Identification of Blood Biomarkers in Ischemic Stroke by Integrated Analysis of Metabolomics and Proteomics
We aimed to uncover the pathological mechanism of ischemic stroke (IS) using a combined analysis of untargeted metabolomics and proteomics. The serum samples from a discovery set of 44 IS patients and 44 matched controls were analyzed using a specific detection method. The same method was then used to validate metabolites and proteins in the two validation sets: one with 30 IS patients and 30 matched controls, and the other with 50 IS patients and 50 matched controls. A total of 105 and 221 differentially expressed metabolites or proteins were identified, and the association between the two omics was determined in the discovery set. Enrichment analysis of the top 25 metabolites and 25 proteins in the two-way orthogonal partial least-squares with discriminant analysis, which was employed to identify highly correlated biomarkers, highlighted 15 pathways relevant to the pathological process. One metabolite and seven proteins exhibited differences between groups in the validation set. The binary logistic regression model, which included metabolite 2-hydroxyhippuric acid and proteins APOM_O95445, MASP2_O00187, and PRTN3_D6CHE9, achieved an area under the curve of 0.985 (95% CI: 0.966-1) in the discovery set. This study elucidated alterations and potential coregulatory influences of metabolites and proteins in the blood of IS patients.
Authors
- Weinv Fan
- Ruijie Zhang (ORCID: https://orcid.org/0000-0003-0778-3194)
- Liyuan Pu (ORCID: https://orcid.org/0000-0002-2874-4613)
- Liyuan Han (ORCID: https://orcid.org/0000-0002-3329-3212)
- Huiqun Yang
- Xiaoyu Dai (ORCID: https://orcid.org/0000-0003-3630-6039)
- Jingjing Zeng (ORCID: https://orcid.org/0009-0003-6692-0440)
- Tian Zhao (ORCID: https://orcid.org/0000-0003-4725-4932)
- Jie Liang (ORCID: https://orcid.org/0000-0003-3443-0191)
- Han Wang (ORCID: https://orcid.org/0009-0002-3986-9697)
Institutions
- Ningbo No. 2 Hospital (CN)
- University of Chinese Academy of Sciences (CN)
Publication Details
- Journal
- Journal of Proteome Research
- Published
- 2024-08-21
- DOI
- https://doi.org/10.1021/acs.jproteome.4c00394
- Citations
- 1
- Primary Topic
- Metabolomics and Mass Spectrometry Studies
- Type
- article
- Field-Weighted Citation Impact
- 0.23
Funders
- National Natural Science Foundation of China
- Natural Science Foundation of Guangdong Province
- University of Chinese Academy of Sciences
- Medical Scientific Research Foundation of Zhejiang Province, China
- Natural Science Foundation of Ningbo
- Shenzhen Science and Technology Innovation Program