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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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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. |
format | Online Article Text |
id | pubmed-7671341 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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