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The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma
In RT-qPCR, accuracy requires multiple levels of standardization, but results could be obfuscated by human errors and technical limitations. Data normalization against suitable reference genes is critical, yet their observed expression can be confounded by pseudogenes. Eight reference genes were sel...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7592052/ https://www.ncbi.nlm.nih.gov/pubmed/33110161 http://dx.doi.org/10.1038/s41598-020-75495-7 |
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author | Javadirad, Seyed-Morteza Mokhtari, Mohammad Esfandiarpour, Ghazal Kolahdouzan, Mohsen |
author_facet | Javadirad, Seyed-Morteza Mokhtari, Mohammad Esfandiarpour, Ghazal Kolahdouzan, Mohsen |
author_sort | Javadirad, Seyed-Morteza |
collection | PubMed |
description | In RT-qPCR, accuracy requires multiple levels of standardization, but results could be obfuscated by human errors and technical limitations. Data normalization against suitable reference genes is critical, yet their observed expression can be confounded by pseudogenes. Eight reference genes were selected based on literature review and analysis of papillary thyroid carcinoma (PTC) microarray data. RNA extraction and cDNA synthesis were followed by RT-qPCR amplification in triplicate with exon-junction or intron-spanning primers. Several statistical analyses were applied using Microsoft Excel, NormFinder, and BestKeeper. In normal tissues, the least correlation of variation (CqCV%) and the lowest maximum fold change (MFC) were respectively recorded for PYCR1 and SYMPK. In PTC tissues, SYMPK had the lowest CqCV% (5.16%) and MFC (1.17). According to NormFinder, the best reference combination was SYMPK and ACTB (stability value = 0.209). BestKeeper suggested SYMPK as the best reference in both normal (r = 0.969) and PTC tissues (r = 0.958). SYMPK is suggested as the best reference gene for overcoming the pseudogene problem in RT-qPCR data normalization, with a stability value of 0.319. |
format | Online Article Text |
id | pubmed-7592052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-75920522020-10-29 The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma Javadirad, Seyed-Morteza Mokhtari, Mohammad Esfandiarpour, Ghazal Kolahdouzan, Mohsen Sci Rep Article In RT-qPCR, accuracy requires multiple levels of standardization, but results could be obfuscated by human errors and technical limitations. Data normalization against suitable reference genes is critical, yet their observed expression can be confounded by pseudogenes. Eight reference genes were selected based on literature review and analysis of papillary thyroid carcinoma (PTC) microarray data. RNA extraction and cDNA synthesis were followed by RT-qPCR amplification in triplicate with exon-junction or intron-spanning primers. Several statistical analyses were applied using Microsoft Excel, NormFinder, and BestKeeper. In normal tissues, the least correlation of variation (CqCV%) and the lowest maximum fold change (MFC) were respectively recorded for PYCR1 and SYMPK. In PTC tissues, SYMPK had the lowest CqCV% (5.16%) and MFC (1.17). According to NormFinder, the best reference combination was SYMPK and ACTB (stability value = 0.209). BestKeeper suggested SYMPK as the best reference in both normal (r = 0.969) and PTC tissues (r = 0.958). SYMPK is suggested as the best reference gene for overcoming the pseudogene problem in RT-qPCR data normalization, with a stability value of 0.319. Nature Publishing Group UK 2020-10-27 /pmc/articles/PMC7592052/ /pubmed/33110161 http://dx.doi.org/10.1038/s41598-020-75495-7 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Javadirad, Seyed-Morteza Mokhtari, Mohammad Esfandiarpour, Ghazal Kolahdouzan, Mohsen The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title | The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title_full | The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title_fullStr | The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title_full_unstemmed | The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title_short | The pseudogene problem and RT-qPCR data normalization; SYMPK: a suitable reference gene for papillary thyroid carcinoma |
title_sort | pseudogene problem and rt-qpcr data normalization; sympk: a suitable reference gene for papillary thyroid carcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7592052/ https://www.ncbi.nlm.nih.gov/pubmed/33110161 http://dx.doi.org/10.1038/s41598-020-75495-7 |
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