{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,16]],"date-time":"2026-09-16T18:40:15Z","timestamp":1789584015879,"version":"build-2803163510"},"reference-count":57,"publisher":"MDPI AG","issue":"14","license":[{"start":{"date-parts":[[2024,7,10]],"date-time":"2024-07-10T00:00:00Z","timestamp":1720569600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Natural Science Foundation of China","award":["81960240"],"award-info":[{"award-number":["81960240"]}]},{"name":"National Natural Science Foundation of China","award":["81560215"],"award-info":[{"award-number":["81560215"]}]},{"name":"National Natural Science Foundation of China","award":["202001AY070001-001"],"award-info":[{"award-number":["202001AY070001-001"]}]},{"name":"National Natural Science Foundation of China","award":["202101AY070001-073"],"award-info":[{"award-number":["202101AY070001-073"]}]},{"name":"Yunnan Provincial Science and Technology Department\u2014Kunming Medical University joint projects","award":["81960240"],"award-info":[{"award-number":["81960240"]}]},{"name":"Yunnan Provincial Science and Technology Department\u2014Kunming Medical University joint projects","award":["81560215"],"award-info":[{"award-number":["81560215"]}]},{"name":"Yunnan Provincial Science and Technology Department\u2014Kunming Medical University joint projects","award":["202001AY070001-001"],"award-info":[{"award-number":["202001AY070001-001"]}]},{"name":"Yunnan Provincial Science and Technology Department\u2014Kunming Medical University joint projects","award":["202101AY070001-073"],"award-info":[{"award-number":["202101AY070001-073"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJMS"],"abstract":"<jats:p>Multiple sclerosis (MS) is a chronic disease characterized by inflammation and neurodegeneration of the central nervous system. Despite the significant role of oxidative stress in the pathogenesis of MS, its precise molecular mechanisms remain unclear. This study utilized microarray datasets from the GEO database to analyze differentially expressed oxidative-stress-related genes (DE-OSRGs), identifying 101 DE-OSRGs. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses indicate that these genes are primarily involved in oxidative stress and immune responses. Through protein\u2013protein interaction (PPI) network, LASSO regression, and logistic regression analyses, four genes (MMP9, NFKBIA, NFKB1, and SRC) were identified as being closely related to MS. A diagnostic prediction model based on logistic regression demonstrated good predictive power, as shown by the nomogram curve index and DAC results. An immune-cell infiltration analysis using CIBERSORT revealed significant correlations between these genes and immune cell subpopulations. Abnormal oxidative stress and upregulated expression of key genes were observed in the blood and brain tissues of EAE mice. A molecular docking analysis suggested strong binding potentials between the proteins of these genes and several drug molecules, including isoquercitrin, decitabine, benztropine, and curcumin. In conclusion, this study identifies and validates potential diagnostic biomarkers for MS, establishes an effective prediction model, and provides new insights for the early diagnosis and personalized treatment of MS.<\/jats:p>","DOI":"10.3390\/ijms25147551","type":"journal-article","created":{"date-parts":[[2024,7,10]],"date-time":"2024-07-10T09:23:08Z","timestamp":1720603388000},"page":"7551","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Identifying Diagnostic Markers and Constructing Predictive Models for Oxidative Stress in Multiple Sclerosis"],"prefix":"10.3390","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4714-2391","authenticated-orcid":false,"given":"Yantuanjin","family":"Ma","sequence":"first","affiliation":[{"name":"Institute of Biomedical Engineering, Kunming Medical Univesity, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fang","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Science and Technology, Kunming Medical University, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qiting","family":"Zhao","sequence":"additional","affiliation":[{"name":"Institute of Biomedical Engineering, Kunming Medical Univesity, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lili","family":"Zhang","sequence":"additional","affiliation":[{"name":"Institute of Biomedical Engineering, Kunming Medical Univesity, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shunmei","family":"Chen","sequence":"additional","affiliation":[{"name":"Institute of Biomedical Engineering, Kunming Medical Univesity, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shufen","family":"Wang","sequence":"additional","affiliation":[{"name":"Institute of Biomedical Engineering, Kunming Medical Univesity, Kunming 650500, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,7,10]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Jellinger, K.A. 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