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Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39%
Although numerous studies containing induced gene expression have already been published, independent authentication of their results has not yet been performed. Here, we utilized available transcriptomic data to validate the achieved efficiency in overexpression studies. Microarray data of experime...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344512/ https://www.ncbi.nlm.nih.gov/pubmed/30674897 http://dx.doi.org/10.1038/s41598-018-36122-8 |
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author | Munkácsy, Gyöngyi Herman, Péter Győrffy, Balázs |
author_facet | Munkácsy, Gyöngyi Herman, Péter Győrffy, Balázs |
author_sort | Munkácsy, Gyöngyi |
collection | PubMed |
description | Although numerous studies containing induced gene expression have already been published, independent authentication of their results has not yet been performed. Here, we utilized available transcriptomic data to validate the achieved efficiency in overexpression studies. Microarray data of experiments containing cell lines with induced overexpression in one or more genes were analyzed. All together 342 studies were processed, these include 242 different genes overexpressed in 184 cell lines. The final database includes 4,755 treatment-control sample pairs. Successful gene induction (fold change induction over 1.44) was validated in 39.3% of all genes at p < 0.05. Number of repetitions within a study (p < 0.0001) and type of used vector (p = 0.023) had significant impact on successful overexpression efficacy. In summary, over 60% of studies failed to deliver a reproducible overexpression. To achieve higher efficiency, robust and strict study design with multi-level quality control will be necessary. |
format | Online Article Text |
id | pubmed-6344512 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-63445122019-01-28 Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% Munkácsy, Gyöngyi Herman, Péter Győrffy, Balázs Sci Rep Article Although numerous studies containing induced gene expression have already been published, independent authentication of their results has not yet been performed. Here, we utilized available transcriptomic data to validate the achieved efficiency in overexpression studies. Microarray data of experiments containing cell lines with induced overexpression in one or more genes were analyzed. All together 342 studies were processed, these include 242 different genes overexpressed in 184 cell lines. The final database includes 4,755 treatment-control sample pairs. Successful gene induction (fold change induction over 1.44) was validated in 39.3% of all genes at p < 0.05. Number of repetitions within a study (p < 0.0001) and type of used vector (p = 0.023) had significant impact on successful overexpression efficacy. In summary, over 60% of studies failed to deliver a reproducible overexpression. To achieve higher efficiency, robust and strict study design with multi-level quality control will be necessary. Nature Publishing Group UK 2019-01-23 /pmc/articles/PMC6344512/ /pubmed/30674897 http://dx.doi.org/10.1038/s41598-018-36122-8 Text en © The Author(s) 2019 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Munkácsy, Gyöngyi Herman, Péter Győrffy, Balázs Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title | Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title_full | Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title_fullStr | Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title_full_unstemmed | Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title_short | Independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
title_sort | independent validation of induced overexpression efficiency across 242 experiments shows a success rate of 39% |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344512/ https://www.ncbi.nlm.nih.gov/pubmed/30674897 http://dx.doi.org/10.1038/s41598-018-36122-8 |
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