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PXD072559-1

PXD072559 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitleAI-powered Deep Visual Proteomics unmasks critical molecular transitions in pancreatic cancer precursors
DescriptionPancreatic ductal adenocarcinoma (PDAC) evolves through precursors, yet the protein programs that govern early progression remain poorly defined. We applied Deep Visual Proteomics - computational pathology, laser microdissection, and mass spectrometry (MS) - to profile normal ducts, acinar-to-ductal metaplasia (ADM), low- and high-grade pancreatic intraepithelial neoplasia (PanIN), and invasive carcinoma from organ donors and patients with PDAC. Quantifying 9,181 proteins from ~100 cells per region, we uncovered a molecular field effect in histologically normal ducts and showed that low-grade PanINs diverge by cancer context. Four programs - stress adaptation, immune engagement, metabolic reprogramming, and mitochondrial remodeling - emerged early and intensified with progression. High-grade PanINs exhibited distinct metabolic signatures preceding invasion. Notably, mass spectrometry detected KRAS hotspot mutant peptides directly within PanINs and ADM, providing protein-level evidence of oncogenic alteration in precursor lesions. These findings demonstrate that molecular reprogramming precedes histological transformation, creating opportunities for earlier detection of this lethal cancer.
HostingRepositoryPRIDE
AnnounceDate2026-04-01
AnnouncementXMLSubmission_2026-03-31_23:31:16.224.xml
DigitalObjectIdentifier
ReviewLevelPeer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportUnsupported dataset by repository
PrimarySubmitterLisa Schweizer
SpeciesList scientific name: Homo sapiens (Human); NCBI TaxID: NEWT:9606;
ModificationListNo PTMs are included in the dataset
InstrumentOrbitrap Astral
Dataset History
RevisionDatetimeStatusChangeLog Entry
02025-12-31 09:12:34ID requested
12026-03-31 23:31:16announced
Publication List
Dataset with its publication pending
Keyword List
submitter keyword: Deep Visual Proteomics, laser microdissection, pathology foundation models, mass spectrometry, artificial intelligence, precursor, spatial, tumor, Pancreatic ductal adenocarcinoma
Contact List
Andreas Mund
contact affiliationOmicVision Biosciences ApS
contact emailamund@omicvision.com
lab head
Lisa Schweizer
contact affiliationOmicVision Biosciences ApS
contact emailadmin@omicvision.com
dataset submitter
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Dataset FTP location
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