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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Nature Portfolio
2021
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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) |
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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 |
work_keys_str_mv |
AT ronghuilou deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration AT weizhenliu deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration AT rongjieli deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration AT shanshanli deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration AT xuminghe deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration AT wenqingshui deepphosphoacceleratesdiaphosphoproteomeprofilingthroughinsilicolibrarygeneration |
_version_ |
1718418890451582976 |