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Puszko AK, Batista FA, Ejjoummany A, Bouillon A, Maurel M, Adler P, Legru A, Martinez M, Ortega Varga L, Hadjadj M, Alzari PM, Blondel A, Haouz A, Barale JC, Hernandez JF. Towards Improved Peptidic α-Ketoamide Inhibitors of the Plasmodial Subtilisin-Like SUB1: Exploration of N-Terminal Extensions and Cyclic Constraints. ChemMedChem 2025; 20:e202400924. [PMID: 39832214 DOI: 10.1002/cmdc.202400924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 01/17/2025] [Accepted: 01/17/2025] [Indexed: 01/22/2025]
Abstract
After more than 15 years of decline, the Malaria epidemy has increased again since 2017, reinforcing the need to identify drug candidates active on new targets involved in at least two biological stages of the Plasmodium life cycle. The SUB1 protease, which is essential for parasite egress in both hepatic and blood stages, would meet these criteria. We previously reported the structure-activity relationship analysis of α-ketoamide-containing inhibitors encompassing positions P4-P2'. Despite compounds with high inhibitory potencies were identified, their antiparasitic activity remained limited, probably due to insufficient cell permeability. Here, we present our efforts to improve it through the N-terminal introduction of basic or hydrophobic moieties and/or cyclization. Compared to our previous reference compounds 1/2 (Ac-Ile/Cpg-Thr-Ala-AlaCO-Asp-Glu (Oall)-NH2), we identified analogues with improved Pf-/PvSUB1 inhibition (IC50 values in the 10-20 nM range) and parasite growth inhibition (up to 98 % at 100 μM). The increase in potency was mainly observed when increasing the overall hydrophobicity of the compounds. Conjugation to the cell penetrating peptide octa-arginine was also favorable. Finally, the crystal structure of PvSUB1 in complex with compound 15 has been determined at 1.6 Å resolution. Compared to compound 1, this structure extended to the P5 residue and revealed two additional hydrogen bonds.
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Affiliation(s)
- Anna K Puszko
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Fernando A Batista
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Abdelaziz Ejjoummany
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Anthony Bouillon
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Manon Maurel
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Pauline Adler
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Alice Legru
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Mariano Martinez
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Laura Ortega Varga
- Structural Bioinformatic, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Margot Hadjadj
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Pedro M Alzari
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Arnaud Blondel
- Structural Bioinformatic, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Ahmed Haouz
- Cristallography Platform-C2RT, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Jean-Christophe Barale
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Jean-François Hernandez
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
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2
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Legru A, Batista FA, Puszko AK, Bouillon A, Maurel M, Martinez M, Ejjoummany A, Ortega Varga L, Adler P, Méchaly A, Hadjadj M, Sosnowski P, Hopfgartner G, Alzari PM, Blondel A, Haouz A, Barale JC, Hernandez JF. Insights from structure-activity relationships and the binding mode of peptidic α-ketoamide inhibitors of the malaria drug target subtilisin-like SUB1. Eur J Med Chem 2024; 269:116308. [PMID: 38503166 DOI: 10.1016/j.ejmech.2024.116308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 03/04/2024] [Accepted: 03/04/2024] [Indexed: 03/21/2024]
Abstract
Plasmodium multi-resistance, including against artemisinin, seriously threatens malaria treatment and control. Hence, new drugs are urgently needed, ideally targeting different parasitic stages, which are not yet targeted by current drugs. The SUB1 protease is involved in both hepatic and blood stages due to its essential role in the egress of parasites from host cells, and, as potential new target, it would meet the above criteria. We report here the synthesis as well as the biological and structural evaluation of substrate-based α-ketoamide SUB1 pseudopeptidic inhibitors encompassing positions P4-P2'. By individually substituting each position of the reference compound 1 (MAM-117, Ac-Ile-Thr-Ala-AlaCO-Asp-Glu (Oall)-NH2), we better characterized the structural determinants for SUB1 binding. We first identified compound 8 with IC50 values of 50 and 570 nM against Pv- and PfSUB1, respectively (about 3.5-fold higher potency compared to 1). Compound 8 inhibited P. falciparum merozoite egress in culture by 37% at 100 μM. By increasing the overall hydrophobicity of the compounds, we could improve the PfSUB1 inhibition level and antiparasitic activity, as shown with compound 40 (IC50 values of 12 and 10 nM against Pv- and PfSUB1, respectively, IC50 value of 23 μM on P. falciparum merozoite egress). We also found that 8 was highly selective towards SUB1 over three mammalian serine peptidases, supporting the promising value of this compound. Finally, several crystal 3D-structures of SUB1-inhibitor complexes, including with 8, were solved at high resolution to decipher the binding mode of these compounds.
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Affiliation(s)
- Alice Legru
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Fernando A Batista
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Anna K Puszko
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Anthony Bouillon
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Manon Maurel
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Mariano Martinez
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Abdelaziz Ejjoummany
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Laura Ortega Varga
- Structural Bioinformatic, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Pauline Adler
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Ariel Méchaly
- Cristallography Platform-C2RT, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Margot Hadjadj
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France
| | - Piotr Sosnowski
- Department of Inorganic and Analytical Chemistry, University of Geneva, CH-1211, Geneva, Switzerland
| | - Gérard Hopfgartner
- Department of Inorganic and Analytical Chemistry, University of Geneva, CH-1211, Geneva, Switzerland
| | - Pedro M Alzari
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Arnaud Blondel
- Structural Bioinformatic, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Ahmed Haouz
- Cristallography Platform-C2RT, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France
| | - Jean-Christophe Barale
- Structural Microbiology, UMR3528, Institut Pasteur, CNRS, Université de Paris, Paris, France.
| | - Jean-François Hernandez
- Institut des Biomolécules Max Mousseron (IBMM), CNRS, Univ Montpellier, ENSCM, Montpellier, France.
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Martinez M, Bouillon A, Brûlé S, Raynal B, Haouz A, Alzari PM, Barale JC. Prodomain-driven enzyme dimerization: a pH-dependent autoinhibition mechanism that controls Plasmodium Sub1 activity before merozoite egress. mBio 2024; 15:e0019824. [PMID: 38386597 PMCID: PMC10936178 DOI: 10.1128/mbio.00198-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Accepted: 01/31/2024] [Indexed: 02/24/2024] Open
Abstract
Malaria symptoms are associated with the asexual multiplication of Plasmodium falciparum within human red blood cells (RBCs) and fever peaks coincide with the egress of daughter merozoites following the rupture of the parasitophorous vacuole (PV) and the RBC membranes. Over the last two decades, it has emerged that the release of competent merozoites is tightly regulated by a complex cascade of events, including the unusual multi-step activation mechanism of the pivotal subtilisin-like protease 1 (Sub1) that takes place in three different cellular compartments and remains poorly understood. Following an initial auto-maturation in the endoplasmic reticulum (ER) between its pro- and catalytic domains, the Sub1 prodomain (PD) undergoes further cleavages by the parasite aspartic protease plasmepsin X (PmX) within acidic secretory organelles that ultimately lead to full Sub1 activation upon discharge into the PV. Here, we report the crystal structure of full-length P. falciparum Sub1 (PfS1FL) and demonstrate, through structural, biochemical, and biophysical studies, that the atypical Plasmodium-specific Sub1 PD directly promotes the assembly of inactive enzyme homodimers at acidic pH, whereas Sub1 is primarily monomeric at neutral pH. Our results shed new light into the finely tuned Sub1 spatiotemporal activation during secretion, explaining how PmX processing and full activation of Sub1 can occur in different cellular compartments, and uncover a robust mechanism of pH-dependent subtilisin autoinhibition that plays a key role in P. falciparum merozoites egress from infected host cells.IMPORTANCEMalaria fever spikes are due to the rupture of infected erythrocytes, allowing the egress of Plasmodium sp. merozoites and further parasite propagation. This fleeting tightly regulated event involves a cascade of enzymes, culminating with the complex activation of the subtilisin-like protease 1, Sub1. Differently than other subtilisins, Sub1 activation strictly depends upon the processing by a parasite aspartic protease within acidic merozoite secretory organelles. However, Sub1 biological activity is required in the pH neutral parasitophorous vacuole, to prime effectors involved in the rupture of the vacuole and erythrocytic membranes. Here, we show that the unusual, parasite-specific Sub1 prodomain is directly responsible for its acidic-dependent dimerization and autoinhibition, required for protein secretion, before its full activation at neutral pH in a monomeric form. pH-dependent Sub1 dimerization defines a novel, essential regulatory element involved in the finely tuned spatiotemporal activation of the egress of competent Plasmodium merozoites.
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Affiliation(s)
- Mariano Martinez
- Unité de Microbiologie Structurale, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Anthony Bouillon
- Unité de Microbiologie Structurale, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Sébastien Brûlé
- Plate-forme de Biophysique Moleculaire-C2RT, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Bertrand Raynal
- Plate-forme de Biophysique Moleculaire-C2RT, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Ahmed Haouz
- Plate-forme de Cristallographie-C2RT, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Pedro M. Alzari
- Unité de Microbiologie Structurale, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
| | - Jean-Christophe Barale
- Unité de Microbiologie Structurale, Institut Pasteur, CNRS UMR 3528, Université Paris Cité, Paris, France
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Rayala R, Chaudhari P, Bunnell A, Roberts B, Chakrabarti D, Nefzi A. Parallel Synthesis of Piperazine Tethered Thiazole Compounds with Antiplasmodial Activity. Int J Mol Sci 2023; 24:17414. [PMID: 38139243 PMCID: PMC10743568 DOI: 10.3390/ijms242417414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 12/01/2023] [Accepted: 12/07/2023] [Indexed: 12/24/2023] Open
Abstract
Thiazole and piperazine are two important heterocyclic rings that play a prominent role in nature and have a broad range of applications in agricultural and medicinal chemistry. Herein, we report the parallel synthesis of a library of diverse piperazine-tethered thiazole compounds. The reaction of piperazine with newly generated 4-chloromethyl-2-amino thiazoles led to the desired piperazine thiazole compounds with high purities and good overall yields. Using a variety of commercially available carboxylic acids, the parallel synthesis of a variety of disubstituted 4-(piperazin-1-ylmethyl)thiazol-2-amine derivatives is described. the screening of the compounds led to the identification of antiplasmodial compounds that exhibited interesting antimalarial activity, primarily against the Plasmodium falciparum chloroquine-resistant Dd2 strain. The hit compound 2291-61 demonstrated an antiplasmodial EC50 of 102 nM in the chloroquine-resistant Dd2 strain and a selectivity of over 140.
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Affiliation(s)
- Ramanjaneyulu Rayala
- Herbert Wertheim College of Medicine, Center for Translational Science, Florida International University, Miami, FL 33199, USA; (R.R.); (P.C.); (A.B.)
| | - Prakash Chaudhari
- Herbert Wertheim College of Medicine, Center for Translational Science, Florida International University, Miami, FL 33199, USA; (R.R.); (P.C.); (A.B.)
| | - Ashley Bunnell
- Herbert Wertheim College of Medicine, Center for Translational Science, Florida International University, Miami, FL 33199, USA; (R.R.); (P.C.); (A.B.)
| | - Bracken Roberts
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL 32826, USA; (B.R.); (D.C.)
| | - Debopam Chakrabarti
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL 32826, USA; (B.R.); (D.C.)
| | - Adel Nefzi
- Herbert Wertheim College of Medicine, Center for Translational Science, Florida International University, Miami, FL 33199, USA; (R.R.); (P.C.); (A.B.)
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5
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Sow C, Bouissou A, Girard YA, Singh GB, Bounaadja L, Payrat JM, Haas D, Isola H, Lanteri MC, Bringmann P, Grellier P. Robust inactivation of Plasmodium falciparum in red blood cell concentrates using amustaline and glutathione pathogen reduction. Transfusion 2022; 62:1073-1083. [PMID: 35385146 PMCID: PMC9325390 DOI: 10.1111/trf.16867] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 02/22/2022] [Accepted: 03/08/2022] [Indexed: 12/20/2022]
Abstract
BACKGROUND Plasmodium falciparum is the parasite responsible for most malaria cases globally. The risk of transfusion-transmitted malaria (TTM) is mitigated by donor deferrals and blood screening strategies, which adversely impact blood availability. Previous studies showed robust inactivation of P. falciparum using nucleic acid-targeting pathogen reduction technologies (PRT) for the treatment of plasma and platelet components or whole blood (WB). The efficacy of the amustaline-glutathione (GSH) PRT to inactivate P. falciparum is here evaluated in red blood cells (RBC), as well the impact of PRT on parasite loads, stages, and strains. STUDY DESIGN AND METHODS RBC units resuspended in AS-1 or AS-5 additive solutions were spiked with ring stage-infected RBC and treated with the amustaline-GSH PRT. Parasite loads and viability were measured in samples at the time of contamination, and after treatment, using serial 10-fold dilutions of the samples in RBC cultures maintained for up to 4 weeks. RESULTS P. falciparum viability assays allow for the detection of very low levels of parasite. Initial parasite titer was >5.2 log10 /ml in AS-1/5 RBC. No infectious parasites were detected in amustaline-GSH-treated samples after 4 weeks of culture. Amustaline-GSH inactivated high parasite loads regardless of parasite stages and strains. Amustaline readily penetrates the parasite, irreversibly blocks development, and leads to parasite death and expulsion from RBC. DISCUSSION Amustaline-GSH PRT demonstrated robust efficacy to inactivate malaria parasites in RBC concentrates. This study completes the portfolio of studies demonstrating the efficacy of nucleic acid-targeting PRTs to mitigate TTM risks as previously reported for platelet concentrates, plasma, and WB.
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Affiliation(s)
- Cissé Sow
- UMR7245 MCAM, Muséum National d'Histoire Naturelle, Team PPL, CNRS, Paris, France
| | - Amélie Bouissou
- UMR7245 MCAM, Muséum National d'Histoire Naturelle, Team PPL, CNRS, Paris, France
| | | | | | - Lotfi Bounaadja
- UMR7245 MCAM, Muséum National d'Histoire Naturelle, Team PPL, CNRS, Paris, France
| | | | | | | | | | | | - Philippe Grellier
- UMR7245 MCAM, Muséum National d'Histoire Naturelle, Team PPL, CNRS, Paris, France
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6
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Huang G, Murillo Solano C, Melendez J, Shaw J, Collins J, Banks R, Arshadi AK, Boonhok R, Min H, Miao J, Chakrabarti D, Yuan Y. Synthesis, Structure-Activity Relationship, and Antimalarial Efficacy of 6-Chloro-2-arylvinylquinolines. J Med Chem 2020; 63:11756-11785. [PMID: 32959656 DOI: 10.1021/acs.jmedchem.0c00858] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
There is an urgent need to develop new efficacious antimalarials to address the emerging drug-resistant clinical cases. Our previous phenotypic screening identified styrylquinoline UCF501 as a promising antimalarial compound. To optimize UCF501, we herein report a detailed structure-activity relationship study of 2-arylvinylquinolines, leading to the discovery of potent, low nanomolar antiplasmodial compounds against a Plasmodium falciparum CQ-resistant Dd2 strain, with excellent selectivity profiles (resistance index < 1 and selectivity index > 200). Several metabolically stable 2-arylvinylquinolines are identified as fast-acting agents that kill asexual blood-stage parasites at the trophozoite phase, and the most promising compound 24 also demonstrates transmission blocking potential. Additionally, the monophosphate salt of 24 exhibits excellent in vivo antimalarial efficacy in the murine model without noticeable toxicity. Thus, the 2-arylvinylquinolines represent a promising class of antimalarial drug leads.
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Affiliation(s)
- Guang Huang
- Department of Chemistry, University of Central Florida, Orlando, Florida 32816, United States
| | - Claribel Murillo Solano
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Joel Melendez
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Justin Shaw
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Jennifer Collins
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Robert Banks
- Research Program Services, University of Central Florida, Orlando, Florida 32816, United States
| | - Arash Keshavarzi Arshadi
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Rachasak Boonhok
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida 33612, United States.,Department of Medical Technology, School of Allied Health Science, Walailak University, Nakhon Si Thammarat 80160, Thailand
| | - Hui Min
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida 33612, United States
| | - Jun Miao
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida 33612, United States
| | - Debopam Chakrabarti
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, Florida 32826, United States
| | - Yu Yuan
- Department of Chemistry, University of Central Florida, Orlando, Florida 32816, United States
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7
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Huang G, Solano CM, Melendez J, Yu-Alfonzo S, Boonhok R, Min H, Miao J, Chakrabarti D, Yuan Y. Discovery of fast-acting dual-stage antimalarial agents by profiling pyridylvinylquinoline chemical space via copper catalyzed azide-alkyne cycloadditions. Eur J Med Chem 2020; 209:112889. [PMID: 33045660 DOI: 10.1016/j.ejmech.2020.112889] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 09/08/2020] [Accepted: 09/24/2020] [Indexed: 11/18/2022]
Abstract
To identity fast-acting, multistage antimalarial agents, a series of pyridylvinylquinoline-triazole analogues have been synthesized via CuAAC. Most of the compounds display significant inhibitory effect on the drug-resistant malarial Dd2 strain at low submicromolar concentrations. Among the tested analogues, compound 60 is the most potent molecule with an EC50 value of 0.04 ± 0.01 μM. Our current study indicates that compound 60 is a fast-acting antimalarial compound and it demonstrates stage specific action at the trophozoite phase in the P. falciparum asexual life cycle. In addition, compound 60 is active against both early and late stage P. falciparum gametocytes. From a mechanistic perspective, compound 60 shows good activity as an inhibitor of β-hematin formation. Collectively, our findings suggest that fast-acting agent 60 targets dual life stages of the malarial parasites and warrant further investigation of pyridylvinylquinoline hybrids as new antimalarials.
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Affiliation(s)
- Guang Huang
- Department of Chemistry, University of Central Florida, Orlando, FL, 32816, USA
| | - Claribel Murillo Solano
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, 32826, USA
| | - Joel Melendez
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, 32826, USA
| | - Sabrina Yu-Alfonzo
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, 32826, USA
| | - Rachasak Boonhok
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, USA; Department of Medical Technology, School of Allied Health Science, Walailak University, Nakhon Si Thammarat, 80160, Thailand
| | - Hui Min
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, USA
| | - Jun Miao
- Department of Internal Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, 33612, USA
| | - Debopam Chakrabarti
- Division of Molecular Microbiology, Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, 32826, USA.
| | - Yu Yuan
- Department of Chemistry, University of Central Florida, Orlando, FL, 32816, USA.
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8
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Sow C, Laughhunn A, Girard YA, Lanteri MC, Amar El Dusouqui S, Stassinopoulos A, Grellier P. Inactivation of Plasmodium falciparum in whole blood using the amustaline and glutathione pathogen reduction technology. Transfusion 2020; 60:799-805. [PMID: 32129497 PMCID: PMC7187285 DOI: 10.1111/trf.15734] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 01/16/2020] [Accepted: 02/04/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND Risk of transfusion-transmitted (TT) malaria is mainly associated with whole blood (WB) or red blood cell (RBC) transfusion. Risk mitigation relies mostly on donor deferral while a limited number of countries perform blood testing, both negatively impacting blood availability. This study investigated the efficacy of the pathogen reduction system using amustaline and glutathione (GSH) to inactivate Plasmodium falciparum in WB. STUDY DESIGN AND METHODS WB units were spiked with ring stage P. falciparum infected RBCs. Parasite loads were measured in samples at time of infection, after 24 hours at room temperature (RT), and after a 24-hour incubation at RT post-treatment with 0.2 mM amustaline and 2 mM GSH. Serial 10-fold dilutions of the samples were inoculated to RBC cultures and maintained up to 4 weeks. Parasitemia was quantified by cytometry. RESULTS The P. falciparum viability assay has a limit of detection of a single live parasite per sample. Input parasite titer was >5.7 log10 TCID50 per mL. A 24-hour incubation at RT paused parasite development in controls, but they retained viability and infectivity when tested in culture. In contrast, no infectious parasites were detected in the amustaline/GSH-treated sample after 4 weeks of culture. CONCLUSION A robust level of P. falciparum inactivation was achieved in WB using amustaline/GSH treatment. Parasite log reduction was >5.7 log10 TCID50 per mL. Development of such a pathogen reduction system may provide an opportunity to reduce the risk of TT malaria and improve blood availability.
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Affiliation(s)
- Cissé Sow
- MCAM, UMR 7245, Muséum National dʼHistoire Naturelle, CNRSParisFrance
| | | | | | | | | | | | - Philippe Grellier
- MCAM, UMR 7245, Muséum National dʼHistoire Naturelle, CNRSParisFrance
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9
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Keshavarzi Arshadi A, Salem M, Collins J, Yuan JS, Chakrabarti D. DeepMalaria: Artificial Intelligence Driven Discovery of Potent Antiplasmodials. Front Pharmacol 2020; 10:1526. [PMID: 32009951 PMCID: PMC6974622 DOI: 10.3389/fphar.2019.01526] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 11/26/2019] [Indexed: 12/13/2022] Open
Abstract
Antimalarial drugs are becoming less effective due to the emergence of drug resistance. Resistance has been reported for all available malaria drugs, including artemisinin, thus creating a perpetual need for alternative drug candidates. The traditional drug discovery approach of high throughput screening (HTS) of large compound libraries for identification of new drug leads is time-consuming and resource intensive. While virtual in silico screening is a solution to this problem, however, the generalization of the models is not ideal. Artificial intelligence (AI), utilizing either structure-based or ligand-based approaches, has demonstrated highly accurate performances in the field of chemical property prediction. Leveraging the existing data, AI would be a suitable alternative to blind-search HTS or fingerprint-based virtual screening. The AI model would learn patterns within the data and help to search for hit compounds efficiently. In this work, we introduce DeepMalaria, a deep-learning based process capable of predicting the anti-Plasmodium falciparum inhibitory properties of compounds using their SMILES. A graph-based model is trained on 13,446 publicly available antiplasmodial hit compounds from GlaxoSmithKline (GSK) dataset that are currently being used to find novel drug candidates for malaria. We validated this model by predicting hit compounds from a macrocyclic compound library and already approved drugs that are used for repurposing. We have chosen macrocyclic compounds as these ligand-binding structures are underexplored in malaria drug discovery. The in silico pipeline for this process also consists of additional validation of an in-house independent dataset consisting mostly of natural product compounds. Transfer learning from a large dataset was leveraged to improve the performance of the deep learning model. To validate the DeepMalaria generated hits, we used a commonly used SYBR Green I fluorescence assay based phenotypic screening. DeepMalaria was able to detect all the compounds with nanomolar activity and 87.5% of the compounds with greater than 50% inhibition. Further experiments to reveal the compounds’ mechanism of action have shown that not only does one of the hit compounds, DC-9237, inhibits all asexual stages of Plasmodium falciparum, but is a fast-acting compound which makes it a strong candidate for further optimization.
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Affiliation(s)
- Arash Keshavarzi Arshadi
- Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, United States
| | - Milad Salem
- Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, United States
| | - Jennifer Collins
- Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, United States
| | - Jiann Shiun Yuan
- Department of Electrical and Computer Engineering, University of Central Florida, Orlando, FL, United States
| | - Debopam Chakrabarti
- Burnett School of Biomedical Sciences, University of Central Florida, Orlando, FL, United States
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10
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Depoix D, Marques SR, Ferguson DJP, Chaouch S, Duguet T, Sinden RE, Grellier P, Kohl L. Vital role for
Plasmodium berghei
Kinesin8B in axoneme assembly during male gamete formation and mosquito transmission. Cell Microbiol 2019; 22:e13121. [DOI: 10.1111/cmi.13121] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2019] [Revised: 08/02/2019] [Accepted: 09/23/2019] [Indexed: 12/22/2022]
Affiliation(s)
- Delphine Depoix
- Unité Molécules de Communication et Adaptation des Microorganismes (MCAM), UMR 7245 CNRS Muséum National d'Histoire Naturelle Paris Cedex 05 France
| | | | - David JP Ferguson
- Nuffield Department of Clinical Laboratory Science University of Oxford Oxford UK
| | - Soraya Chaouch
- Unité Molécules de Communication et Adaptation des Microorganismes (MCAM), UMR 7245 CNRS Muséum National d'Histoire Naturelle Paris Cedex 05 France
| | - Thomas Duguet
- Unité Molécules de Communication et Adaptation des Microorganismes (MCAM), UMR 7245 CNRS Muséum National d'Histoire Naturelle Paris Cedex 05 France
- Institute of Parasitology, Macdonald Campus McGill University 21, 111 Lakeshore road Sainte‐Anne‐de‐Bellevue QC Canada
| | - Robert E Sinden
- Department of Life Sciences Imperial College of London London UK
| | - Philippe Grellier
- Unité Molécules de Communication et Adaptation des Microorganismes (MCAM), UMR 7245 CNRS Muséum National d'Histoire Naturelle Paris Cedex 05 France
| | - Linda Kohl
- Unité Molécules de Communication et Adaptation des Microorganismes (MCAM), UMR 7245 CNRS Muséum National d'Histoire Naturelle Paris Cedex 05 France
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11
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Identification of Bis-Cyclic Guanidines as Antiplasmodial Compounds from Positional Scanning Mixture-Based Libraries. Molecules 2019; 24:molecules24061100. [PMID: 30897744 PMCID: PMC6471430 DOI: 10.3390/molecules24061100] [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: 02/19/2019] [Revised: 03/05/2019] [Accepted: 03/13/2019] [Indexed: 01/23/2023] Open
Abstract
The screening of more than 30 million compounds derived from 81 small molecule libraries built on 81 distinct scaffolds identified pyrrolidine bis-cyclic guanidine library (TPI-1955) to be one of the most active and selective antiplasmodial libraries. The screening of the positional scanning library TPI-1955 arranged on four sets of sublibraries (26 + 26 + 26 + 40), totaling 120 samples for testing provided information about the most important groups of each variable position in the TPI-1955 library containing 738,192 unique compounds. The parallel synthesis of the individual compounds derived from the deconvolution of the positional scanning library led to the identification of active selective antiplasmodial pyrrolidine bis-cyclic guanidines.
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12
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Pease BN, Huttlin EL, Jedrychowski MP, Dorin-Semblat D, Sebastiani D, Segarra DT, Roberts BF, Chakrabarti R, Doerig C, Gygi SP, Chakrabarti D. Characterization of Plasmodium falciparum Atypical Kinase PfPK7 - Dependent Phosphoproteome. J Proteome Res 2018; 17:2112-2123. [PMID: 29678115 DOI: 10.1021/acs.jproteome.8b00062] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
PfPK7 is an "orphan" kinase displaying regions of homology to multiple protein kinase families. PfPK7 functions in regulating parasite proliferation/development as evident from the phenotype analysis of knockout parasites. Despite this regulatory role, the functions of PfPK7 in signaling pathways are not known. To better understand PfPK7-regulated phosphorylation events, we performed isobaric tag-based quantitative comparative phosphoproteomics of the schizont and segmenter stages from wild-type and pfpk7 - parasite lines. This analysis identified 3,875 phosphorylation sites on 1,047 proteins. Among these phosphorylation events, 146 proteins with 239 phosphorylation sites displayed reduction in phosphorylation in the absence of PfPK7. Further analysis of the phosphopeptides revealed three motifs whose phosphorylation was down regulated in the pfpk7 - cell line in both schizonts and segmenters. Decreased phosphorylation following loss of PfPK7 indicates that these proteins may function as direct substrates of PfPK7. We demonstrated that PfPK7 is active toward three of these potential novel substrates; however, PfPK7 did not phosphorylate many of the other proteins, suggesting that decreased phosphorylation in these proteins is an indirect effect. Our phosphoproteomics analysis is the first study to identify direct substrates of PfPK7 and reveals potential downstream or compensatory signaling pathways.
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Affiliation(s)
- Brittany N Pease
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
| | - Edward L Huttlin
- Department of Cell Biology , Harvard Medical School , Boston , Massachusetts 02115 , United States
| | - Mark P Jedrychowski
- Department of Cell Biology , Harvard Medical School , Boston , Massachusetts 02115 , United States
| | - Dominique Dorin-Semblat
- Inserm U665, Institut National de Transfusion Sanguine , 6, rue Alexandre Cabanel , 75739 Paris Cedex 5, France
| | - Daniela Sebastiani
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
| | - Daniel T Segarra
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
| | - Bracken F Roberts
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
| | - Ratna Chakrabarti
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
| | - Christian Doerig
- Infection and Immunity Program, Biomedicine Discovery Institute and Department of Microbiology , Monash University , Clayton , Victoria 3800 , Australia
| | - Steven P Gygi
- Department of Cell Biology , Harvard Medical School , Boston , Massachusetts 02115 , United States
| | - Debopam Chakrabarti
- Division of Molecular Biology and Microbiology, Burnett School of Biomedical Sciences , University of Central Florida , Orlando , Florida 32826 , United States
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4-Nitro styrylquinoline is an antimalarial inhibiting multiple stages of Plasmodium falciparum asexual life cycle. INTERNATIONAL JOURNAL FOR PARASITOLOGY-DRUGS AND DRUG RESISTANCE 2017; 7:120-129. [PMID: 28285258 PMCID: PMC5350499 DOI: 10.1016/j.ijpddr.2017.02.002] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2016] [Revised: 02/13/2017] [Accepted: 02/15/2017] [Indexed: 01/07/2023]
Abstract
Drugs against malaria are losing their effectiveness because of emerging drug resistance. This underscores the need for novel therapeutic options for malaria with mechanism of actions distinct from current antimalarials. To identify novel pharmacophores against malaria we have screened compounds containing structural features of natural products that are pharmacologically relevant. This screening has identified a 4-nitro styrylquinoline (SQ) compound with submicromolar antiplasmodial activity and excellent selectivity. SQ exhibits a cellular action distinct from current antimalarials, acting early on malaria parasite's intraerythrocytic life cycle including merozoite invasion. The compound is a fast-acting parasitocidal agent and also exhibits curative property in the rodent malaria model when administered orally. In this report, we describe the synthesis, preliminary structure-function analysis, and the parasite developmental stage specific action of the SQ scaffold.
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The Redox Cycler Plasmodione Is a Fast-Acting Antimalarial Lead Compound with Pronounced Activity against Sexual and Early Asexual Blood-Stage Parasites. Antimicrob Agents Chemother 2016; 60:5146-58. [PMID: 27297478 DOI: 10.1128/aac.02975-15] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2015] [Accepted: 05/27/2016] [Indexed: 01/16/2023] Open
Abstract
Previously, we presented the chemical design of a promising series of antimalarial agents, 3-[substituted-benzyl]-menadiones, with potent in vitro and in vivo activities. Ongoing studies on the mode of action of antimalarial 3-[substituted-benzyl]-menadiones revealed that these agents disturb the redox balance of the parasitized erythrocyte by acting as redox cyclers-a strategy that is broadly recognized for the development of new antimalarial agents. Here we report a detailed parasitological characterization of the in vitro activity profile of the lead compound 3-[4-(trifluoromethyl)benzyl]-menadione 1c (henceforth called plasmodione) against intraerythrocytic stages of the human malaria parasite Plasmodium falciparum We show that plasmodione acts rapidly against asexual blood stages, thereby disrupting the clinically relevant intraerythrocytic life cycle of the parasite, and furthermore has potent activity against early gametocytes. The lead's antiplasmodial activity was unaffected by the most common mechanisms of resistance to clinically used antimalarials. Moreover, plasmodione has a low potential to induce drug resistance and a high killing speed, as observed by culturing parasites under continuous drug pressure. Drug interactions with licensed antimalarial drugs were also established using the fixed-ratio isobologram method. Initial toxicological profiling suggests that plasmodione is a safe agent for possible human use. Our studies identify plasmodione as a promising antimalarial lead compound and strongly support the future development of redox-active benzylmenadiones as antimalarial agents.
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Roberts BF, Iyamu ID, Lee S, Lee E, Ayong L, Kyle DE, Yuan Y, Manetsch R, Chakrabarti D. Spirocyclic chromanes exhibit antiplasmodial activities and inhibit all intraerythrocytic life cycle stages. INTERNATIONAL JOURNAL FOR PARASITOLOGY-DRUGS AND DRUG RESISTANCE 2016; 6:85-92. [PMID: 27054067 PMCID: PMC4805781 DOI: 10.1016/j.ijpddr.2016.02.004] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/11/2015] [Revised: 01/28/2016] [Accepted: 02/09/2016] [Indexed: 11/27/2022]
Abstract
We screened a collection of synthetic compounds consisting of natural-product-like substructural motifs to identify a spirocyclic chromane as a novel antiplasmodial pharmacophore using an unbiased cell-based assay. The most active spirocyclic compound UCF 201 exhibits a 50% effective concentration (EC50) of 350 nM against the chloroquine-resistant Dd2 strain and a selectivity over 50 using human liver HepG2 cells. Our analyses of physicochemical properties of UCF 201 showed that it is in compliance with Lipinski's parameters and has an acceptable physicochemical profile. We have performed a limited structure-activity-relationship study with commercially available chromanes preserving the spirocyclic motif. Our evaluation of stage specificities of UCF 201 indicated that the compound is early-acting in blocking parasite development at ring, trophozoite and schizont stages of development as well as merozoite invasion. SPC is an attractive lead candidate scaffold because of its ability to act on all stages of parasite's aexual life cycle unlike current antimalarials. SPC is a novel antiplasmodial scaffold. SPC has an EC50 of 350 nM against chloroquine-resistant parasite and is selective. SPC inhibits all stages of parasite growth in erythrocytes.
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Affiliation(s)
- Bracken F Roberts
- Burnett School of Biomedical Sciences, College of Medicine, University of Central Florida, Orlando, FL, USA
| | - Iredia D Iyamu
- Department of Chemistry and Chemical Biology and Department of Pharmaceutical Sciences, Northeastern University, Boston, MA, USA
| | - Sukjun Lee
- Institut Pasteur Korea, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Eunyoung Lee
- Institut Pasteur Korea, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Lawrence Ayong
- Institut Pasteur Korea, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Dennis E Kyle
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL, USA
| | - Yu Yuan
- Department of Chemistry, University of Central Florida, Orlando, FL, USA
| | - Roman Manetsch
- Department of Chemistry and Chemical Biology and Department of Pharmaceutical Sciences, Northeastern University, Boston, MA, USA
| | - Debopam Chakrabarti
- Burnett School of Biomedical Sciences, College of Medicine, University of Central Florida, Orlando, FL, USA.
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16
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Varela ML, Razakandrainibe R, Aldebert D, Barale JC, Jambou R. Cytometric measurement of in vitro inhibition of Plasmodium falciparum field isolates by drugs: a new approach for re-invasion inhibition study. Malar J 2014; 13:110. [PMID: 24649924 PMCID: PMC3973617 DOI: 10.1186/1475-2875-13-110] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2013] [Accepted: 03/10/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND A flow cytometric method is proposed to study in vitro drug sensitivity of Plasmodium falciparum. Standard [(3)H]-hypoxanthine incorporation assay gives only information on inhibition of maturation by drugs. This method is usable on field isolates and provides data on both inhibition of maturation and re-invasion. METHODS The method is based on the staining of parasites with hydroethidine (HE) and thiazole orange (TO) which allow differential identification of early, trophozoite and late stage of the parasite by flow cytometry. Late stages of the parasites are obtained by incubation in culture for 24 hours. Reinvasion is followed by culturing parasitized red blood cells for 24 h more. RESULTS Compared to the standard [(3)H]-hypoxanthine incorporation assay, it gave similar results as expressed by 50% inhibitory concentrations for chloroquine of laboratory strains and "field" isolates. The effect of quinine on the schizont-ring transition was also explored using this method. First data on the inhibition of re-invasion induced by quinine are presented for both P. falciparum-cultured strains and field isolates. DISCUSSION This method is simple to use event for field isolate study. It is suitable to analyse effect of drugs on steps of the parasite life cycle different for the maturation one. Using this method quinine was found to have a inhibitory effect on re-invasion of red cells by Plasmodium.
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Affiliation(s)
| | | | | | | | - Ronan Jambou
- Unité d'immunologie Institut Pasteur de Madagascar, Antananarivo BP1274, Madagascar.
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