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Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles

Large-scale studies of human proteomes have revealed only a moderate correlation between mRNA and protein abundances. It is unclear to what extent this moderate correlation reflects post-transcriptional regulation and to what extent it reflects measurement error. Here, by analyzing replicate profile...

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Detalles Bibliográficos
Autores principales: Upadhya, Swathi Ramachandra, Ryan, Colm J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9499981/
https://www.ncbi.nlm.nih.gov/pubmed/36160043
http://dx.doi.org/10.1016/j.crmeth.2022.100288
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author Upadhya, Swathi Ramachandra
Ryan, Colm J.
author_facet Upadhya, Swathi Ramachandra
Ryan, Colm J.
author_sort Upadhya, Swathi Ramachandra
collection PubMed
description Large-scale studies of human proteomes have revealed only a moderate correlation between mRNA and protein abundances. It is unclear to what extent this moderate correlation reflects post-transcriptional regulation and to what extent it reflects measurement error. Here, by analyzing replicate profiles of tumors and cell lines, we show that there is considerable variation in the reproducibility of measurements of transcripts and proteins from individual genes. Proteins with more reproducible measurements tend to have a higher mRNA-protein correlation, suggesting that measurement reproducibility accounts for a substantial fraction of the unexplained variation between mRNA and protein abundances. The reproducibility of individual proteins is somewhat consistent across studies, and we exploit this to develop an aggregate reproducibility score that explains a substantial amount of the variation in mRNA-protein correlations across multiple studies. Finally, we show that pathways previously reported to have a higher-than-average mRNA-protein correlation may simply contain members that can be more reproducibly quantified.
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spelling pubmed-94999812022-09-24 Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles Upadhya, Swathi Ramachandra Ryan, Colm J. Cell Rep Methods Resource Large-scale studies of human proteomes have revealed only a moderate correlation between mRNA and protein abundances. It is unclear to what extent this moderate correlation reflects post-transcriptional regulation and to what extent it reflects measurement error. Here, by analyzing replicate profiles of tumors and cell lines, we show that there is considerable variation in the reproducibility of measurements of transcripts and proteins from individual genes. Proteins with more reproducible measurements tend to have a higher mRNA-protein correlation, suggesting that measurement reproducibility accounts for a substantial fraction of the unexplained variation between mRNA and protein abundances. The reproducibility of individual proteins is somewhat consistent across studies, and we exploit this to develop an aggregate reproducibility score that explains a substantial amount of the variation in mRNA-protein correlations across multiple studies. Finally, we show that pathways previously reported to have a higher-than-average mRNA-protein correlation may simply contain members that can be more reproducibly quantified. Elsevier 2022-09-08 /pmc/articles/PMC9499981/ /pubmed/36160043 http://dx.doi.org/10.1016/j.crmeth.2022.100288 Text en © 2022 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Resource
Upadhya, Swathi Ramachandra
Ryan, Colm J.
Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title_full Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title_fullStr Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title_full_unstemmed Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title_short Experimental reproducibility limits the correlation between mRNA and protein abundances in tumor proteomic profiles
title_sort experimental reproducibility limits the correlation between mrna and protein abundances in tumor proteomic profiles
topic Resource
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9499981/
https://www.ncbi.nlm.nih.gov/pubmed/36160043
http://dx.doi.org/10.1016/j.crmeth.2022.100288
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