Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Moyo, Phanankosi, Invernizzi, Luke, Mianda, Sephora M., Rudolph, Wiehan, Andayi, Andrew W., Wang, Mingxun, Crouch, Neil R., Maharaj, Vinesh J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Nature Singapore 2023
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
_version_ 1785119167532236800
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
work_keys_str_mv AT moyophanankosi prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT invernizziluke prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT miandasephoram prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT rudolphwiehan prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT andayiandreww prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT wangmingxun prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT crouchneilr prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery
AT maharajvineshj prioritisedidentificationofstructuralclassesofnaturalproductsfromhigherplantsintheexpeditionofantimalarialdrugdiscovery