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Clinical validation of SERS metasurface SARS-CoV-2 biosensor
Date
2022-01-01
Author
Bilgin, Buse
Torun, Hülya
İlgü, Müslüm
Yanik, Cenk
Batur, Sükrü Numan
Çelik, Süleyman
Öztürk, Meriç
Dogan, Özlem
Ergönül, Önder
Solaroglu, Ihsan
Can, Füsun
Onbasli, Mehmet Cengiz
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Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License
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© COPYRIGHT SPIE. Downloading of the abstract is permitted for personal use only.The real-Time polymerase chain reaction (RT-PCR) analysis using nasal swab samples is the gold standard approach for COVID-19 diagnosis. However, due to the high false-negative rate at lower viral loads and complex test procedure, PCR is not suitable for fast mass screening. Therefore, the need for a highly sensitive and rapid detection system based on easily collected fluids such as saliva during the pandemic has emerged. In this study, we present a surface-enhanced Raman spectroscopy (SERS) metasurface optimized with genetic algorithm (GA) to detect SARS-CoV-2 directly using unprocessed saliva samples. During the GA optimization, the electromagnetic field profiles were used to calculate the field enhancement of each structure and the fitness values to determine the performance of the generated substrates. The obtained design was fabricated using electron beam lithography, and the simulation results were compared with the test results using methylene blue fluorescence dye. After the performance of the system was validated, the SERS substrate was tested with inactivated SARS-CoV-2 virus for virus detection, viral load analysis, cross-reactivity, and variant detection using machine learning models. After the inactivated virus tests are completed, with 36 PCR positive and 33 negative clinical samples, we were able to detect the SARS-CoV-2 positive samples from Raman spectra with 95.2% sensitivity and specificity.
Subject Keywords
COVID-19
,
Genetic algorithm
,
Metasurface
,
Oligonucleotide
,
Plasmonics
,
Raman
,
Surface-enhanced raman spectroscopy
URI
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85129808487&origin=inward
https://hdl.handle.net/11511/97617
DOI
https://doi.org/10.1117/12.2607929
Conference Name
Biomedical Vibrational Spectroscopy 2022: Advances in Research and Industry
Collections
Department of Biology, Conference / Seminar
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B. Bilgin et al., “Clinical validation of SERS metasurface SARS-CoV-2 biosensor,” Virtual, Online, 2022, vol. 11957, Accessed: 00, 2022. [Online]. Available: https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85129808487&origin=inward.