Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy

Abstract Prevention of mother-to-child transmission programs have been one of the hallmarks of success in the fight against HIV/AIDS. In Brazil, access to antiretroviral therapy (ART) during pregnancy has increased, leading to a reduction in new infections among children. Currently, lifelong ART is...

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Autores principales: Daniel L. D. Freitas, Ana F. S. Peres, Lidiane G. Silva, João V. M. Mariz, Marcos G. Santos, Rayanne S. P. Morais, Camilo L. M. Morais, Francis L. Martin, Daniel A. V. Pascoal, Juliana D. de A. S. Camargo, Janaina C. O. Crispim, Kassio M. G. Lima
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Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/802702dc14a34eddb8684fc9b046f10a
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spelling oai:doaj.org-article:802702dc14a34eddb8684fc9b046f10a2021-11-21T12:25:23ZNear-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy10.1038/s41598-021-02105-52045-2322https://doaj.org/article/802702dc14a34eddb8684fc9b046f10a2021-11-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-02105-5https://doaj.org/toc/2045-2322Abstract Prevention of mother-to-child transmission programs have been one of the hallmarks of success in the fight against HIV/AIDS. In Brazil, access to antiretroviral therapy (ART) during pregnancy has increased, leading to a reduction in new infections among children. Currently, lifelong ART is available to all pregnant, however yet challenges remain in eliminating mother-to-child transmission. In this paper, we focus on the role of near-infrared (NIR) spectroscopy to analyse blood plasma samples of pregnant women with HIV infection to differentiate pregnant women without HIV infection. Seventy-seven samples (39 HIV-infected patient and 38 healthy control samples) were analysed. Multivariate classification of resultant NIR spectra facilitated diagnostic segregation of both sample categories in a fast and non-destructive fashion, generating good accuracy, sensitivity and specificity. This method is simple and low-cost, and can be easily adapted to point-of-care screening, which can be essential to monitor pregnancy risks in remote locations or in the developing world. Therefore, it opens a new perspective to investigate vertical transmission (VT). The approach described here, can be useful for the identification and exploration of VT under various pathophysiological conditions of maternal HIV. These findings demonstrate, for the first time, the potential of NIR spectroscopy combined with multivariate analysis as a screening tool for fast and low-cost HIV detection.Daniel L. D. FreitasAna F. S. PeresLidiane G. SilvaJoão V. M. MarizMarcos G. SantosRayanne S. P. MoraisCamilo L. M. MoraisFrancis L. MartinDaniel A. V. PascoalJuliana D. de A. S. CamargoJanaina C. O. CrispimKassio M. G. LimaNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Daniel L. D. Freitas
Ana F. S. Peres
Lidiane G. Silva
João V. M. Mariz
Marcos G. Santos
Rayanne S. P. Morais
Camilo L. M. Morais
Francis L. Martin
Daniel A. V. Pascoal
Juliana D. de A. S. Camargo
Janaina C. O. Crispim
Kassio M. G. Lima
Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
description Abstract Prevention of mother-to-child transmission programs have been one of the hallmarks of success in the fight against HIV/AIDS. In Brazil, access to antiretroviral therapy (ART) during pregnancy has increased, leading to a reduction in new infections among children. Currently, lifelong ART is available to all pregnant, however yet challenges remain in eliminating mother-to-child transmission. In this paper, we focus on the role of near-infrared (NIR) spectroscopy to analyse blood plasma samples of pregnant women with HIV infection to differentiate pregnant women without HIV infection. Seventy-seven samples (39 HIV-infected patient and 38 healthy control samples) were analysed. Multivariate classification of resultant NIR spectra facilitated diagnostic segregation of both sample categories in a fast and non-destructive fashion, generating good accuracy, sensitivity and specificity. This method is simple and low-cost, and can be easily adapted to point-of-care screening, which can be essential to monitor pregnancy risks in remote locations or in the developing world. Therefore, it opens a new perspective to investigate vertical transmission (VT). The approach described here, can be useful for the identification and exploration of VT under various pathophysiological conditions of maternal HIV. These findings demonstrate, for the first time, the potential of NIR spectroscopy combined with multivariate analysis as a screening tool for fast and low-cost HIV detection.
format article
author Daniel L. D. Freitas
Ana F. S. Peres
Lidiane G. Silva
João V. M. Mariz
Marcos G. Santos
Rayanne S. P. Morais
Camilo L. M. Morais
Francis L. Martin
Daniel A. V. Pascoal
Juliana D. de A. S. Camargo
Janaina C. O. Crispim
Kassio M. G. Lima
author_facet Daniel L. D. Freitas
Ana F. S. Peres
Lidiane G. Silva
João V. M. Mariz
Marcos G. Santos
Rayanne S. P. Morais
Camilo L. M. Morais
Francis L. Martin
Daniel A. V. Pascoal
Juliana D. de A. S. Camargo
Janaina C. O. Crispim
Kassio M. G. Lima
author_sort Daniel L. D. Freitas
title Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
title_short Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
title_full Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
title_fullStr Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
title_full_unstemmed Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
title_sort near-infrared spectroscopy of blood plasma with chemometrics towards hiv discrimination during pregnancy
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/802702dc14a34eddb8684fc9b046f10a
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