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PXD063217-1

PXD063217 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitleXL-MSDigger: A Computational Pipeline for In-Depth Data Analysis and Mining of Cross-Linking Mass Spectrometry
DescriptionCross-linked mass spectrometry (XL-MS) plays an increasing role in the study of protein structure and protein-protein interactions, but the development of its data analysis methods is currently lagging that of conventional proteomics, especially in terms of artificial intelligence-based analysis and data-independent acquisition (DIA) methods. Here, we constructed Deep4D-XL, a deep learning tool capable of accurately predicting crosslinked peptide 4D information. Using Deep4D-XL as the core, we developed XL-MSDigger, a deep-learning-based pipeline for comprehensive data analysis of crosslinked mass spectrometry, which can realize deep analysis of cross-linked mass spectrometry DDA and DIA data. In the DDA data analysis of Hela crosslinked samples, we improved the identification of inter-protein crosslinked peptides by 62% through the rescoring method of XL-MSDigger. In DIA analysis, we realized the first FDR evaluation of DIA XL-MS and DIA XL-MS analysis based on predicted spectral libraries. In the analysis of heat shock protein PPI networks, DIA XL-MS based on predicted spectral libraries exhibited higher identification coverage than the DDA method. We anticipate that XL-MSDigger will play a pivotal role in advancing future XL-MS research.
HostingRepositoryiProX
AnnounceDate2025-04-23
AnnouncementXMLSubmission_2026-01-25_16:34:38.113.xml
DigitalObjectIdentifier
ReviewLevelPeer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportUnsupported dataset by repository
PrimarySubmitterMoran Chen
SpeciesList scientific name: Homo sapiens; NCBI TaxID: 9606;
ModificationListNo PTMs are included in the dataset
InstrumenttimsTOF Pro
Dataset History
RevisionDatetimeStatusChangeLog Entry
02025-04-22 21:51:28ID requested
12026-01-25 16:34:38announced
Publication List
Dataset with its publication pending
Keyword List
submitter keyword: XL-MS, Deep learning, DDA, DIA
Contact List
Suming Chen
contact affiliationThe Institute for Advanced Studies, Wuhan University
contact emailchensm@iccas.ac.cn
lab head
Moran Chen
contact affiliationThe Institute for Advanced Studies, Wuhan University
contact email1019524103@qq.com
dataset submitter
Full Dataset Link List
iProX dataset URI