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PXD071237-1

PXD071237 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitleMulti-phase hybrid metabolomics framework identifies clinically applicable plasma signatures for early detection of gastric cancer
DescriptionPlasma metabolomics offers significant potential for non-invasive biomarker discovery in gastric cancer (GC), yet conventional analytical workflows face challenges in absolute quantification and biological interpretability, hindering clinical translation. We present an innovative multi-phase hybrid framework integrating untargeted metabolomics with relative- and absolute-quantitative targeted metabolomics, coupled with a custom interpretability-driven algorithm for de novo biomarker identification. Metabolic profiling was performed using 1,706 plasma samples from multicenter cohorts. The relative-quantitation phase identified 84 key metabolites significantly enriched in caffeine metabolism and primary bile acid biosynthesis pathways. By applying the custom algorithm to absolute quantitation data, we established a 12-metabolite panel covering multiple functional metabolic modules. Machine learning-based diagnostic models using this signature achieved an area under the curve of 0.951 in validation cohort. Together, our study provides a robust and interpretable framework for translational metabolomics and establishes a GC detection biomarker panel, laying the foundation for future mechanistic research and clinical application.
HostingRepositoryiProX
AnnounceDate2025-11-24
AnnouncementXMLSubmission_2026-04-19_17:09:23.887.xml
DigitalObjectIdentifier
ReviewLevelPeer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportUnsupported dataset by repository
PrimarySubmitterLiyi Bai
SpeciesList scientific name: Homo sapiens; NCBI TaxID: 9606;
ModificationListNo PTMs are included in the dataset
InstrumentQTRAP 6500+
Dataset History
RevisionDatetimeStatusChangeLog Entry
02025-11-25 18:09:09ID requested
12026-04-19 17:09:24announced
22026-06-03 01:56:42announced2026-06-03: Add info
Publication List
Dataset with its publication pending
Keyword List
submitter keyword: plasma, metabolomic, noninvasive, biomarker, gastric cancer
Contact List
Min Li
contact affiliationBeijing Friendship Hospital, Capital Medical University
contact emailminli@ccmu.edu.cn
lab head
Liyi Bai
contact affiliationBeijing Friendship Hospital, Capital Medical University
contact emailbaily@ccmu.edu.cn
dataset submitter
Full Dataset Link List
iProX dataset URI