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The functional landscape of the human phosphoproteome

Protein phosphorylation is a key post-translational modification regulating protein function in almost all cellular processes. Although tens of thousands of phosphorylation sites have been identified in human cells, approaches to determine the functional importance of each phosphosite are lacking. H...

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Autores principales: Ochoa, David, Jarnuczak, Andrew F., Viéitez, Cristina, Gehre, Maja, Soucheray, Margaret, Mateus, André, Kleefeldt, Askar A., Hill, Anthony, Garcia-Alonso, Luz, Stein, Frank, Krogan, Nevan J., Savitski, Mikhail M., Swaney, Danielle L., Vizcaíno, Juan A., Noh, Kyung-Min, Beltrao, Pedro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7100915/
https://www.ncbi.nlm.nih.gov/pubmed/31819260
http://dx.doi.org/10.1038/s41587-019-0344-3
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author Ochoa, David
Jarnuczak, Andrew F.
Viéitez, Cristina
Gehre, Maja
Soucheray, Margaret
Mateus, André
Kleefeldt, Askar A.
Hill, Anthony
Garcia-Alonso, Luz
Stein, Frank
Krogan, Nevan J.
Savitski, Mikhail M.
Swaney, Danielle L.
Vizcaíno, Juan A.
Noh, Kyung-Min
Beltrao, Pedro
author_facet Ochoa, David
Jarnuczak, Andrew F.
Viéitez, Cristina
Gehre, Maja
Soucheray, Margaret
Mateus, André
Kleefeldt, Askar A.
Hill, Anthony
Garcia-Alonso, Luz
Stein, Frank
Krogan, Nevan J.
Savitski, Mikhail M.
Swaney, Danielle L.
Vizcaíno, Juan A.
Noh, Kyung-Min
Beltrao, Pedro
author_sort Ochoa, David
collection PubMed
description Protein phosphorylation is a key post-translational modification regulating protein function in almost all cellular processes. Although tens of thousands of phosphorylation sites have been identified in human cells, approaches to determine the functional importance of each phosphosite are lacking. Here, we manually curated 112 datasets of phospho-enriched proteins generated from 104 different human cell types or tissues. We reanalyzed the 6,801 proteomics experiments that passed our quality control criteria, creating a reference phosphoproteome containing 119,809 human phosphosites. To prioritize functional sites, we used machine learning to identify 59 features indicative of proteomic, structural, regulatory or evolutionary relevance and integrate them into a single functional score. Our approach identifies regulatory phosphosites across different molecular mechanisms, processes and diseases, and reveals genetic susceptibilities at a genomic scale. Several novel regulatory phosphosites were experimentally validated, including a role in neuronal differentiation for phosphosites in SMARCC2, a member of the SWI/SNF chromatin remodeling complex.
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spelling pubmed-71009152020-06-09 The functional landscape of the human phosphoproteome Ochoa, David Jarnuczak, Andrew F. Viéitez, Cristina Gehre, Maja Soucheray, Margaret Mateus, André Kleefeldt, Askar A. Hill, Anthony Garcia-Alonso, Luz Stein, Frank Krogan, Nevan J. Savitski, Mikhail M. Swaney, Danielle L. Vizcaíno, Juan A. Noh, Kyung-Min Beltrao, Pedro Nat Biotechnol Article Protein phosphorylation is a key post-translational modification regulating protein function in almost all cellular processes. Although tens of thousands of phosphorylation sites have been identified in human cells, approaches to determine the functional importance of each phosphosite are lacking. Here, we manually curated 112 datasets of phospho-enriched proteins generated from 104 different human cell types or tissues. We reanalyzed the 6,801 proteomics experiments that passed our quality control criteria, creating a reference phosphoproteome containing 119,809 human phosphosites. To prioritize functional sites, we used machine learning to identify 59 features indicative of proteomic, structural, regulatory or evolutionary relevance and integrate them into a single functional score. Our approach identifies regulatory phosphosites across different molecular mechanisms, processes and diseases, and reveals genetic susceptibilities at a genomic scale. Several novel regulatory phosphosites were experimentally validated, including a role in neuronal differentiation for phosphosites in SMARCC2, a member of the SWI/SNF chromatin remodeling complex. 2019-12-09 2020-03 /pmc/articles/PMC7100915/ /pubmed/31819260 http://dx.doi.org/10.1038/s41587-019-0344-3 Text en http://www.nature.com/authors/editorial_policies/license.html#terms Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Ochoa, David
Jarnuczak, Andrew F.
Viéitez, Cristina
Gehre, Maja
Soucheray, Margaret
Mateus, André
Kleefeldt, Askar A.
Hill, Anthony
Garcia-Alonso, Luz
Stein, Frank
Krogan, Nevan J.
Savitski, Mikhail M.
Swaney, Danielle L.
Vizcaíno, Juan A.
Noh, Kyung-Min
Beltrao, Pedro
The functional landscape of the human phosphoproteome
title The functional landscape of the human phosphoproteome
title_full The functional landscape of the human phosphoproteome
title_fullStr The functional landscape of the human phosphoproteome
title_full_unstemmed The functional landscape of the human phosphoproteome
title_short The functional landscape of the human phosphoproteome
title_sort functional landscape of the human phosphoproteome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7100915/
https://www.ncbi.nlm.nih.gov/pubmed/31819260
http://dx.doi.org/10.1038/s41587-019-0344-3
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