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PXD057814

PXD057814 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitlePlasma proteomics for novel biomarker discovery in childhood tuberculosis
DescriptionFailure to rapidly diagnose tuberculosis disease (TB) and initiate treatment is a driving factor of TB as a leading cause of death in children. Current TB diagnostic assays have poor performance in children, and identifying novel non-sputum-based TB biomarkers to improve pediatric TB diagnosis is a global priority. We sought to develop a plasma biosignature for TB by probing the plasma proteome of 511 children stratified by TB diagnostic classification and HIV status from sites in four low- and middle-income countries, using high-throughput data-independent acquisition mass-spectrometry (DIA-PASEF-MS). We identified 47 proteins differentially regulated between children with microbiologically confirmed TB from children with non-TB lower respiratory tract infection (Unlikely TB). We further employed machine learning to derive three parsimonious biosignatures encompassing 4, 5, or 6 proteins that achieved AUCs of 0.86-0.88 all of which exceeded the minimum WHO target product profile accuracy thresholds (70% specificity at 90% sensitivity, PPV 0.65-0.74, NPV 0.92-0.95) for a TB screening test.
HostingRepositoryMassIVE
AnnounceDate2025-06-05
AnnouncementXMLSubmission_2025-06-05_17:47:43.950.xml
DigitalObjectIdentifier
ReviewLevelNon peer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportUnsupported dataset by repository
PrimarySubmitterJustin M McKetney
SpeciesList scientific name: Homo sapiens; common name: human; NCBI TaxID: 9606;
ModificationListAcetyl; Pyro-carbamidomethyl; Glu->pyro-Glu; Gln->pyro-Glu; Carbamidomethyl; Oxidation
InstrumenttimsTOF Pro
Dataset History
RevisionDatetimeStatusChangeLog Entry
02024-11-12 17:22:56ID requested
12025-06-05 17:47:44announced
Publication List
no publication
Keyword List
submitter keyword: Plasma, Mycobacterium tuberculosis, Proteomics, HIV, Biomarkers, DatasetType:Proteomics
Contact List
Danielle Swaney
contact affiliationUCSF
contact emaildanielle.swaney@gladstone.ucsf.edu
lab head
Justin M McKetney
contact affiliationUCSF
contact emailjustinmcketney@gmail.com
dataset submitter
Full Dataset Link List
MassIVE dataset URI
Dataset FTP location
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