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Global variability analysis of mRNA and protein concentrations across and within human tissues

Genes and proteins show variable expression patterns throughout the human body. However, it is not clear whether relative differences in mRNA concentrations are retained on the protein level. Furthermore, inter-individual protein concentration variability within single tissue types has not been comp...

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Autores principales: Wegler, Christine, Ölander, Magnus, Wiśniewski, Jacek R, Lundquist, Patrik, Zettl, Katharina, Åsberg, Anders, Hjelmesæth, Jøran, Andersson, Tommy B, Artursson, Per
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7671341/
https://www.ncbi.nlm.nih.gov/pubmed/33575562
http://dx.doi.org/10.1093/nargab/lqz010
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author Wegler, Christine
Ölander, Magnus
Wiśniewski, Jacek R
Lundquist, Patrik
Zettl, Katharina
Åsberg, Anders
Hjelmesæth, Jøran
Andersson, Tommy B
Artursson, Per
author_facet Wegler, Christine
Ölander, Magnus
Wiśniewski, Jacek R
Lundquist, Patrik
Zettl, Katharina
Åsberg, Anders
Hjelmesæth, Jøran
Andersson, Tommy B
Artursson, Per
author_sort Wegler, Christine
collection PubMed
description Genes and proteins show variable expression patterns throughout the human body. However, it is not clear whether relative differences in mRNA concentrations are retained on the protein level. Furthermore, inter-individual protein concentration variability within single tissue types has not been comprehensively explored. Here, we used the Gini index for in-depth concentration variability analysis of publicly available transcriptomics and proteomics data, and of an in-house proteomics dataset of human liver and jejunum from 38 donors. We found that the transfer of concentration variability from mRNA to protein is limited, that established ‘reference genes’ for data normalization vary markedly at the protein level, that protein concentrations cover a wide variability spectrum within single tissue types, and that concentration variability analysis can be a convenient starting point for identifying disease-associated proteins and novel biomarkers. Our results emphasize the importance of considering individual concentration levels, as opposed to population averages, for personalized systems biology analysis.
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spelling pubmed-76713412021-02-10 Global variability analysis of mRNA and protein concentrations across and within human tissues Wegler, Christine Ölander, Magnus Wiśniewski, Jacek R Lundquist, Patrik Zettl, Katharina Åsberg, Anders Hjelmesæth, Jøran Andersson, Tommy B Artursson, Per NAR Genom Bioinform Standard Article Genes and proteins show variable expression patterns throughout the human body. However, it is not clear whether relative differences in mRNA concentrations are retained on the protein level. Furthermore, inter-individual protein concentration variability within single tissue types has not been comprehensively explored. Here, we used the Gini index for in-depth concentration variability analysis of publicly available transcriptomics and proteomics data, and of an in-house proteomics dataset of human liver and jejunum from 38 donors. We found that the transfer of concentration variability from mRNA to protein is limited, that established ‘reference genes’ for data normalization vary markedly at the protein level, that protein concentrations cover a wide variability spectrum within single tissue types, and that concentration variability analysis can be a convenient starting point for identifying disease-associated proteins and novel biomarkers. Our results emphasize the importance of considering individual concentration levels, as opposed to population averages, for personalized systems biology analysis. Oxford University Press 2019-10-30 /pmc/articles/PMC7671341/ /pubmed/33575562 http://dx.doi.org/10.1093/nargab/lqz010 Text en © The Author(s) 2019. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Standard Article
Wegler, Christine
Ölander, Magnus
Wiśniewski, Jacek R
Lundquist, Patrik
Zettl, Katharina
Åsberg, Anders
Hjelmesæth, Jøran
Andersson, Tommy B
Artursson, Per
Global variability analysis of mRNA and protein concentrations across and within human tissues
title Global variability analysis of mRNA and protein concentrations across and within human tissues
title_full Global variability analysis of mRNA and protein concentrations across and within human tissues
title_fullStr Global variability analysis of mRNA and protein concentrations across and within human tissues
title_full_unstemmed Global variability analysis of mRNA and protein concentrations across and within human tissues
title_short Global variability analysis of mRNA and protein concentrations across and within human tissues
title_sort global variability analysis of mrna and protein concentrations across and within human tissues
topic Standard Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7671341/
https://www.ncbi.nlm.nih.gov/pubmed/33575562
http://dx.doi.org/10.1093/nargab/lqz010
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