Identification of fluoroquinolone-resistant Mycobacterium tuberculosis through high-level data fusion of Raman and laser-induced breakdown spectroscopy

Author:

Jeon Gookseon12ORCID,Kim Soogeun3,Kim Young Jin4,Kim Seungmo5,Han Kyungmin6,Oh Kyunghwan2ORCID,Lee Hee Joo6,Choi Janghee1

Affiliation:

1. Industrial Transformation Technology Department, Research Institute of Sustainable Development Technology, Korea Institute of Industrial Technology, 89, Yangdaegiro-gil, Ipjang-myeon, Seobuk-gu, Cheonan-Si, Chungcheongnam-do 31056, Republic of Korea

2. Photonic Device Physics Laboratory, Institute of Physics and Applied Physics, Yonsei University, 50, Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea

3. Advanced Photonics Research Institute (APRI), Gwangju Institute of Science and Technology (GIST), Gwangju 61005, Republic of Korea

4. Department of Laboratory Medicine, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul, Republic of Korea

5. Laboratory Medicine Center, Korean National Tuberculosis Association, The Korean Institute of Tuberculosis, Cheongju, Republic of Korea

6. Clinical Laboratory Medicine Center, Korean National Tuberculosis Association, Seoul, Republic of Korea

Abstract

This study presents a fusion model of Raman and LIBS to diagnose drug-resistant tuberculosis, achieving 98.3% accuracy. Given the rapid measurement capabilities of both techniques, this approach is expected to reduce the diagnosis time.

Funder

Korea Institute of Industrial Technology

National Research Foundation of Korea

Ministry of Science and ICT, South Korea

Publisher

Royal Society of Chemistry (RSC)

Reference57 articles.

1. Global Tuberculosis Report 2022 , https://www.who.int/teams/global-tuberculosis-programme/tb-reports/global-tuberculosis-report-2022 , (accessed July 17, 2023)

2. WHO consolidated guidelines on tuberculosis , https://www.who.int/publications-detail-redirect/9789240048126 , (accessed July 17, 2023)

3. Evolution of drug resistance in Mycobacterium tuberculosis: a review on the molecular determinants of resistance and implications for personalized care

4. Early outcome and safety of bedaquiline-containing regimens for treatment of MDR- and XDR-TB in China: a multicentre study

5. Final treatment outcomes of delamanid-containing regimens in patients with MDR-/XDR-TB in South Korea

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