PXD019221
PXD019221 is an original dataset announced via ProteomeXchange.
Dataset Summary
Title | Proteomic and Metabolomic Characterization of COVID-19 Patient Sera |
Description | Early detection and effective treatment of severe COVID-19 patients remain major challenges. Here, we performed proteomic and metabolomic profiling of sera from 46 COVID-19 and 53 control individuals. We then trained a machine learning model using proteomic and metabolomic measurements from a training cohort of 18 non-severe and 13 severe patients. The model was validated using ten independent patients, seven of which were correctly classified. Targeted proteomics and metabolomics assays were employed to further validate this molecular classifier in a second test cohort of 19 new COVID-19 patients, leading to 16 correct assignments. We identified molecular changes in the sera of COVID-19 patients compared to other groups implicating dysregulation of macrophage, platelet degranulation and complement system pathways, and massive metabolic suppression. This study revealed characteristic protein and metabolite changes in the sera of severe COVID-19 patients, which might be used in selection of potential blood biomarkers for severity evaluation. |
HostingRepository | iProX |
AnnounceDate | 2020-05-15 |
AnnouncementXML | Submission_2020-08-04_19:50:37.xml |
DigitalObjectIdentifier | |
ReviewLevel | Peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Unsupported dataset by repository |
PrimarySubmitter | Tiannan Guo |
SpeciesList | scientific name: Homo sapiens; NCBI TaxID: 9606; |
ModificationList | No PTMs are included in the dataset |
Instrument | Q Exactive HF |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
---|---|---|---|
0 | 2020-05-15 08:05:55 | ID requested | |
1 | 2020-05-16 04:46:49 | announced | |
⏵ 2 | 2020-08-04 19:50:37 | announced | 2020-08-05: Update publication information |
Publication List
Shen B, Yi X, Sun Y, Bi X, Du J, Zhang C, Quan S, Zhang F, Sun R, Qian L, Ge W, Liu W, Liang S, Chen H, Zhang Y, Li J, Xu J, He Z, Chen B, Wang J, Yan H, Zheng Y, Wang D, Zhu J, Kong Z, Kang Z, Liang X, Ding X, Ruan G, Xiang N, Cai X, Gao H, Li L, Li S, Xiao Q, Lu T, Zhu Y, Liu H, Chen H, Guo T, Proteomic and Metabolomic Characterization of COVID-19 Patient Sera. Cell, 182(1):59-72.e15(2020) [pubmed] |
Keyword List
submitter keyword: COVID-19, Proteomics, Metabolomics, Severity |
Contact List
Tiannan Guo | |
---|---|
contact affiliation | Westlake University |
contact email | guotiannan@westlake.edu.cn |
lab head | |
Tiannan Guo | |
contact affiliation | Westlake University |
contact email | guotiannan@westlake.edu.cn |
dataset submitter |
Full Dataset Link List
iProX dataset URI |