DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation

The coverage and throughput of data-independent acquisition (DIA)-based phosphoproteomics is limited by its dependence on experimental spectral libraries. Here the authors develop a DIA workflow based on in silico spectral libraries generated by a novel deep neural network to expand phosphoproteome...

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Autores principales: Ronghui Lou, Weizhen Liu, Rongjie Li, Shanshan Li, Xuming He, Wenqing Shui
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/70e7e24906674cd4a67e2516deeb2150
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spelling oai:doaj.org-article:70e7e24906674cd4a67e2516deeb21502021-11-21T12:34:18ZDeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation10.1038/s41467-021-26979-12041-1723https://doaj.org/article/70e7e24906674cd4a67e2516deeb21502021-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-26979-1https://doaj.org/toc/2041-1723The coverage and throughput of data-independent acquisition (DIA)-based phosphoproteomics is limited by its dependence on experimental spectral libraries. Here the authors develop a DIA workflow based on in silico spectral libraries generated by a novel deep neural network to expand phosphoproteome coverage.Ronghui LouWeizhen LiuRongjie LiShanshan LiXuming HeWenqing ShuiNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-15 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Ronghui Lou
Weizhen Liu
Rongjie Li
Shanshan Li
Xuming He
Wenqing Shui
DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
description The coverage and throughput of data-independent acquisition (DIA)-based phosphoproteomics is limited by its dependence on experimental spectral libraries. Here the authors develop a DIA workflow based on in silico spectral libraries generated by a novel deep neural network to expand phosphoproteome coverage.
format article
author Ronghui Lou
Weizhen Liu
Rongjie Li
Shanshan Li
Xuming He
Wenqing Shui
author_facet Ronghui Lou
Weizhen Liu
Rongjie Li
Shanshan Li
Xuming He
Wenqing Shui
author_sort Ronghui Lou
title DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
title_short DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
title_full DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
title_fullStr DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
title_full_unstemmed DeepPhospho accelerates DIA phosphoproteome profiling through in silico library generation
title_sort deepphospho accelerates dia phosphoproteome profiling through in silico library generation
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/70e7e24906674cd4a67e2516deeb2150
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AT weizhenliu deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration
AT rongjieli deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration
AT shanshanli deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration
AT xuminghe deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration
AT wenqingshui deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration
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