Victorien Hermann Haiwang Djefoulna, Maxime Atiya Atiya, Jean Jules Fifen, Jeanet Conradie
{"title":"从ConMedNP天然化合物中发现新的恶性疟原虫PfDHFR-TS抑制剂:一种多计算方法","authors":"Victorien Hermann Haiwang Djefoulna, Maxime Atiya Atiya, Jean Jules Fifen, Jeanet Conradie","doi":"10.1007/s11030-025-11356-7","DOIUrl":null,"url":null,"abstract":"<p><p>The rise of drug-resistant Plasmodium falciparum necessitates novel antimalarial therapies. Leveraging the ConMedNP database, which includes over 3119 natural compounds from Central and West African medicinal plants, this study targets Plasmodium falciparum dihydrofolate reductase-thymidylate synthase (PfDHFR-TS), a vital enzyme for parasite survival. Molecular docking of 2754 compounds revealed a mean binding affinity of <math><mo>-</mo></math> 8.8032 kcal/mol (SD = 1.4 kcal/mol, median = <math><mo>-</mo></math> 8.9 kcal/mol), with 75% outperforming artemether's reference affinity ( <math><mo>-</mo></math> 8.0 kcal/mol). A Random Forest-based RaMQSAR model, trained on the docking data, achieved a test <math><msup><mi>R</mi> <mn>2</mn></msup> </math> of 0.8321 (RMSE: 0.5294 kcal/mol) and reliable cross-validation (mean <math><msup><mi>R</mi> <mn>2</mn></msup> </math> = 0.8461, SD = 0.0460). Validation against 19 known antimalarials showed predicted affinities from <math><mo>-</mo></math> 7.0 to <math><mo>-</mo></math> 10.5 kcal/mol, consistent with docking results. Top performers included RDC0118 ( <math><mo>-</mo></math> 13.5 kcal/mol), RDC0119 ( <math><mo>-</mo></math> 13.4 kcal/mol), and CA0001 ( <math><mo>-</mo></math> 13.0 kcal/mol), all surpassing artemether. ADMET profiling indicated CA0001 and artemether as safer candidates (non-hepatotoxic, low environmental impact), while RDC0118 and RDC0119 exhibited potential mutagenicity and hepatotoxicity risks. MD simulations confirmed structural stability for both, with CA0001 showing compaction and transient H-bonds (0-3). DFT analysis highlighted CA0001's reactivity as a soft electrophile, contrasting with artemether's higher reactivity. This comprehensive approach integrating docking, QSAR, DFT, and MD positions CA0001 as a promising PfDHFR-TS inhibitor alongside artemether, with ConMedNP and predictive models guiding future experimental validation.</p>","PeriodicalId":708,"journal":{"name":"Molecular Diversity","volume":" ","pages":""},"PeriodicalIF":3.8000,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Discovery of novel Plasmodium falciparum PfDHFR-TS inhibitors from ConMedNP natural compounds: a multi-computational approach.\",\"authors\":\"Victorien Hermann Haiwang Djefoulna, Maxime Atiya Atiya, Jean Jules Fifen, Jeanet Conradie\",\"doi\":\"10.1007/s11030-025-11356-7\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>The rise of drug-resistant Plasmodium falciparum necessitates novel antimalarial therapies. Leveraging the ConMedNP database, which includes over 3119 natural compounds from Central and West African medicinal plants, this study targets Plasmodium falciparum dihydrofolate reductase-thymidylate synthase (PfDHFR-TS), a vital enzyme for parasite survival. Molecular docking of 2754 compounds revealed a mean binding affinity of <math><mo>-</mo></math> 8.8032 kcal/mol (SD = 1.4 kcal/mol, median = <math><mo>-</mo></math> 8.9 kcal/mol), with 75% outperforming artemether's reference affinity ( <math><mo>-</mo></math> 8.0 kcal/mol). A Random Forest-based RaMQSAR model, trained on the docking data, achieved a test <math><msup><mi>R</mi> <mn>2</mn></msup> </math> of 0.8321 (RMSE: 0.5294 kcal/mol) and reliable cross-validation (mean <math><msup><mi>R</mi> <mn>2</mn></msup> </math> = 0.8461, SD = 0.0460). Validation against 19 known antimalarials showed predicted affinities from <math><mo>-</mo></math> 7.0 to <math><mo>-</mo></math> 10.5 kcal/mol, consistent with docking results. Top performers included RDC0118 ( <math><mo>-</mo></math> 13.5 kcal/mol), RDC0119 ( <math><mo>-</mo></math> 13.4 kcal/mol), and CA0001 ( <math><mo>-</mo></math> 13.0 kcal/mol), all surpassing artemether. ADMET profiling indicated CA0001 and artemether as safer candidates (non-hepatotoxic, low environmental impact), while RDC0118 and RDC0119 exhibited potential mutagenicity and hepatotoxicity risks. MD simulations confirmed structural stability for both, with CA0001 showing compaction and transient H-bonds (0-3). DFT analysis highlighted CA0001's reactivity as a soft electrophile, contrasting with artemether's higher reactivity. This comprehensive approach integrating docking, QSAR, DFT, and MD positions CA0001 as a promising PfDHFR-TS inhibitor alongside artemether, with ConMedNP and predictive models guiding future experimental validation.</p>\",\"PeriodicalId\":708,\"journal\":{\"name\":\"Molecular Diversity\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":3.8000,\"publicationDate\":\"2025-09-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Molecular Diversity\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://doi.org/10.1007/s11030-025-11356-7\",\"RegionNum\":2,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, APPLIED\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Diversity","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1007/s11030-025-11356-7","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
Discovery of novel Plasmodium falciparum PfDHFR-TS inhibitors from ConMedNP natural compounds: a multi-computational approach.
The rise of drug-resistant Plasmodium falciparum necessitates novel antimalarial therapies. Leveraging the ConMedNP database, which includes over 3119 natural compounds from Central and West African medicinal plants, this study targets Plasmodium falciparum dihydrofolate reductase-thymidylate synthase (PfDHFR-TS), a vital enzyme for parasite survival. Molecular docking of 2754 compounds revealed a mean binding affinity of 8.8032 kcal/mol (SD = 1.4 kcal/mol, median = 8.9 kcal/mol), with 75% outperforming artemether's reference affinity ( 8.0 kcal/mol). A Random Forest-based RaMQSAR model, trained on the docking data, achieved a test of 0.8321 (RMSE: 0.5294 kcal/mol) and reliable cross-validation (mean = 0.8461, SD = 0.0460). Validation against 19 known antimalarials showed predicted affinities from 7.0 to 10.5 kcal/mol, consistent with docking results. Top performers included RDC0118 ( 13.5 kcal/mol), RDC0119 ( 13.4 kcal/mol), and CA0001 ( 13.0 kcal/mol), all surpassing artemether. ADMET profiling indicated CA0001 and artemether as safer candidates (non-hepatotoxic, low environmental impact), while RDC0118 and RDC0119 exhibited potential mutagenicity and hepatotoxicity risks. MD simulations confirmed structural stability for both, with CA0001 showing compaction and transient H-bonds (0-3). DFT analysis highlighted CA0001's reactivity as a soft electrophile, contrasting with artemether's higher reactivity. This comprehensive approach integrating docking, QSAR, DFT, and MD positions CA0001 as a promising PfDHFR-TS inhibitor alongside artemether, with ConMedNP and predictive models guiding future experimental validation.
期刊介绍:
Molecular Diversity is a new publication forum for the rapid publication of refereed papers dedicated to describing the development, application and theory of molecular diversity and combinatorial chemistry in basic and applied research and drug discovery. The journal publishes both short and full papers, perspectives, news and reviews dealing with all aspects of the generation of molecular diversity, application of diversity for screening against alternative targets of all types (biological, biophysical, technological), analysis of results obtained and their application in various scientific disciplines/approaches including:
combinatorial chemistry and parallel synthesis;
small molecule libraries;
microwave synthesis;
flow synthesis;
fluorous synthesis;
diversity oriented synthesis (DOS);
nanoreactors;
click chemistry;
multiplex technologies;
fragment- and ligand-based design;
structure/function/SAR;
computational chemistry and molecular design;
chemoinformatics;
screening techniques and screening interfaces;
analytical and purification methods;
robotics, automation and miniaturization;
targeted libraries;
display libraries;
peptides and peptoids;
proteins;
oligonucleotides;
carbohydrates;
natural diversity;
new methods of library formulation and deconvolution;
directed evolution, origin of life and recombination;
search techniques, landscapes, random chemistry and more;