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Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery
The emergence and spread of drug-recalcitrant Plasmodium falciparum parasites threaten to reverse the gains made in the fight against malaria. Urgent measures need to be taken to curb this impending challenge. The higher plant-derived sesquiterpene, quinoline alkaloids, and naphthoquinone natural pr...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer Nature Singapore
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10567616/ https://www.ncbi.nlm.nih.gov/pubmed/37821775 http://dx.doi.org/10.1007/s13659-023-00402-2 |
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author | Moyo, Phanankosi Invernizzi, Luke Mianda, Sephora M. Rudolph, Wiehan Andayi, Andrew W. Wang, Mingxun Crouch, Neil R. Maharaj, Vinesh J. |
author_facet | Moyo, Phanankosi Invernizzi, Luke Mianda, Sephora M. Rudolph, Wiehan Andayi, Andrew W. Wang, Mingxun Crouch, Neil R. Maharaj, Vinesh J. |
author_sort | Moyo, Phanankosi |
collection | PubMed |
description | The emergence and spread of drug-recalcitrant Plasmodium falciparum parasites threaten to reverse the gains made in the fight against malaria. Urgent measures need to be taken to curb this impending challenge. The higher plant-derived sesquiterpene, quinoline alkaloids, and naphthoquinone natural product classes of compounds have previously served as phenomenal chemical scaffolds from which integral antimalarial drugs were developed. Historical successes serve as an inspiration for the continued investigation of plant-derived natural products compounds in search of novel molecular templates from which new antimalarial drugs could be developed. The aim of this study was to identify potential chemical scaffolds for malaria drug discovery following analysis of historical data on phytochemicals screened in vitro against P. falciparum. To identify these novel scaffolds, we queried an in-house manually curated database of plant-derived natural product compounds and their in vitro biological data. Natural products were assigned to different structural classes using NPClassifier. To identify the most promising chemical scaffolds, we then correlated natural compound class with bioactivity and other data, namely (i) potency, (ii) resistance index, (iii) selectivity index and (iv) physicochemical properties. We used an unbiased scoring system to rank the different natural product classes based on the assessment of their bioactivity data. From this analysis we identified the top-ranked natural product pathway as the alkaloids. The top three ranked super classes identified were (i) pseudoalkaloids, (ii) naphthalenes and (iii) tyrosine alkaloids and the top five ranked classes (i) quassinoids (of super class triterpenoids), (ii) steroidal alkaloids (of super class pseudoalkaloids) (iii) cycloeudesmane sesquiterpenoids (of super class triterpenoids) (iv) isoquinoline alkaloids (of super class tyrosine alkaloids) and (v) naphthoquinones (of super class naphthalenes). Launched chemical space of these identified classes of compounds was, by and large, distinct from that of ‘legacy’ antimalarial drugs. Our study was able to identify chemical scaffolds with acceptable biological properties that are structurally different from current and previously used antimalarial drugs. These molecules have the potential to be developed into new antimalarial drugs. |
format | Online Article Text |
id | pubmed-10567616 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Nature Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-105676162023-10-13 Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery Moyo, Phanankosi Invernizzi, Luke Mianda, Sephora M. Rudolph, Wiehan Andayi, Andrew W. Wang, Mingxun Crouch, Neil R. Maharaj, Vinesh J. Nat Prod Bioprospect Original Article The emergence and spread of drug-recalcitrant Plasmodium falciparum parasites threaten to reverse the gains made in the fight against malaria. Urgent measures need to be taken to curb this impending challenge. The higher plant-derived sesquiterpene, quinoline alkaloids, and naphthoquinone natural product classes of compounds have previously served as phenomenal chemical scaffolds from which integral antimalarial drugs were developed. Historical successes serve as an inspiration for the continued investigation of plant-derived natural products compounds in search of novel molecular templates from which new antimalarial drugs could be developed. The aim of this study was to identify potential chemical scaffolds for malaria drug discovery following analysis of historical data on phytochemicals screened in vitro against P. falciparum. To identify these novel scaffolds, we queried an in-house manually curated database of plant-derived natural product compounds and their in vitro biological data. Natural products were assigned to different structural classes using NPClassifier. To identify the most promising chemical scaffolds, we then correlated natural compound class with bioactivity and other data, namely (i) potency, (ii) resistance index, (iii) selectivity index and (iv) physicochemical properties. We used an unbiased scoring system to rank the different natural product classes based on the assessment of their bioactivity data. From this analysis we identified the top-ranked natural product pathway as the alkaloids. The top three ranked super classes identified were (i) pseudoalkaloids, (ii) naphthalenes and (iii) tyrosine alkaloids and the top five ranked classes (i) quassinoids (of super class triterpenoids), (ii) steroidal alkaloids (of super class pseudoalkaloids) (iii) cycloeudesmane sesquiterpenoids (of super class triterpenoids) (iv) isoquinoline alkaloids (of super class tyrosine alkaloids) and (v) naphthoquinones (of super class naphthalenes). Launched chemical space of these identified classes of compounds was, by and large, distinct from that of ‘legacy’ antimalarial drugs. Our study was able to identify chemical scaffolds with acceptable biological properties that are structurally different from current and previously used antimalarial drugs. These molecules have the potential to be developed into new antimalarial drugs. Springer Nature Singapore 2023-10-12 /pmc/articles/PMC10567616/ /pubmed/37821775 http://dx.doi.org/10.1007/s13659-023-00402-2 Text en © The Author(s) 2023 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 | Original Article Moyo, Phanankosi Invernizzi, Luke Mianda, Sephora M. Rudolph, Wiehan Andayi, Andrew W. Wang, Mingxun Crouch, Neil R. Maharaj, Vinesh J. Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title | Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title_full | Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title_fullStr | Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title_full_unstemmed | Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title_short | Prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
title_sort | prioritised identification of structural classes of natural products from higher plants in the expedition of antimalarial drug discovery |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10567616/ https://www.ncbi.nlm.nih.gov/pubmed/37821775 http://dx.doi.org/10.1007/s13659-023-00402-2 |
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