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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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 |
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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 |
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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. |
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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 |
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Public Library of Science |
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2020 |
url |
http://eprints.um.edu.my/25393/ https://doi.org/10.1371/journal.pone.0228923 |
_version_ |
1680857027415375872 |
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13.211869 |