confirm our findings.  
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Article Type: Research | Subject: Genetics

References
1. Gachon C, Mingam A, Charrier B. Real-time PCR: what relevance to plant studies?. Journal of experimental botany. 2004 Jul 1;55(402):1445-54. [View at Publisher] [DOI] [PMID] [Google Scholar]
2. Saviozzi S, Cordero F, Iacono ML, Novello S, Giorgio SV, Calogero RA. Selection of suitable reference genes for accurate normalization of gene expression profile studies in non-small cell lung cancer. BMC cancer. 2006 Dec;6(1):1-0. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
3. Casadei R, Pelleri MC, Vitale L, Facchin F, Lenzi L, Canaider S, Strippoli P, Frabetti F. Identification of housekeeping genes suitable for gene expression analysis in the zebrafish. Gene Expression Patterns. 2011 Mar 1;11(3-4):271-6. [View at Publisher] [DOI] [PMID] [Google Scholar]
4. Eisenberg E, Levanon EY. Human housekeeping genes, revisited. TRENDS in Genetics. 2013 Oct 1;29(10):569-74. [View at Publisher] [DOI] [PMID] [Google Scholar]
5. Kozera B, Rapacz M. Reference genes in real-time PCR. Journal of applied genetics. 2013 Nov;54(4):391-406. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
6. Mathur D. Selection of suitable housekeeping genes for expression analysis in glioblastoma using quantitative RT-PCR. Annals of neurosciences. 2014 Apr;21(2):62. [DOI] [PMID] [PMCID] [Google Scholar]
7. Ersahin T, Carkacioglu L, Can T, Konu O, Atalay V, Cetin-Atalay R. Identification of novel reference genes based on MeSH categories. PLoS One. 2014;9(3). [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
8. Lin J, Redies C. Histological evidence: housekeeping genes beta-actin and GAPDH are of limited value for normalization of gene expression. Development genes and evolution. 2012 Nov;222(6):369-76. [View at Publisher] [DOI] [PMID] [Google Scholar]
9. Ewing RM, Kahla AB, Poirot O, Lopez F, Audic S, Claverie JM. Large-scale statistical analyses of rice ESTs reveal correlated patterns of gene expression. Genome research. 1999 Oct 1;9(10):950-9. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
10. Funari VA, Voevodski K, Leyfer D, Yerkes L, Cramer D, Tolan DR. Quantitative gene expression profiles in real time from expressed sequence tag databases. Gene Expr. 2010;14(6):321-36. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
11. Bagshaw AT. Functional mechanisms of microsatellite DNA in eukaryotic genomes. Genome biology and evolution. 2017 Sep;9(9):2428-43. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
12. Gemayel R, Vinces MD, Legendre M, Verstrepen KJ. Variable tandem repeats accelerate evolution of coding and regulatory sequences. Annual review of genetics. 2010 Dec 1;44:445-77. [View at Publisher] [DOI] [PMID] [Google Scholar]
13. Bolton KA, Ross JP, Grice DM, Bowden NA, Holliday EG, Avery-Kiejda KA, Scott RJ. STaRRRT: a table of short tandem repeats in regulatory regions of the human genome. BMC genomics. 2013 Dec;14(1):1-6. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
14. Gymrek M, Willems T, Guilmatre A, Zeng H, Markus B, Georgiev S, Daly MJ, Price AL, Pritchard JK, Sharp AJ, Erlich Y. Abundant contribution of short tandem repeats to gene expression variation in humans. Nature genetics. 2016 Jan;48(1):22-9. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
15. Fotsing SF, Margoliash J, Wang C, Saini S, Yanicky R, Shleizer-Burko S, Goren A, Gymrek M. The impact of short tandem repeat variation on gene expression. Nature genetics. 2019 Nov;51(11):1652-9. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
16. Milnthorpe AT, Soloviev M. The use of EST expression matrixes for the quality control of gene expression data. PLoS One. 2012 Mar 8;7(3):e32966. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
17. Waxman S, Wurmbach E. De-regulation of common housekeeping genes in hepatocellular carcinoma. BMC genomics. 2007 Dec;8(1):1-9. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
18. Aithal MG, Rajeswari N. Validation of housekeeping genes for gene expression analysis in glioblastoma using quantitative real-time polymerase chain reaction. Brain tumor research and treatment. 2015 Apr 1;3(1):24-9. [View at Publisher] [DOI] [PMID] [PMCID] [Google Scholar]
19. Gymrek M. A genomic view of short tandem repeats. Current opinion in genetics & development. 2017 Jun 1;44:9-16. [View at Publisher] [DOI] [PMID] [Google Scholar]
20. Valipour E, Kowsari A, Bayat H, Banan M, Kazeminasab S, Mohammadparast S, Ohadi M. Polymorphic core promoter GA-repeats alter gene expression of the early embryonic developmental genes. Gene. 2013 Dec 1;531(2):175-9. [View at Publisher] [DOI] [PMID] [Google Scholar]
21. Darvish H, Nabi MO, Firouzabadi SG, Karimlou M, Heidari A, Najmabadi H, Ohadi M. Exceptional human core promoter nucleotide compositions. Gene. 2011 Apr 15;475(2):79-86. [View at Publisher] [DOI] [PMID] [Google Scholar]

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