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Kent RS, Briggs EM, Colon BL, Alvarez C, Silva Pereira S, De Niz M. Paving the Way: Contributions of Big Data to Apicomplexan and Kinetoplastid Research. Front Cell Infect Microbiol 2022; 12:900878. [PMID: 35734575 PMCID: PMC9207352 DOI: 10.3389/fcimb.2022.900878] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 05/06/2022] [Indexed: 11/13/2022] Open
Abstract
In the age of big data an important question is how to ensure we make the most out of the resources we generate. In this review, we discuss the major methods used in Apicomplexan and Kinetoplastid research to produce big datasets and advance our understanding of Plasmodium, Toxoplasma, Cryptosporidium, Trypanosoma and Leishmania biology. We debate the benefits and limitations of the current technologies, and propose future advancements that may be key to improving our use of these techniques. Finally, we consider the difficulties the field faces when trying to make the most of the abundance of data that has already been, and will continue to be, generated.
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Affiliation(s)
- Robyn S. Kent
- Department of Microbiology and Molecular Genetics, University of Vermont, Burlington, VT, United States
| | - Emma M. Briggs
- Institute for Immunology and Infection Research, School of Biological Sciences, University Edinburgh, Edinburgh, United Kingdom
- Wellcome Centre for Integrative Parasitology, Institute of Infection, Immunity and Inflammation, University of Glasgow, Glasgow, United Kingdom
| | - Beatrice L. Colon
- Wellcome Centre for Anti-Infectives Research, Division of Biological Chemistry and Drug Discovery, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Catalina Alvarez
- de Duve Institute, Université Catholique de Louvain, Brussels, Belgium
| | - Sara Silva Pereira
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
| | - Mariana De Niz
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
- Institut Pasteur, Paris, France
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Dantas RF, Torres-Santos EC, Silva FP. Past and future of trypanosomatids high-throughput phenotypic screening. Mem Inst Oswaldo Cruz 2022; 117:e210402. [PMID: 35293482 PMCID: PMC8920514 DOI: 10.1590/0074-02760210402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 12/28/2021] [Indexed: 11/22/2022] Open
Abstract
Diseases caused by trypanosomatid parasites affect millions of people mainly living in developing countries. Novel drugs are highly needed since there are no vaccines and available treatment has several limitations, such as resistance, low efficacy, and high toxicity. The drug discovery process is often analogous to finding a needle in the haystack. In the last decades a so-called rational drug design paradigm, heavily dependent on computational approaches, has promised to deliver new drugs in a more cost-effective way. Paradoxically however, the mainstay of these computational methods is data-driven, meaning they need activity data for new compounds to be generated and available in databases. Therefore, high-throughput screening (HTS) of compounds still is a much-needed exercise in drug discovery to fuel other rational approaches. In trypanosomatids, due to the scarcity of validated molecular targets and biological complexity of these parasites, phenotypic screening has become an essential tool for the discovery of new bioactive compounds. In this article we discuss the perspectives of phenotypic HTS for trypanosomatid drug discovery with emphasis on the role of image-based, high-content methods. We also propose an ideal cascade of assays for the identification of new drug candidates for clinical development using leishmaniasis as an example.
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Affiliation(s)
- Rafael Ferreira Dantas
- Fundação Oswaldo Cruz-Fiocruz, Instituto Oswaldo Cruz, Laboratório de Bioquímica Experimental de Computacional de Fármacos, Rio de Janeiro, RJ, Brasil
| | - Eduardo Caio Torres-Santos
- Fundação Oswaldo Cruz-Fiocruz, Instituto Oswaldo Cruz, Laboratório de Bioquímica de Tripanosomatídeos, Rio de Janeiro, RJ, Brasil
| | - Floriano Paes Silva
- Fundação Oswaldo Cruz-Fiocruz, Instituto Oswaldo Cruz, Laboratório de Bioquímica Experimental de Computacional de Fármacos, Rio de Janeiro, RJ, Brasil
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3
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Svensen N, Wyllie S, Gray DW, De Rycker M. Live-imaging rate-of-kill compound profiling for Chagas disease drug discovery with a new automated high-content assay. PLoS Negl Trop Dis 2021; 15:e0009870. [PMID: 34634052 PMCID: PMC8530327 DOI: 10.1371/journal.pntd.0009870] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 10/21/2021] [Accepted: 10/04/2021] [Indexed: 11/19/2022] Open
Abstract
Chagas disease, caused by the protozoan intracellular parasite Trypanosoma cruzi, is a highly neglected tropical disease, causing significant morbidity and mortality in central and south America. Current treatments are inadequate, and recent clinical trials of drugs inhibiting CYP51 have failed, exposing a lack of understanding of how to translate laboratory findings to the clinic. Following these failures many new model systems have been developed, both in vitro and in vivo, that provide improved understanding of the causes for clinical trial failures. Amongst these are in vitro rate-of-kill (RoK) assays that reveal how fast compounds kill intracellular parasites. Such assays have shown clear distinctions between the compounds that failed in clinical trials and the standard of care. However, the published RoK assays have some key drawbacks, including low time-resolution and inability to track the same cell population over time. Here, we present a new, live-imaging RoK assay for intracellular T. cruzi that overcomes these issues. We show that the assay is highly reproducible and report high time-resolution RoK data for key clinical compounds as well as new chemical entities. The data generated by this assay allow fast acting compounds to be prioritised for progression, the fate of individual parasites to be tracked, shifts of mode-of-action within series to be monitored, better PKPD modelling and selection of suitable partners for combination therapy. Chagas disease is caused by the single cell protozoan parasite Trypanosoma cruzi. Millions of people suffer from this disease in central and south America, which frequently causes heart disease and can result in death. Chagas disease is classified as a neglected tropical disease due to the lack of investment in development of new medicines. The currently available medicines are inadequate as they require long treatments, often with severe side-effects. To develop new medicines, it is critical to build laboratory assays and tools that help predict the ability of new compounds to cure patients. Rate-of-kill assays measure how quickly compounds can kill parasites, providing a route to differentiate promising compounds from poor ones. Here, we describe development of an advanced rate-of-kill assay that, unlike existing assays, can monitor the same cell population over the duration of compound treatment. Using live-cell microscopy, parasite-infected host cells and their response to compound treatment can be continuously monitored. This enables better defined rate-of-kill profiles to be produced, in turn allowing better informed decisions on subsequent compound progression. Here, we report the live-imaging rate-of-kill profiles for several key compounds, including current drugs and compounds in clinical development.
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Affiliation(s)
- Nina Svensen
- Wellcome Centre for Anti-Infectives Research, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Susan Wyllie
- Wellcome Centre for Anti-Infectives Research, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - David W Gray
- Wellcome Centre for Anti-Infectives Research, School of Life Sciences, University of Dundee, Dundee, United Kingdom
| | - Manu De Rycker
- Wellcome Centre for Anti-Infectives Research, School of Life Sciences, University of Dundee, Dundee, United Kingdom
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Fesser A, Kaiser M, Mäser P. Neue Parameter für die Wirkstofftestung gegen Trypanosoma cruzi. ACTA ACUST UNITED AC 2021; 27:168-170. [PMID: 33776218 PMCID: PMC7985589 DOI: 10.1007/s12268-021-1554-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Affiliation(s)
- Anna Fesser
- Universität Basel Schweizerisches Tropen- und Public Health-Institut (Swiss TPH), Socinstraße 57, CH-4051 Basel, Schweiz
| | - Marcel Kaiser
- Universität Basel Schweizerisches Tropen- und Public Health-Institut (Swiss TPH), Socinstraße 57, CH-4051 Basel, Schweiz
| | - Pascal Mäser
- Universität Basel Schweizerisches Tropen- und Public Health-Institut (Swiss TPH), Socinstraße 57, CH-4051 Basel, Schweiz
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Rocha-Hasler M, de Oliveira GM, da Gama AN, Fiuza LFDA, Fesser AF, Cal M, Rocchetti R, Peres RB, Guan XL, Kaiser M, Soeiro MDNC, Mäser P. Combination With Tomatidine Improves the Potency of Posaconazole Against Trypanosoma cruzi. Front Cell Infect Microbiol 2021; 11:617917. [PMID: 33747979 PMCID: PMC7970121 DOI: 10.3389/fcimb.2021.617917] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 01/15/2021] [Indexed: 11/23/2022] Open
Abstract
Azoles such as posaconazole (Posa) are highly potent against Trypanosoma cruzi. However, when tested in chronic Chagas disease patients, a high rate of relapse after Posa treatment was observed. It appears that inhibition of T. cruzi cytochrome CYP51, the target of azoles, does not deliver sterile cure in monotherapy. Looking for suitable combination partners of azoles, we have selected a set of inhibitors of sterol and sphingolipid biosynthetic enzymes. A small-scale phenotypic screening was conducted in vitro against the proliferative forms of T. cruzi, extracellular epimastigotes and intracellular amastigotes. Against the intracellular, clinically relevant forms, four out of 15 tested compounds presented higher or equal activity as benznidazole (Bz), with EC50 values ≤2.2 μM. Ro48-8071, an inhibitor of lanosterol synthase (ERG7), and the steroidal alkaloid tomatidine (TH), an inhibitor of C-24 sterol methyltransferase (ERG6), exhibited the highest potency and selectivity indices (SI = 12 and 115, respectively). Both were directed to combinatory assays using fixed-ratio protocols with Posa, Bz, and fexinidazole. The combination of TH with Posa displayed a synergistic profile against amastigotes, with a mean ΣFICI value of 0.2. In vivo assays using an acute mouse model of T. cruzi infection demonstrated lack of antiparasitic activity of TH alone in doses ranging from 0.5 to 5 mg/kg. As observed in vitro, the best combo proportion in vivo was the ratio 3 TH:1 Posa. The combination of Posa at 1.25 mpk plus TH at 3.75 mpk displayed suppression of peak parasitemia of 80% and a survival rate of 60% in the acute infection model, as compared to 20% survival for Posa at 1.25 mpk alone and 40% for Posa at 10 mpk alone. These initial results indicate a potential for the combination of posaconazole with tomatidine against T. cruzi.
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Affiliation(s)
- Marianne Rocha-Hasler
- Laboratório de Biologia Celular, Instituto Oswaldo Cruz (IOC/Fiocruz), Pavilhão Cardoso Fontes, Rio de Janeiro, Brazil.,Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
| | - Gabriel Melo de Oliveira
- Laboratório de Biologia Celular, Instituto Oswaldo Cruz (IOC/Fiocruz), Pavilhão Cardoso Fontes, Rio de Janeiro, Brazil
| | - Aline Nefertiti da Gama
- Laboratório de Biologia Celular, Instituto Oswaldo Cruz (IOC/Fiocruz), Pavilhão Cardoso Fontes, Rio de Janeiro, Brazil
| | | | - Anna Frieda Fesser
- Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
| | - Monica Cal
- Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
| | - Romina Rocchetti
- Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
| | - Raiza Brandão Peres
- Laboratório de Biologia Celular, Instituto Oswaldo Cruz (IOC/Fiocruz), Pavilhão Cardoso Fontes, Rio de Janeiro, Brazil
| | - Xue Li Guan
- Systems Biology of Lipid Metabolism in Human Health and Diseases Laboratory, Lee Kong Chian School of Medicine, Singapore, Singapore
| | - Marcel Kaiser
- Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
| | | | - Pascal Mäser
- Parasite Chemotherapy Unit, Swiss Tropical and Public Health Institute, Medical Parasitology and Infection Biology, Basel, Switzerland.,University of Basel, Basel, Switzerland
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