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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...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
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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. |
format | Online Article Text |
id | pubmed-7100915 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
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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