PXD047823 is an
original dataset announced via ProteomeXchange.
Dataset Summary
Title | Discrimination of etiologically different cholestasis by modeling proteomics datasets |
Description | Cholestasis is characterized by disrupted bile flow from the liver to the small intestine. Although etiologically different cholestasis display similar symptoms, diverse factors can contribute to the progression of the disease and determines the appropriate therapeutic option. Therefore, stratifying cholestatic patients is essential for the development of tailor-made treatment strategies. Here, we have analyzed the liver proteome from cholestatic patients of different etiology. 7,161 proteins were identified and quantified, of which 263 were differentially expressed between control and cholestasis groups. These differential proteins point to deregulated cellular processes that explain part of the molecular framework of cholestasis progression. However, the clustering of different cholestasis types was limited. Therefore, a machine learning pipeline was designed to identify a panel of 20 differential proteins that segregate different cholestasis groups with high accuracy and sensitivity. In summary, proteomics combined with machine learning algorithms provides valuable insights into the molecular mechanisms of cholestasis progression and a panel of proteins to discriminate across different types of cholestasis. This strategy may prove useful to develop precision medicine approaches for patient care. |
HostingRepository | PRIDE |
AnnounceDate | 2024-05-22 |
AnnouncementXML | Submission_2024-05-22_02:38:58.531.xml |
DigitalObjectIdentifier | https://dx.doi.org/10.6019/PXD047823 |
ReviewLevel | Peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Supported dataset by repository |
PrimarySubmitter | Laura Guerrero |
SpeciesList | scientific name: Homo sapiens (Human); NCBI TaxID: 9606; |
ModificationList | iodoacetamide derivatized residue |
Instrument | Orbitrap Exploris 240 |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
0 | 2023-12-14 04:00:31 | ID requested | |
⏵ 1 | 2024-05-22 02:38:59 | announced | |
Publication List
10.6019/PXD047823; |
10.3390/ijms25073684; |
Guerrero L, Vindel-Alfageme J, Hierro L, Stark L, Vicent D, Sorzano C Ó S, Corrales FJ, Discrimination of Etiologically Different Cholestasis by Modeling Proteomics Datasets. Int J Mol Sci, 25(7):(2024) [pubmed] |
Keyword List
submitter keyword: Human, liver, cholestasis |
Contact List
Fernando Corrales |
contact affiliation | CNB-CSIC |
contact email | fcorrales@cnb.csic.es |
lab head | |
Laura Guerrero |
contact affiliation | CNB-CSIC |
contact email | lguerrero@cnb.csic.es |
dataset submitter | |
Full Dataset Link List
Dataset FTP location
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PRIDE project URI |
Repository Record List
[ + ]
[ - ]
- PRIDE
- PXD047823
- Label: PRIDE project
- Name: Discrimination of etiologically different cholestasis by modeling proteomics datasets