Publication: SPECTRA-based detection of drug-induced hepatotoxicity through extracellular vesicle analysis
| dc.contributor.coauthor | Parlatan, Ugur | |
| dc.contributor.coauthor | Boudreau, Luke | |
| dc.contributor.coauthor | Torun, Hulya | |
| dc.contributor.coauthor | Fan, Letao | |
| dc.contributor.coauthor | Gokaltun, Ayse Aslihan | |
| dc.contributor.coauthor | Akin, Demir | |
| dc.contributor.coauthor | Usta, O. Berk | |
| dc.contributor.coauthor | Demirci, Utkan | |
| dc.contributor.department | Graduate School of Sciences and Engineering | |
| dc.contributor.kuauthor | Aygün, Uğur | |
| dc.contributor.schoolcollegeinstitute | GRADUATE SCHOOL OF SCIENCES AND ENGINEERING | |
| dc.date.accessioned | 2026-07-02T07:04:29Z | |
| dc.date.available | 2026-03-27 | |
| dc.date.issued | 2026 | |
| dc.description.abstract | Extracellular vesicles (EV) are becoming crucial targets in liquid biopsy, diagnostics, and therapeutic applications, yet their nanoscale characterization remains challenging. In this context, the detection of drug-induced liver injury, i.e., hepatotoxicity, through EV molecular content remains unexplored. To this end, we present the SPECTRA - Surface Plasmonic Enhancement with Combined Transformative RAman and Interferometric Microscopy approach, which provides rapid, label-free EV content analysis under 30 min and requires only 1.3 microliters of EV sample. Using hepatic cultures as a model, our platform captures distinct and reproducible EV molecular changes in response to acetaminophen-induced hepatotoxicity. Across independent culture sets, a Gaussian Process Regression model predicted Acetaminophen (APAP) dose with median absolute error of 1.50 mM and minimal bias (Bland-Altman bias similar to 0.03 mM); cross-validated RMSE was 3.145 mM. These findings establish EVs as dynamic reporters of cellular drug responses and demonstrate use of SPECTRA for EV detection of hepatotoxicity. | |
| dc.description.fulltext | No | |
| dc.description.harvestedfrom | Manual | |
| dc.description.indexedby | WOS | |
| dc.description.indexedby | Scopus | |
| dc.description.publisherscope | International | |
| dc.description.readpublish | N/A | |
| dc.description.sponsoredbyTubitakEu | EU | |
| dc.description.sponsorship | U.D. acknowledges the support of a seed award from Stanford University's PhIND Center. We also acknowledge funding from the National Institutes of Health under project numbers R21GM140656 (L.B. and O. B.U.) , (A.G. and O.B.U.) , and R21GM136002 (A.G. and O.B.U.) . U.A. acknowledges funding from the European Union's Horizon Europe research and innovation programme under the Marie Sklodowska-Curie grant agreement No. 101066038 [75] | |
| dc.description.version | Published Version | |
| dc.identifier.WoSQuartile | Q1 | |
| dc.identifier.doi | 10.1016/j.snb.2026.139520 | |
| dc.identifier.eissn | 0925-4005 | |
| dc.identifier.embargo | No | |
| dc.identifier.grantno | 101066038 [75] | |
| dc.identifier.scopus | 2-s2.0-105029771077 | |
| dc.identifier.uri | https://doi.org10.1111/all.70210 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14288/32902 | |
| dc.identifier.volume | 455 | |
| dc.identifier.wos | 001691669600001 | |
| dc.keywords | Surface-enhanced Raman spectroscopy | |
| dc.keywords | Extracellular vesicles | |
| dc.keywords | Hepatotoxicity | |
| dc.keywords | Drug-induced liver injury | |
| dc.keywords | Label-free biosensor | |
| dc.keywords | Machine learning | |
| dc.language | eng | |
| dc.publisher | Elsevier | |
| dc.relation.affiliation | Koç University | |
| dc.relation.collection | Koç University Institutional Repository | |
| dc.relation.ispartof | Sensors and Actuators B-chemical | |
| dc.relation.openaccess | N/A | |
| dc.rights | N/A | |
| dc.rights.uri | N/A | |
| dc.subject | Chemistry | |
| dc.subject | Electrochemistry | |
| dc.subject | Instruments and instrumentation | |
| dc.title | SPECTRA-based detection of drug-induced hepatotoxicity through extracellular vesicle analysis | |
| dc.type | Journal Article | |
| dspace.entity.type | Publication | |
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