PXD057692 is an
original dataset announced via ProteomeXchange.
Dataset Summary
Title | Proteomic analysis of plasma and duodenal tissue in patients with celiac disease: identification of potential diagnostic noninvasive biomarkers |
Description | The pathogenesis of celiac disease (CeD) remains incompletely understood. Traditional diagnostic techniques for CeD include serological testing and endoscopic examination; however, they have limitations. Therefore, there is a need to identify novel noninvasive biomarkers for CeD diagnosis. We analyzed duodenal and plasma samples from CeD patients by four-dimensional data-dependent acquisition (4D-DIA) proteomics. Differentially expressed proteins (DEPs) were identified for functional analysis and to propose blood biomarkers associated with CeD diagnosis. In duodenal and plasma samples, respectively, 897 and 140 DEPs were identified. Combining weighted gene co-expression network analysis(WGCNA) with the DEPs, five key proteins were identified across three machine learning methods. FGL2 and TXNDC5 were significantly elevated in the CeD group, while CHGA expression showed an increasing trend, but without statistical significance. The receiver operating characteristic curve results indicated an area under the curve (AUC) of 0.7711 for FGL2 and 0.6978 for TXNDC5, with a combined AUC of 0.8944. Exploratory analysis using Mfuzz and three machine learning methods identified four plasma proteins potentially associated with CeD pathological grading (Marsh classification): FABP, CPOX, BHMT, and PPP2CB. We conclude that FGL2 and TXNDC5 deserve exploration as potential sensitive, noninvasive diagnostic biomarkers for CeD. |
HostingRepository | PRIDE |
AnnounceDate | 2024-11-15 |
AnnouncementXML | Submission_2024-11-15_09:17:59.123.xml |
DigitalObjectIdentifier | |
ReviewLevel | Peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Unsupported dataset by repository |
PrimarySubmitter | Feng Gao |
SpeciesList | scientific name: Homo sapiens (Human); NCBI TaxID: 9606; |
ModificationList | No PTMs are included in the dataset |
Instrument | Orbitrap Exploris 480 |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
0 | 2024-11-08 21:28:56 | ID requested | |
⏵ 1 | 2024-11-15 09:17:59 | announced | |
2 | 2024-12-03 06:50:37 | announced | 2024-12-03: Updated project metadata. |
Publication List
Dataset with its publication pending |
Keyword List
submitter keyword: celiac disease |
4D-DIA proteomics |
machine learning |
WGCNA |
Marsh classification |
biomarker |
Contact List
Feng Gao |
contact affiliation | Department of Gastroenterology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, Xinjiang Uygur Autonomous Region, China |
contact email | xjgf@sina.com |
lab head | |
Feng Gao |
contact affiliation | Department of Gastroenterology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, Xinjiang Uygur Autonomous Region, China |
contact email | xjgf@sina.com |
dataset submitter | |
Full Dataset Link List
Dataset FTP location
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PRIDE project URI |
Repository Record List
[ + ]
[ - ]
- PRIDE
- PXD057692
- Label: PRIDE project
- Name: Proteomic analysis of plasma and duodenal tissue in patients with celiac disease: identification of potential diagnostic noninvasive biomarkers