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Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy
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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8604940/ https://www.ncbi.nlm.nih.gov/pubmed/34799631 http://dx.doi.org/10.1038/s41598-021-02105-5 |
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author | Freitas, Daniel L. D. Peres, Ana F. S. Silva, Lidiane G. Mariz, João V. M. Santos, Marcos G. Morais, Rayanne S. P. Morais, Camilo L. M. Martin, Francis L. Pascoal, Daniel A. V. de A. S. Camargo, Juliana D. Crispim, Janaina C. O. Lima, Kassio M. G. |
author_facet | Freitas, Daniel L. D. Peres, Ana F. S. Silva, Lidiane G. Mariz, João V. M. Santos, Marcos G. Morais, Rayanne S. P. Morais, Camilo L. M. Martin, Francis L. Pascoal, Daniel A. V. de A. S. Camargo, Juliana D. Crispim, Janaina C. O. Lima, Kassio M. G. |
author_sort | Freitas, Daniel L. D. |
collection | PubMed |
description | 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 | Online Article Text |
id | pubmed-8604940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-86049402021-11-22 Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy Freitas, Daniel L. D. Peres, Ana F. S. Silva, Lidiane G. Mariz, João V. M. Santos, Marcos G. Morais, Rayanne S. P. Morais, Camilo L. M. Martin, Francis L. Pascoal, Daniel A. V. de A. S. Camargo, Juliana D. Crispim, Janaina C. O. Lima, Kassio M. G. Sci Rep Article 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. Nature Publishing Group UK 2021-11-19 /pmc/articles/PMC8604940/ /pubmed/34799631 http://dx.doi.org/10.1038/s41598-021-02105-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Freitas, Daniel L. D. Peres, Ana F. S. Silva, Lidiane G. Mariz, João V. M. Santos, Marcos G. Morais, Rayanne S. P. Morais, Camilo L. M. Martin, Francis L. Pascoal, Daniel A. V. de A. S. Camargo, Juliana D. Crispim, Janaina C. O. Lima, Kassio M. G. Near-infrared spectroscopy of blood plasma with chemometrics towards HIV discrimination during pregnancy |
title | 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_short | 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 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8604940/ https://www.ncbi.nlm.nih.gov/pubmed/34799631 http://dx.doi.org/10.1038/s41598-021-02105-5 |
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