Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia

Dengue diagnostics have come a long way. Attempts at breaking away from lab-oriented dengue detection, such as NS1 antigen, IgM or IgG antibodies detection have extensively received numerous coverage. As a result, rapid detection tests (RDTs) have started to gain inroads in medical practice. Rapid d...

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Main Authors: Poh, Abdul Halim, Adikan, Faisal Rafiq Mahamd, Moghavvemi, Mahmoud, Omar, Sharifah Faridah Syed, Poh, Khadijah, Mahyuddin, Mohamad Badrol Hisyam, Yan, Grace, Azizah Ariffin, Mohammad Aizuddin, Harun, Sulaiman Wadi
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Published: Public Library of Science 2020
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Online Access:http://eprints.um.edu.my/25393/
https://doi.org/10.1371/journal.pone.0228923
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spelling my.um.eprints.253932020-08-17T06:51:12Z http://eprints.um.edu.my/25393/ Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia Poh, Abdul Halim Adikan, Faisal Rafiq Mahamd Moghavvemi, Mahmoud Omar, Sharifah Faridah Syed Poh, Khadijah Mahyuddin, Mohamad Badrol Hisyam Yan, Grace Azizah Ariffin, Mohammad Aizuddin Harun, Sulaiman Wadi R Medicine TK Electrical engineering. Electronics Nuclear engineering Dengue diagnostics have come a long way. Attempts at breaking away from lab-oriented dengue detection, such as NS1 antigen, IgM or IgG antibodies detection have extensively received numerous coverage. As a result, rapid detection tests (RDTs) have started to gain inroads in medical practice. Rapid detection tests notwithstanding, analysis of blood serum is still a relatively complicated task. This includes the necessity of phlebotomy, centrifugation for blood serum, and other reagent-based tests. Therefore, a non-invasive method of dengue detection was considered. In this study, we present the utility of diffuse reflectance skin spectroscopy (bandwidth of 200-2500nm) on the forearm during the triaging period for dengue screening potential. This is performed with multivariate analysis of 240 triaged febrile/suspected dengue patients. The data is then scrutinized for its clinical validity to be included as either confirmed or probable dengue, or a control group. Based on discriminant analysis of several data normalization models, we can predict the patients’ clinical dengue-positivity at ranges of accuracy between ~93–98% depending on mode of the data, with a probably optimal sensitivity and specificity to the clinical diagnosis of ~89% and ~100% respectively. From the outcomes of this study, we recommend further trials with cautious optimism. With these findings, it is hoped that the elusive non-invasive detection of tropical diseases may gain platform in the near future. © 2020 Poh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Public Library of Science 2020 Article PeerReviewed Poh, Abdul Halim and Adikan, Faisal Rafiq Mahamd and Moghavvemi, Mahmoud and Omar, Sharifah Faridah Syed and Poh, Khadijah and Mahyuddin, Mohamad Badrol Hisyam and Yan, Grace and Azizah Ariffin, Mohammad Aizuddin and Harun, Sulaiman Wadi (2020) Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia. PLoS ONE, 15 (4). e0228923. ISSN 1932-6203 https://doi.org/10.1371/journal.pone.0228923 doi:10.1371/journal.pone.0228923
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic R Medicine
TK Electrical engineering. Electronics Nuclear engineering
spellingShingle R Medicine
TK Electrical engineering. Electronics Nuclear engineering
Poh, Abdul Halim
Adikan, Faisal Rafiq Mahamd
Moghavvemi, Mahmoud
Omar, Sharifah Faridah Syed
Poh, Khadijah
Mahyuddin, Mohamad Badrol Hisyam
Yan, Grace
Azizah Ariffin, Mohammad Aizuddin
Harun, Sulaiman Wadi
Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
description Dengue diagnostics have come a long way. Attempts at breaking away from lab-oriented dengue detection, such as NS1 antigen, IgM or IgG antibodies detection have extensively received numerous coverage. As a result, rapid detection tests (RDTs) have started to gain inroads in medical practice. Rapid detection tests notwithstanding, analysis of blood serum is still a relatively complicated task. This includes the necessity of phlebotomy, centrifugation for blood serum, and other reagent-based tests. Therefore, a non-invasive method of dengue detection was considered. In this study, we present the utility of diffuse reflectance skin spectroscopy (bandwidth of 200-2500nm) on the forearm during the triaging period for dengue screening potential. This is performed with multivariate analysis of 240 triaged febrile/suspected dengue patients. The data is then scrutinized for its clinical validity to be included as either confirmed or probable dengue, or a control group. Based on discriminant analysis of several data normalization models, we can predict the patients’ clinical dengue-positivity at ranges of accuracy between ~93–98% depending on mode of the data, with a probably optimal sensitivity and specificity to the clinical diagnosis of ~89% and ~100% respectively. From the outcomes of this study, we recommend further trials with cautious optimism. With these findings, it is hoped that the elusive non-invasive detection of tropical diseases may gain platform in the near future. © 2020 Poh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
format Article
author Poh, Abdul Halim
Adikan, Faisal Rafiq Mahamd
Moghavvemi, Mahmoud
Omar, Sharifah Faridah Syed
Poh, Khadijah
Mahyuddin, Mohamad Badrol Hisyam
Yan, Grace
Azizah Ariffin, Mohammad Aizuddin
Harun, Sulaiman Wadi
author_facet Poh, Abdul Halim
Adikan, Faisal Rafiq Mahamd
Moghavvemi, Mahmoud
Omar, Sharifah Faridah Syed
Poh, Khadijah
Mahyuddin, Mohamad Badrol Hisyam
Yan, Grace
Azizah Ariffin, Mohammad Aizuddin
Harun, Sulaiman Wadi
author_sort Poh, Abdul Halim
title Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
title_short Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
title_full Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
title_fullStr Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
title_full_unstemmed Precursors to non-invasive clinical dengue screening: Multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in Malaysia
title_sort precursors to non-invasive clinical dengue screening: multivariate signature analysis of in-vivo diffuse skin reflectance spectroscopy on febrile patients in malaysia
publisher Public Library of Science
publishDate 2020
url http://eprints.um.edu.my/25393/
https://doi.org/10.1371/journal.pone.0228923
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