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In silico analysis for factors affecting anti-malarial penetration into red blood cells
BACKGROUND: Malaria is a parasitic disease that produces significant infection in red blood cells. The objective of this study is to investigate the relationships between factors affecting the penetration of currently available anti-malarials into red blood cells. METHODS: Fifteen anti-malarial drug...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7310442/ https://www.ncbi.nlm.nih.gov/pubmed/32576193 http://dx.doi.org/10.1186/s12936-020-03280-y |
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author | Pornputtapong, Natapol Suriyapakorn, Bovornpat Satayamapakorn, Anchisa Larpadisorn, Kanidsorn Janviriyakul, Pariyachut Khemawoot, Phisit |
author_facet | Pornputtapong, Natapol Suriyapakorn, Bovornpat Satayamapakorn, Anchisa Larpadisorn, Kanidsorn Janviriyakul, Pariyachut Khemawoot, Phisit |
author_sort | Pornputtapong, Natapol |
collection | PubMed |
description | BACKGROUND: Malaria is a parasitic disease that produces significant infection in red blood cells. The objective of this study is to investigate the relationships between factors affecting the penetration of currently available anti-malarials into red blood cells. METHODS: Fifteen anti-malarial drugs listed in the third edition of the World Health Organization malaria treatment guidelines were enrolled in the study. Relationship analysis began with the prioritization of the physicochemical properties of the anti-malarials to create a multivariate linear regression model that correlates the red blood cell penetration. RESULTS: It was found that protein binding was significantly correlated with red blood cell penetration, with a negative coefficient. The next step was repeated analysis to find molecular descriptors that influence protein binding. The coefficients of the number of rotating bonds and the number of aliphatic hydrocarbons are negative, as opposed to the positive coefficients of the number of hydrogen bonds and the number of aromatic hydrocarbons. The p-value was less than 0.05. CONCLUSIONS: Anti-malarials with a small number of hydrogen bonds and aromatic hydrocarbons, together with a high number of rotatable bonds and aliphatic hydrocarbons, may have a higher tendency to penetrate the red blood cells. |
format | Online Article Text |
id | pubmed-7310442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73104422020-06-23 In silico analysis for factors affecting anti-malarial penetration into red blood cells Pornputtapong, Natapol Suriyapakorn, Bovornpat Satayamapakorn, Anchisa Larpadisorn, Kanidsorn Janviriyakul, Pariyachut Khemawoot, Phisit Malar J Research BACKGROUND: Malaria is a parasitic disease that produces significant infection in red blood cells. The objective of this study is to investigate the relationships between factors affecting the penetration of currently available anti-malarials into red blood cells. METHODS: Fifteen anti-malarial drugs listed in the third edition of the World Health Organization malaria treatment guidelines were enrolled in the study. Relationship analysis began with the prioritization of the physicochemical properties of the anti-malarials to create a multivariate linear regression model that correlates the red blood cell penetration. RESULTS: It was found that protein binding was significantly correlated with red blood cell penetration, with a negative coefficient. The next step was repeated analysis to find molecular descriptors that influence protein binding. The coefficients of the number of rotating bonds and the number of aliphatic hydrocarbons are negative, as opposed to the positive coefficients of the number of hydrogen bonds and the number of aromatic hydrocarbons. The p-value was less than 0.05. CONCLUSIONS: Anti-malarials with a small number of hydrogen bonds and aromatic hydrocarbons, together with a high number of rotatable bonds and aliphatic hydrocarbons, may have a higher tendency to penetrate the red blood cells. BioMed Central 2020-06-23 /pmc/articles/PMC7310442/ /pubmed/32576193 http://dx.doi.org/10.1186/s12936-020-03280-y Text en © The Author(s) 2020 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Pornputtapong, Natapol Suriyapakorn, Bovornpat Satayamapakorn, Anchisa Larpadisorn, Kanidsorn Janviriyakul, Pariyachut Khemawoot, Phisit In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title | In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title_full | In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title_fullStr | In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title_full_unstemmed | In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title_short | In silico analysis for factors affecting anti-malarial penetration into red blood cells |
title_sort | in silico analysis for factors affecting anti-malarial penetration into red blood cells |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7310442/ https://www.ncbi.nlm.nih.gov/pubmed/32576193 http://dx.doi.org/10.1186/s12936-020-03280-y |
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