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Cravo P. On the contribution of the rodent model Plasmodium chabaudi for understanding the genetics of drug resistance in malaria. Parasitol Int 2022; 91:102623. [PMID: 35803536 DOI: 10.1016/j.parint.2022.102623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 06/22/2022] [Accepted: 06/30/2022] [Indexed: 10/17/2022]
Abstract
Malaria is a devastating disease that still claims over half a million lives every year, mostly in sub-Saharan Africa. One of the main barriers to malaria control is the evolution and propagation of drug-resistant mutant parasites. Knowing the genes and respective mutations responsible for drug resistance facilitates the design of drugs with novel modes of action and allows predicting and monitoring drug resistance in natural parasite populations in real-time. The best way to identify these mutations is to experimentally evolve resistance to the drug in question and then comparing the genomes of the drug-resistant mutants to that of the sensitive progenitor parasites. This simple evolutive concept was the starting point for the development of a paradigm over the years, based on the use of the rodent malaria parasite Plasmodium chabaudi to unravel the genetics of drug resistance in malaria. It involves the use of a cloned parasite isolate (P. chabaudi AS) whose genome is well characterized, to artificially select resistance to given drugs through serial passages in mice under slowly increasing drug pressure. The end resulting parasites are cloned and the genetic mutations are then discovered through Linkage Group Selection, a technique conceived by Prof. Richard Carter and his group, and/or Whole Genome Sequencing. The precise role of these mutations can then be interrogated in malaria parasites of humans through allelic replacement experiments and/or genotype-phenotype association studies in natural parasite populations. Using this paradigm, all the mutations underlying resistance to the most important antimalarial drugs were identified, most of which were pioneering and later shown to also play a role in drug resistance in natural infections of human malaria parasites. This supports the use of P. chabaudi a fast-track predictive model to identify candidate genetic markers of resistance to present and future antimalarial drugs and improving our understanding of the biology of resistance.
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Affiliation(s)
- Pedro Cravo
- Global Health and Tropical Medicine, Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa, Rua da Junqueira, n° 100, 1349-008 Lisboa, Portugal.
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Assessing the Roles of Molecular Markers of Antimalarial Drug Resistance and the Host Pharmacogenetics in Drug-Resistant Malaria. J Trop Med 2022; 2022:3492696. [PMID: 35620049 PMCID: PMC9129956 DOI: 10.1155/2022/3492696] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 04/17/2022] [Accepted: 04/29/2022] [Indexed: 01/11/2023] Open
Abstract
Malaria caused by the Plasmodium parasites is a major public health concern in malaria-endemic regions with P. falciparum causing the most severe form of the disease. The use of antimalarial drugs for the management of the disease proves to be one of the best methods to manage the disease. Unfortunately, P. falciparum has developed resistance to almost all the current in-use antimalarial drugs. Parasite development of resistance is primarily caused by both parasite and host genetic factors. The parasite genetic factors involve undergoing mutation in the drug target sites or increasing the drug target gene copy number to prevent the intended action of the antimalarial drugs. The host pharmacogenetic factors which determine how a particular antimalarial drug is metabolized could result in variations of drug plasma concentration and consequently contribute to variable treatment outcomes and the emergence or propagation of resistant parasites. Since both host and parasite genomes play a role in antimalarial drug action, a key question often asked is, “which of the two strongly drives or controls antimalarial drug resistance?” A major finding in our recent study published in the Malaria Journal indicates that the parasite's genetic factors rather than the host are likely to energize resistance to an antimalarial drug. However, others have reported contrary findings suggesting that the host genetic factors are the force behind resistance to antimalarial drugs. To bring clarity to these observations, there is the need for deciphering the major driving force behind antimalarial drug resistance through optimized strategies aimed at alleviating the phenomenon. In this direction, literature was systematically reviewed to establish the role and importance of each of the two factors aforementioned in the etiology of drug-resistant malaria. Using Internet search engines such as Pubmed and Google, we looked for terms likely to give the desired information which we herein present. We then went ahead to leverage the obtained information to discuss the globally avid aim of combating antimalarial drug resistance.
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Iwaloye O, Elekofehinti OO, Kikiowo B, Fadipe TM, Akinjiyan MO, Ariyo EO, Aiyeku OO, Adewumi NA. Discovery of Traditional Chinese Medicine Derived Compounds as Wild Type and Mutant Plasmodium falciparum Dihydrofolate Reductase Inhibitors: Induced Fit Docking and ADME Studies. Curr Drug Discov Technol 2021; 18:554-569. [PMID: 32729419 DOI: 10.2174/1570163817999200729122753] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 05/28/2020] [Accepted: 06/04/2020] [Indexed: 11/22/2022]
Abstract
BACKGROUND In a bid to come up with effective compounds as inhibitors for antimalarial treatment, we built a library of 2,000 traditional Chinese medicine(TCM)-derived compounds retrieved from TCM Database@Taiwan. METHODS The active sites of both the wild type and mutant Plasmodium falciparum dihydrofolatereductase (pfDHFR) were explored using computational tools. pfDHFR, one of the prime drug targets in the prevention of malaria infection induced by the female anopheles mosquito has continued to offer resistance to drugs (antifolates) due to mutation in some of the key amino acid residues crucial for its inhibition. RESULTS We utilized virtual throughput screening and glide XP docking to screen the compounds, and 8 compounds were found to have promising docking scores with both the wild type and mutant pfDHFR. They were further subjected to Induce Fit Docking (IFD) to affirm their inhibitory potency. The ADME properties and biological activity spectrum of the compounds were also considered. The inhibition profile of the compounds revealed that a number of compounds formed intermolecular interactions with ASP54, ILE14, LEU164, SER108/ASN108, ARG122 and ASP58. Most of the compounds can be considered as drug candidates due to their antiprotozoal activities and accordance with the Lipinski's Rule of Five (ROF). CONCLUSION The outcome of the present study should further be investigated to attest the efficacy of these compounds as better drug candidates than the antifolates.
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Affiliation(s)
- Opeyemi Iwaloye
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
| | - Olusola Olalekan Elekofehinti
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
| | - Babatomiwa Kikiowo
- Department of Biochemistry, Adekunle Ajasin University, Akungba Akoko, Ondo State, Nigeria
| | - Toyin Mary Fadipe
- Department of Bioscience, International Institute of Agriculture, Ibadan, Oyo State, Nigeria
| | - Moses Orimoloye Akinjiyan
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
| | - Esther Opeyemi Ariyo
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
| | - Olabisi Olapade Aiyeku
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
| | - Nicholas Adeyemi Adewumi
- Department of Biochemistry, Bioinformatics and Molecular Biology Unit, Federal University of Technology Akure, Ondo State, Nigeria
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Antimalarial Drug Predictions Using Molecular Descriptors and Machine Learning against Plasmodium Falciparum. Biomolecules 2021; 11:biom11121750. [PMID: 34944394 PMCID: PMC8698534 DOI: 10.3390/biom11121750] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/12/2021] [Accepted: 11/17/2021] [Indexed: 11/16/2022] Open
Abstract
Malaria remains by far one of the most threatening and dangerous illnesses caused by the plasmodium falciparum parasite. Chloroquine (CQ) and first-line artemisinin-based combination treatment (ACT) have long been the drug of choice for the treatment and controlling of malaria; however, the emergence of CQ-resistant and artemisinin resistance parasites is now present in most areas where malaria is endemic. In this work, we developed five machine learning models to predict antimalarial bioactivities of a drug against plasmodium falciparum from the features (i.e., molecular descriptors values) obtained from PaDEL software from SMILES of compounds and compare the machine learning models by experiments with our collected data of 4794 instances. As a consequence, we found that three models amongst the five, namely artificial neural network (ANN), extreme gradient boost (XGB), and random forest (RF), outperform the others in terms of accuracy while observing that, using roughly a quarter of the promising descriptors picked by the feature selection algorithm, the five models achieved equivalent and comparable performance. Nevertheless, the contribution of all molecular descriptors in the models was investigated through the comparison of their rank values by the feature selection algorithm and found that the most potent and relevant descriptors which come from the ‘Autocorrelation’ module contributed more while the ‘Atom type electrotopological state’ contributed the least to the model.
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Okeke CJ, Musyoka TM, Sheik Amamuddy O, Barozi V, Tastan Bishop Ö. Allosteric pockets and dynamic residue network hubs of falcipain 2 in mutations including those linked to artemisinin resistance. Comput Struct Biotechnol J 2021; 19:5647-5666. [PMID: 34745456 PMCID: PMC8545671 DOI: 10.1016/j.csbj.2021.10.011] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 09/30/2021] [Accepted: 10/03/2021] [Indexed: 10/29/2022] Open
Abstract
Continually emerging resistant strains of malarial parasites to current drugs present challenges. Understanding the underlying resistance mechanisms, especially those linked to allostery is, thus, highly crucial for drug design. This forms the main concern of the paper through a case study of falcipain 2 (FP-2) and its mutations, some of which are linked to artemisinin (ART) drug resistance. Here, we applied a variety of in silico approaches and tools that we developed recently, together with existing computational tools. This included novel essential dynamics and dynamic residue network (DRN) analysis algorithms. We identified six pockets demonstrating dynamic differences in the presence of some mutations. We observed striking allosteric effects in two mutant proteins. In the presence of M245I, a cryptic pocket was detected via a unique mechanism in which Pocket 2 fused with Pocket 6. In the presence of the A353T mutation, which is located at Pocket 2, the pocket became the most rigid among all protein systems analyzed. Pocket 6 was also highly stable in all cases, except in the presence of M245I mutation. The effect of ART linked mutations was more subtle, and the changes were at residue level. Importantly, we identified an allosteric communication path formed by four unique averaged BC hubs going from the mutated residue to the catalytic site and passing through the interface of three identified pockets. Collectively, we established and demonstrated that we have robust tools and a pipeline that can be applicable to the analysis of mutations.
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Affiliation(s)
| | | | - Olivier Sheik Amamuddy
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
| | - Victor Barozi
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
| | - Özlem Tastan Bishop
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Makhanda 6140, South Africa
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Martins YA, Gonçalves TM, Lopez RFV. HPLC methods for choloroquine determination in biological samples and pharmaceutical products. Daru 2021; 29:223-239. [PMID: 33738722 PMCID: PMC8149527 DOI: 10.1007/s40199-021-00391-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 03/09/2021] [Indexed: 11/26/2022] Open
Abstract
OBJECTIVE Review and assess pharmaceutical and clinical characteristics of chloroquine including high-performance liquid chromatography (HPLC)-based methods used to quantify the drug in pharmaceutical products and biological samples. EVIDENCE ACQUISITION A literature review was undertaken on the PubMed, Science Direct, and Scielo databases using the following keywords related to the investigated subject: 'chloroquine', 'analytical methods', and 'HPLC'. RESULTS For more than seven decades, chloroquine has been used to treat malaria and some autoimmune diseases, such as lupus erythematosus and rheumatoid arthritis. There is growing interest in chloroquine as a therapeutic alternative in the treatment of HIV, Q fever, Whipple's disease, fungal, Zika, Chikungunya infections, Sjogren's syndrome, porphyria, chronic ulcerative stomatitis, polymorphic light eruption, and different types of cancer. HPLC coupled to UV detectors is the most employed method to quantify chloroquine in pharmaceutical products and biological samples. The main chromatographic conditions used to identify and quantify chloroquine from tablets and injections, degradation products, and metabolites are presented and discussed. CONCLUSION Research findings reported in this article may facilitate the repositioning, quality control, and biological monitoring of chloroquine in modern pharmaceutical dosage forms and treatments.
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Affiliation(s)
- Yugo Araújo Martins
- School of Pharmaceutical Sciences of Ribeirao Preto, University of Sao Paulo (FCFRP-USP), Avenida do Café, s/n, Ribeirao Preto, São Paulo, 14040-903, Brazil
| | - Talita Mota Gonçalves
- School of Pharmaceutical Sciences, Universidade Federal do Vale do São Francisco, Avenida José de Sá Maniçoba, s/n, Petrolina, Pernambuco, 56304-917, Brazil
| | - Renata F V Lopez
- School of Pharmaceutical Sciences of Ribeirao Preto, University of Sao Paulo (FCFRP-USP), Avenida do Café, s/n, Ribeirao Preto, São Paulo, 14040-903, Brazil.
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Sol Sol de Medeiros D, Tasca Cargnin S, Azevedo Dos Santos AP, de Souza Rodrigues M, Berton Zanchi F, Soares de Maria de Medeiros P, de Almeida E Silva A, Bioni Garcia Teles C, Baggio Gnoatto SC. Ursolic and betulinic semisynthetic derivatives show activity against CQ-resistant Plasmodium falciparum isolated from Amazonia. Chem Biol Drug Des 2021; 97:1038-1047. [PMID: 33638888 DOI: 10.1111/cbdd.13835] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 01/13/2021] [Accepted: 02/21/2021] [Indexed: 11/29/2022]
Abstract
ACT's low levels of Plasmodium parasitemia clearance are worrisome since it is the last treatment option against P. falciparum. This scenario has led to investigations of compounds with different mechanisms of action for malaria treatment. Natural compounds like ursolic acid (UA) and betulinic acid (BA), distinguished by their activity against numerous microorganisms, including P. falciparum, have become relevant. This study evaluated the antiplasmodial activity of imidazole derivatives of UA and BA against P. falciparum in vitro. Eight molecules were obtained by semisynthesis and tested against P. falciparum strains (NF54 and CQ-resistant 106/cand isolated in Porto Velho, Brazil); 2a and 2b showed activity against NF54 and 106/cand strains with IC50 < 10 µM. They presented high selectivity indexes (SI > 25) and showed synergism when combined with artemisinin. 2b inhibited the parasite's ring and schizont forms regardless of when the treatment began. In silico analysis presented a tight bind of 2b in the topoisomerase II-DNA complex. This study demonstrates the importance of natural derivate compounds as new candidates for malarial treatment with new mechanisms of action. Semisynthesis led to new triterpenes that are active against P. falciparum and may represent new alternatives for malaria drug development.
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Affiliation(s)
- Daniel Sol Sol de Medeiros
- Programa de Pós-Graduação em Biologia Experimental, Porto Velho, Brasil
- Plataforma de Bioensaios em Malária e Leishmaniose - Fundação Oswaldo Cruz, Porto Velho, Brasil
- Instituto Nacional de Epidemiologia na Amazônia Ocidental, Porto Velho, Brasil
| | - Simone Tasca Cargnin
- Laboratório de Fitoquímica e Síntese Orgânica - Programa de Pós-graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brasil
| | - Ana Paula Azevedo Dos Santos
- Programa de Pós-Graduação em Biologia Experimental, Porto Velho, Brasil
- Plataforma de Bioensaios em Malária e Leishmaniose - Fundação Oswaldo Cruz, Porto Velho, Brasil
- Instituto Nacional de Epidemiologia na Amazônia Ocidental, Porto Velho, Brasil
| | | | - Fernando Berton Zanchi
- Programa de Pós-Graduação em Biologia Experimental, Porto Velho, Brasil
- Instituto Nacional de Epidemiologia na Amazônia Ocidental, Porto Velho, Brasil
- Laboratório de Bioinformática e Química Medicinal - Fundação Oswaldo Cruz, Porto Velho, Brasil
| | | | | | - Carolina Bioni Garcia Teles
- Programa de Pós-Graduação em Biologia Experimental, Porto Velho, Brasil
- Plataforma de Bioensaios em Malária e Leishmaniose - Fundação Oswaldo Cruz, Porto Velho, Brasil
- Instituto Nacional de Epidemiologia na Amazônia Ocidental, Porto Velho, Brasil
| | - Simone Cristina Baggio Gnoatto
- Laboratório de Fitoquímica e Síntese Orgânica - Programa de Pós-graduação em Ciências Farmacêuticas, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brasil
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Towards Solving Health Inequities: A Method to Identify Ideological Operation in Global Health Programs. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18094393. [PMID: 33919017 PMCID: PMC8122602 DOI: 10.3390/ijerph18094393] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2021] [Revised: 04/08/2021] [Accepted: 04/16/2021] [Indexed: 12/23/2022]
Abstract
The function of ideology is to naturalize and maintain unequal relations of power. Making visible how ideology operates is necessary for solving health inequities grounded in inequities of resources and power. However, discerning ideology is difficult because it operates implicitly. It is not necessarily explicit in one’s stated aims or beliefs. Philosopher Slavoj Žižek conceptualizes ideology as a belief in overarching unity or harmony that obfuscates immanent tension within a system. Drawing from Žižek’s conceptualization of ideology, we identify what may be considered as ‘symptoms’ of ideological practice: (1) the recurrent nature of a problem, and (2) the implicit externalization of the cause. Our aim is to illustrate a method to identify ideological operation in health programs on the basis of its symptoms, using three case studies of persistent global health problems: inequitable access to vaccines, antimicrobial resistance, and health inequities across racialized communities. Our proposed approach for identifying ideology allows one to identify ideological practices that could not be identified by particular ideological contents. It also safeguards us from an illusory search for an emancipatory content. Critiquing ideology in general reveals possibilities that are otherwise kept invisible and unimaginable, and may help us solve recalcitrant problems such as health inequities.
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Gansané A, Moriarty LF, Ménard D, Yerbanga I, Ouedraogo E, Sondo P, Kinda R, Tarama C, Soulama E, Tapsoba M, Kangoye D, Compaore CS, Badolo O, Dao B, Tchwenko S, Tinto H, Valea I. Anti-malarial efficacy and resistance monitoring of artemether-lumefantrine and dihydroartemisinin-piperaquine shows inadequate efficacy in children in Burkina Faso, 2017-2018. Malar J 2021; 20:48. [PMID: 33468147 PMCID: PMC7816451 DOI: 10.1186/s12936-021-03585-6] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Accepted: 01/07/2021] [Indexed: 11/19/2022] Open
Abstract
Background The World Health Organization recommends regularly assessing the efficacy of artemisinin-based combination therapy (ACT), which is a critical tool in the fight against malaria. This study evaluated the efficacy of two artemisinin-based combinations recommended to treat uncomplicated Plasmodium falciparum malaria in Burkina Faso in three sites: Niangoloko, Nanoro, and Gourcy. Methods This was a two-arm randomized control trial of the efficacy of artemether-lumefantrine (AL) and dihydroartemisinin-piperaquine (DP). Children aged 6–59 months old were monitored for 42 days. The primary outcomes of the study were uncorrected and PCR-corrected efficacies to day 28 for AL and 42 for DP. Molecular markers of resistance to artemisinin derivatives and partner drugs were also analysed. Results Of 720 children enrolled, 672 reached study endpoints at day 28, 333 in the AL arm and 339 in the DP arm. PCR-corrected 28-day per protocol efficacy in the AL arm was 74% (64–83%) in Nanoro, 76% (66–83%) in Gourcy, and 92% (84–96%) in Niangoloko. The PCR-corrected 42-day per protocol efficacy in the DP arm was 84% (75–89%) in Gourcy, 89% (81–94%) in Nanoro, and 97% (92–99%) in Niangoloko. No Pfk13 mutation previously associated with artemisinin-resistance was observed. No statistically significant association was found between treatment outcome and presence of the 86Y mutation in the Pfmdr1 gene. There was also no association observed between treatment outcome and Pfpm2 or Pfmdr1 copy number variation. Conclusion The results of this study indicate evidence of inadequate efficacy of AL at day 28 and DP at day 42 in the same two sites. A change of first-line ACT may be warranted in Burkina Faso. Trial Registry Pan African Clinical Trial Registry Identifier: PACTR201708002499311. Date of registration: 8/3/2017 https://pactr.samrc.ac.za/Search.aspx
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Affiliation(s)
- Adama Gansané
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso.
| | - Leah F Moriarty
- Division of Parasitic Diseases and Malaria, Center for Global Health, Centers for Disease Control and Prevention, US President's Malaria Initiative, Atlanta, GA, USA
| | - Didier Ménard
- Malaria Genetics and Resistance Unit, Department of Parasites and Insect Vectors, Institut Pasteur, Paris, France
| | - Isidore Yerbanga
- IRSS / Unité de Recherche Clinique de Nanoro, Nanoro, Burkina Faso
| | - Esperance Ouedraogo
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | - Paul Sondo
- IRSS / Unité de Recherche Clinique de Nanoro, Nanoro, Burkina Faso
| | - Rene Kinda
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | - Casimir Tarama
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | - Edwige Soulama
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | - Madou Tapsoba
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | - David Kangoye
- Centre National de Recherche Et de Formation Sur Le Paludisme, Ouagadougou, Burkina Faso
| | | | - Ousmane Badolo
- JHPIEGO/ Improving Malaria Care, Ouagadougou, Burkina Faso
| | - Blami Dao
- JHPIEGO/ Improving Malaria Care, Ouagadougou, Burkina Faso
| | - Samuel Tchwenko
- Division of Parasitic Diseases and Malaria, Center for Global Health, Centers for Disease Control and Prevention, US President's Malaria Initiative, Atlanta, GA, USA
| | - Halidou Tinto
- IRSS / Unité de Recherche Clinique de Nanoro, Nanoro, Burkina Faso
| | - Innocent Valea
- IRSS / Unité de Recherche Clinique de Nanoro, Nanoro, Burkina Faso
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Simoben CV, Ntie-Kang F, Robaa D, Sippl W. Case studies on computer-based identification of natural products as lead molecules. PHYSICAL SCIENCES REVIEWS 2020. [DOI: 10.1515/psr-2018-0119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
AbstractThe development and application of computer-aided drug design/discovery (CADD) techniques (such as structured-base virtual screening, ligand-based virtual screening and neural networks approaches) are on the point of disintermediation in the pharmaceutical drug discovery processes. The application of these CADD methods are standing out positively as compared to other experimental approaches in the identification of hits. In order to venture into new chemical spaces, research groups are exploring natural products (NPs) for the search and identification of new hits and more efficient leads as well as the repurposing of approved NPs. The chemical space of NPs is continuously increasing as a result of millions of years of evolution of species and these data are mainly stored in the form of databases providing access to scientists around the world to conduct studies using them. Investigation of these NP databases with the help of CADD methodologies in combination with experimental validation techniques is essential to identify and propose new drug molecules. In this chapter, we highlight the importance of the chemical diversity of NPs as a source for potential drugs as well as some of the success stories of NP-derived candidates against important therapeutic targets. The focus is on studies that applied a healthy dose of the emerging CADD methodologies (structure-based, ligand-based and machine learning).
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Affiliation(s)
- Conrad V. Simoben
- Department of Medicinal Chemistry (AG Sippl), Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, Kurt-Mothes-Str. 3, 06120Halle (Saale), Germany
| | - Fidele Ntie-Kang
- Department of Chemistry, University of Buea, P. O. Box 63, Buea, Cameroon
- Department of Medicinal Chemistry (AG Sippl), Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, Kurt-Mothes-Str. 3, 06120Halle (Saale), Germany
| | - Dina Robaa
- Department of Medicinal Chemistry (AG Sippl), Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, Kurt-Mothes-Str. 3, 06120Halle (Saale), Germany
| | - Wolfgang Sippl
- Department of Medicinal Chemistry (AG Sippl), Institute of Pharmacy, Martin-Luther-Universität Halle-Wittenberg, Kurt-Mothes-Str. 3, 06120Halle (Saale), Germany
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Rout S, Mahapatra RK. Plasmodium falciparum: Multidrug resistance. Chem Biol Drug Des 2019; 93:737-759. [DOI: 10.1111/cbdd.13484] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2018] [Revised: 01/05/2019] [Accepted: 01/09/2019] [Indexed: 12/25/2022]
Affiliation(s)
- Subhashree Rout
- School of BiotechnologyKIIT University Bhubaneswar Odisha India
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Predictive classifier models built from natural products with antimalarial bioactivity using machine learning approach. PLoS One 2018; 13:e0204644. [PMID: 30265702 PMCID: PMC6161899 DOI: 10.1371/journal.pone.0204644] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2017] [Accepted: 09/12/2018] [Indexed: 11/19/2022] Open
Abstract
In view of the vast number of natural products with potential antiplasmodial bioactivity and cost of conducting antiplasmodial bioactivity assays, it may be judicious to learn from previous antiplasmodial bioassays and predict bioactivity of these natural products before experimental bioassays. This study set out to harness antimalarial bioactivity data of natural products to build accurate predictive models, utilizing classical machine learning approaches, which can find potential antimalarial hits from new sets of natural products. Classical machine learning approaches were used to build four classifier models (Naïve Bayesian, Voted Perceptron, Random Forest and Sequence Minimization Optimization of Support Vector Machines) from bioactivity data of natural products with in-vitro antiplasmodial activity (NAA) using a combination of the molecular descriptors and two-dimensional molecular fingerprints of the compounds. Models were evaluated with an independent test dataset. Possible chemical features associated with reported antimalarial activities of the compounds were also extracted. From the results, Random Forest (accuracy 82.81%, Kappa statistics 0.65 and Area under Receiver Operating Characteristics curve 0.91) and Sequential Minimization Optimization (accuracy 85.93%, Kappa statistics 0.72 and Area under Receiver Operating Characteristics curve 0.86) showed good predictive performance for the NAA dataset. The amine chemical group (specifically alkyl amines and basic nitrogen) was confirmed to be essential for antimalarial activity in active NAA dataset. This study built and evaluated classifier models that were used to predict the antiplasmodial bioactivity class (active or inactive) of a set of natural products from interBioScreen chemical library.
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Prudhomme O’Meara W, Menya D, Laktabai J, Platt A, Saran I, Maffioli E, Kipkoech J, Mohanan M, Turner EL. Improving rational use of ACTs through diagnosis-dependent subsidies: Evidence from a cluster-randomized controlled trial in western Kenya. PLoS Med 2018; 15:e1002607. [PMID: 30016316 PMCID: PMC6049880 DOI: 10.1371/journal.pmed.1002607] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Accepted: 06/08/2018] [Indexed: 01/12/2023] Open
Abstract
BACKGROUND More than half of artemisinin combination therapies (ACTs) consumed globally are dispensed in the retail sector, where diagnostic testing is uncommon, leading to overconsumption and poor targeting. In many malaria-endemic countries, ACTs sold over the counter are available at heavily subsidized prices, further contributing to their misuse. Inappropriate use of ACTs can have serious implications for the spread of drug resistance and leads to poor outcomes for nonmalaria patients treated with incorrect drugs. We evaluated the public health impact of an innovative strategy that targets ACT subsidies to confirmed malaria cases by coupling free diagnostic testing with a diagnosis-dependent ACT subsidy. METHODS AND FINDINGS We conducted a cluster-randomized controlled trial in 32 community clusters in western Kenya (population approximately 160,000). Eligible clusters had retail outlets selling ACTs and existing community health worker (CHW) programs and were randomly assigned 1:1 to control and intervention arms. In intervention areas, CHWs were available in their villages to perform malaria rapid diagnostic tests (RDTs) on demand for any individual >1 year of age experiencing a malaria-like illness. Malaria RDT-positive individuals received a voucher for a discount on a quality-assured ACT, redeemable at a participating retail medicine outlet. In control areas, CHWs offered a standard package of health education, prevention, and referral services. We conducted 4 population-based surveys-at baseline, 6 months, 12 months, and 18 months-of a random sample of households with fever in the last 4 weeks to evaluate predefined, individual-level outcomes. The primary outcome was uptake of malaria diagnostic testing at 12 months. The main secondary outcome was rational ACT use, defined as the proportion of ACTs used by test-positive individuals. Analyses followed the intention-to-treat principle using generalized estimating equations (GEEs) to account for clustering with prespecified adjustment for gender, age, education, and wealth. All descriptive statistics and regressions were weighted to account for sampling design. Between July 2015 and May 2017, 32,404 participants were tested for malaria, and 10,870 vouchers were issued. A total of 7,416 randomly selected participants with recent fever from all 32 clusters were surveyed. The majority of recent fevers were in children under 18 years (62.9%, n = 4,653). The gender of enrolled participants was balanced in children (49.8%, n = 2,318 boys versus 50.2%, n = 2,335 girls), but more adult women were enrolled than men (78.0%, n = 2,139 versus 22.0%, n = 604). At baseline, 67.6% (n = 1,362) of participants took an ACT for their illness, and 40.3% (n = 810) of all participants took an ACT purchased from a retail outlet. At 12 months, 50.5% (n = 454) in the intervention arm and 43.4% (n = 389) in the control arm had a malaria diagnostic test for their recent fever (adjusted risk difference [RD] = 9 percentage points [pp]; 95% CI 2-15 pp; p = 0.015; adjusted risk ratio [RR] = 1.20; 95% CI 1.05-1.38; p = 0.015). By 18 months, the ARR had increased to 1.25 (95% CI 1.09-1.44; p = 0.005). Rational use of ACTs in the intervention area increased from 41.7% (n = 279) at baseline to 59.6% (n = 403) and was 40% higher in the intervention arm at 18 months (ARR 1.40; 95% CI 1.19-1.64; p < 0.001). While intervention effects increased between 12 and 18 months, we were not able to estimate longer-term impact of the intervention and could not independently evaluate the effects of the free testing and the voucher on uptake of testing. CONCLUSIONS Diagnosis-dependent ACT subsidies and community-based interventions that include the private sector can have an important impact on diagnostic testing and population-wide rational use of ACTs. Targeting of the ACT subsidy itself to those with a positive malaria diagnostic test may also improve sustainability and reduce the cost of retail-sector ACT subsidies. TRIAL REGISTRATION ClinicalTrials.gov NCT02461628.
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Affiliation(s)
- Wendy Prudhomme O’Meara
- Department of Medicine, Duke University School of Medicine, Durham, North Carolina, United States of America
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Moi University School of Public Health, College of Health Sciences, Eldoret, Kenya
| | - Diana Menya
- Moi University School of Public Health, College of Health Sciences, Eldoret, Kenya
| | - Jeremiah Laktabai
- Moi University School of Medicine, College of Health Sciences, Eldoret, Kenya
- Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Alyssa Platt
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, United States of America
| | - Indrani Saran
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
| | - Elisa Maffioli
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Department of Economics, Duke University, Durham, North Carolina, United States of America
| | - Joseph Kipkoech
- Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Manoj Mohanan
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Department of Economics, Duke University, Durham, North Carolina, United States of America
- Sanford School of Public Policy, Duke University, Durham, North Carolina, United States of America
| | - Elizabeth L. Turner
- Duke Global Health Institute, Duke University, Durham, North Carolina, United States of America
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, United States of America
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Singh IV, Mishra S. Molecular Docking Analysis of Pyrimethamine Derivatives with Plasmodium falciparum Dihydrofolate Reductase. Bioinformation 2018; 14:232-235. [PMID: 30108420 PMCID: PMC6077817 DOI: 10.6026/97320630014232] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Revised: 05/23/2018] [Accepted: 05/23/2018] [Indexed: 11/23/2022] Open
Abstract
DHFR from Pf is a known target for malaria. There is a continued effort for the design and development of the potent inhibitor for PfDHFR in the control of malaria. Therefore it is of interest to screen PfDHFR with the derivatives of Pyrimethamine. The results show that the compound CID 10476801 has lowest docked energy (-11.48 kcal/mol) with protein likely to be a drug candidate, probably inhibiting PfDHFR structure. Residues of PfDHFR protein involved in the formation of hydrogen bonds with compound CID 10476801 are confirmed to be ASP54. The findings provide new insights into development of potent chemotherapeutic drug for combating malaria.
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Affiliation(s)
- Indra Vikram Singh
- Laboratory of Bioinformatics, Department of Biotechnology, IFTM University, Delhi Road (NH 24), Moradabad 244 102, Uttar Pradesh, India
| | - Sanjay Mishra
- Laboratory of Bioinformatics, Department of Biotechnology, IFTM University, Delhi Road (NH 24), Moradabad 244 102, Uttar Pradesh, India
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Keough DT, Rejman D, Pohl R, Zborníková E, Hocková D, Croll T, Edstein MD, Birrell GW, Chavchich M, Naesens LMJ, Pierens GK, Brereton IM, Guddat LW. Design of Plasmodium vivax Hypoxanthine-Guanine Phosphoribosyltransferase Inhibitors as Potential Antimalarial Therapeutics. ACS Chem Biol 2018; 13:82-90. [PMID: 29161011 DOI: 10.1021/acschembio.7b00916] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Plasmodium falciparum (Pf) and Plasmodium vivax (Pv) are the foremost causative agents of malaria. Due to the development of resistance to current antimalarial medications, new drugs for this parasitic disease need to be discovered. The activity of hypoxanthine-guanine-[xanthine]-phosphoribosyltransferase, HG[X]PRT, is reported to be essential for the growth of both of these parasites, making it an excellent target for antimalarial drug discovery. Here, we have used rational structure-based methods to design an inhibitor, [3R,4R]-4-guanin-9-yl-3-((S)-2-hydroxy-2-phosphonoethyl)oxy-1-N-(phosphonopropionyl)pyrrolidine, of PvHGPRT and PfHGXPRT that has Ki values of 8 and 7 nM, respectively, for these two enzymes. The crystal structure of PvHGPRT in complex with this compound has been determined to 2.85 Å resolution. The corresponding complex with human HGPRT was also obtained to allow a direct comparison of the binding modes of this compound with the two enzymes. The tetra-(ethyl l-phenylalanine) tetraamide prodrug of this compound was synthesized, and it has an IC50 of 11.7 ± 3.2 μM against Pf lines grown in culture and a CC50 in human A549 cell lines of 102 ± 11 μM, thus giving it a ∼10-fold selectivity index.
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Affiliation(s)
- Dianne T. Keough
- School
of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane 4072, Australia
| | - Dominik Rejman
- Institute
of Organic Chemistry and Biochemistry, Czech Academy of Sciences, CZ-166
10 Prague 6, Czech Republic
| | - Radek Pohl
- Institute
of Organic Chemistry and Biochemistry, Czech Academy of Sciences, CZ-166
10 Prague 6, Czech Republic
| | - Eva Zborníková
- Institute
of Organic Chemistry and Biochemistry, Czech Academy of Sciences, CZ-166
10 Prague 6, Czech Republic
| | - Dana Hocková
- Institute
of Organic Chemistry and Biochemistry, Czech Academy of Sciences, CZ-166
10 Prague 6, Czech Republic
| | - Tristan Croll
- Institute
of Health and Biomedical Innovation, Queensland University of Technology, 2 George St, Brisbane 4000, Australia
| | - Michael D. Edstein
- Department
of Drug Evaluation, Australian Army Malaria Institute, Enoggera 4051, Australia
| | - Geoff W. Birrell
- Department
of Drug Evaluation, Australian Army Malaria Institute, Enoggera 4051, Australia
| | - Marina Chavchich
- Department
of Drug Evaluation, Australian Army Malaria Institute, Enoggera 4051, Australia
| | - Lieve M. J. Naesens
- Rega
Institute for Medical Research, Katholique University, Minderbroedersstraat 10, B-3000 Leuven, Belgium
| | - Gregory K. Pierens
- Centre for
Advanced Imaging, The University of Queensland, St Lucia 4072, Australia
| | - Ian M. Brereton
- Centre for
Advanced Imaging, The University of Queensland, St Lucia 4072, Australia
| | - Luke W. Guddat
- School
of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane 4072, Australia
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Baruah UK, Gowthamarajan K, Vanka R, Karri VVSR, Selvaraj K, Jojo GM. Malaria treatment using novel nano-based drug delivery systems. J Drug Target 2017; 25:567-581. [PMID: 28166440 DOI: 10.1080/1061186x.2017.1291645] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
We reside in an era of technological innovation and advancement despite which infectious diseases like malaria remain to be one of the greatest threats to the humans. Mortality rate caused by malaria disease is a huge concern in the twenty-first century. Multiple drug resistance and nonspecific drug targeting of the most widely used drugs are the main reasons/drawbacks behind the failure in malarial therapy. Dose-related toxicity because of high doses is also a major concern. Therefore, to overcome these problems nano-based drug delivery systems are being developed to facilitate site-specific or target-based drug delivery and hence minimizing the development of resistance progress and dose-dependent toxicity issues. In this review, we discuss about the shortcomings in treating malaria and how nano-based drug delivery systems can help in curtailing the infectious disease malaria.
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Affiliation(s)
- Uday Krishna Baruah
- a Department of Pharmaceutics , JSS College of Pharmacy, Ootacamund, JSS University , Mysuru , India
| | - Kuppusamy Gowthamarajan
- a Department of Pharmaceutics , JSS College of Pharmacy, Ootacamund, JSS University , Mysuru , India
| | - Ravisankar Vanka
- a Department of Pharmaceutics , JSS College of Pharmacy, Ootacamund, JSS University , Mysuru , India
| | | | - Kousalya Selvaraj
- a Department of Pharmaceutics , JSS College of Pharmacy, Ootacamund, JSS University , Mysuru , India
| | - Gifty M Jojo
- a Department of Pharmaceutics , JSS College of Pharmacy, Ootacamund, JSS University , Mysuru , India
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Design, synthesis and anti-P. falciparum activity of pyrazolopyridine–sulfonamide derivatives. Bioorg Med Chem 2016; 24:4492-4498. [DOI: 10.1016/j.bmc.2016.07.049] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2016] [Revised: 07/20/2016] [Accepted: 07/22/2016] [Indexed: 11/19/2022]
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Structure Based Docking and Molecular Dynamic Studies of Plasmodial Cysteine Proteases against a South African Natural Compound and its Analogs. Sci Rep 2016; 6:23690. [PMID: 27030511 PMCID: PMC4814779 DOI: 10.1038/srep23690] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2015] [Accepted: 03/09/2016] [Indexed: 11/09/2022] Open
Abstract
Identification of potential drug targets as well as development of novel antimalarial chemotherapies with unique mode of actions due to drug resistance by Plasmodium parasites are inevitable. Falcipains (falcipain-2 and falcipain-3) of Plasmodium falciparum, which catalyse the haemoglobin degradation process, are validated drug targets. Previous attempts to develop peptide based drugs against these enzymes have been futile due to the poor pharmacological profiles and susceptibility to degradation by host enzymes. This study aimed to identify potential non-peptide inhibitors against falcipains and their homologs from other Plasmodium species. Structure based virtual docking approach was used to screen a small non-peptidic library of natural compounds from South Africa against 11 proteins. A potential hit, 5α-Pregna-1,20-dien-3-one (5PGA), with inhibitory activity against plasmodial proteases and selectivity on human cathepsins was identified. A 3D similarity search on the ZINC database using 5PGA identified five potential hits based on their docking energies. The key interacting residues of proteins with compounds were identified via molecular dynamics and free binding energy calculations. Overall, this study provides a basis for further chemical design for more effective derivatives of these compounds. Interestingly, as these compounds have cholesterol-like nuclei, they and their derivatives might be well tolerated in humans.
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