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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...

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Autores principales: Munkácsy, Gyöngyi, Herman, Péter, Győrffy, Balázs
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
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.
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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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