{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T23:24:32Z","timestamp":1780097072482,"version":"3.54.0"},"reference-count":189,"publisher":"MDPI AG","issue":"14","license":[{"start":{"date-parts":[[2022,7,12]],"date-time":"2022-07-12T00:00:00Z","timestamp":1657584000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Science Foundation","award":["#1926818"],"award-info":[{"award-number":["#1926818"]}]},{"name":"National Science Foundation","award":["#2138701"],"award-info":[{"award-number":["#2138701"]}]},{"name":"National Science Foundation","award":["#1917105"],"award-info":[{"award-number":["#1917105"]}]},{"name":"NSF CAREER Award","award":["#1926818"],"award-info":[{"award-number":["#1926818"]}]},{"name":"NSF CAREER Award","award":["#2138701"],"award-info":[{"award-number":["#2138701"]}]},{"name":"NSF CAREER Award","award":["#1917105"],"award-info":[{"award-number":["#1917105"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Metabolic syndrome (MS) is a cluster of conditions that increases the probability of heart disease, stroke, and diabetes, and is very common worldwide. While the exact cause of MS has yet to be understood, there is evidence indicating the relationship between MS and the dysregulation of the immune system. The resultant biomarkers that are expressed in the process are gaining relevance in the early detection of related MS. However, sensing only a single analyte has its limitations because one analyte can be involved with various conditions. Thus, for MS, which generally results from the co-existence of multiple complications, a multi-analyte sensing platform is necessary for precise diagnosis. In this review, we summarize various types of biomarkers related to MS and the non-invasively accessible biofluids that are available for sensing. Then two types of widely used sensing platform, the electrochemical and optical, are discussed in terms of multimodal biosensing, figure-of-merit (FOM), sensitivity, and specificity for early diagnosis of MS. This provides a thorough insight into the current status of the available platforms and how the electrochemical and optical modalities can complement each other for a more reliable sensing platform for MS.<\/jats:p>","DOI":"10.3390\/s22145200","type":"journal-article","created":{"date-parts":[[2022,7,12]],"date-time":"2022-07-12T23:02:01Z","timestamp":1657666921000},"page":"5200","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":48,"title":["Towards Multiplexed and Multimodal Biosensor Platforms in Real-Time Monitoring of Metabolic Disorders"],"prefix":"10.3390","volume":"22","author":[{"given":"Sung Sik","family":"Chu","sequence":"first","affiliation":[{"name":"Department of Biomedical Engineering, Henry Samueli School of Engineering, University of California Irvine, Irvine, CA 92697, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hung Anh","family":"Nguyen","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Science, Henry Samueli School of Engineering, University of California Irvine, Irvine, CA 92697, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jimmy","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Henry Samueli School of Engineering, University of California Irvine, Irvine, CA 92697, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shawana","family":"Tabassum","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, College of Engineering, The University of Texas at Tyler, Tyler, TX 75799, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4197-7208","authenticated-orcid":false,"given":"Hung","family":"Cao","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Henry Samueli School of Engineering, University of California Irvine, Irvine, CA 92697, USA"},{"name":"Department of Electrical Engineering and Computer Science, Henry Samueli School of Engineering, University of California Irvine, Irvine, CA 92697, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2022,7,12]]},"reference":[{"key":"ref_1","first-page":"304","article-title":"Adipokines, diabetes and atherosclerosis: An inflammatory association","volume":"6","author":"Lima","year":"2015","journal-title":"Front. 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