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Deep representation features from DreamDIAXMBD improve the analysis of data-independent acquisition proteomics

Gao et al. report DreamDIAXMBD, a deep learning-based tool, that can extract and score chromatogram features, improving the performance of peptide-centric DIA data analysis. In contrast to the existing tools, DreamDIAXMBD demonstrates higher numbers of precursor identifications and accurate quantifi...

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Autors principals: Mingxuan Gao, Wenxian Yang, Chenxin Li, Yuqing Chang, Yachen Liu, Qingzu He, Chuan-Qi Zhong, Jianwei Shuai, Rongshan Yu, Jiahuai Han
Format: Artigo
Idioma:Inglês
Publicat: Nature Portfolio 2021-10-01
Col·lecció:Communications Biology
Accés en línia:https://doi.org/10.1038/s42003-021-02726-6
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