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Past and future of trypanosomatids high-throughput phenotypic screening

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.

Key words:
trypanosomatids; phenotypic; high-content screening; bioimaging; drug discovery


Trypanosomatids and neglected tropical diseases - Trypanosomatids (Euglenozoa: Kinetoplastea) are a group of protozoan obligatory parasites.11. Lukeš J, Butenko A, Hashimi H, Maslov DA, Votýpka J, Yurchenko V. Trypanosomatids are much more than just trypanosomes: clues from the expanded family tree. Trends Parasitol. 2018; 34(6): 466-80.,22. Votýpka J, d'Avila-Levy CM, Grellier P, Maslov DA, Lukeš J, Yurchenko V. New approaches to systematics of trypanosomatidae: criteria for taxonomic (re)description. Trends Parasitol. 2015; 31(10): 460-9. Most members of this group are monoxenous (single host parasites) and infect invertebrates.33. Kaufer A, Ellis J, Stark D, Barratt J. The evolution of trypanosomatid taxonomy. Parasit Vectors. 2017; 10(1): 287. However, some dixenous (parasites with two intermediate hosts) species act as etiological agents of neglected tropical diseases, such as Chagas disease (Trypanosoma cruzi), African trypanosomiasis (T. brucei) and human leishmaniasis (more than 20 species).22. Votýpka J, d'Avila-Levy CM, Grellier P, Maslov DA, Lukeš J, Yurchenko V. New approaches to systematics of trypanosomatidae: criteria for taxonomic (re)description. Trends Parasitol. 2015; 31(10): 460-9.,33. Kaufer A, Ellis J, Stark D, Barratt J. The evolution of trypanosomatid taxonomy. Parasit Vectors. 2017; 10(1): 287.,44. WHO - World Health Organization. Leishmaniasis [updated 2021; cited 2021 Dec 18]. Health topics. Available from: https://www.who.int/health-topics/leishmaniasis#tab=tab_1.
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Here, we will mainly focus on the T. cruzi and species from the Leishmania genus.

Recent estimates suggest that 6 to 7 million people worldwide may be infected with T. cruzi, maily in Latin America, and 75 million are at risk of infection.55. Echeverria LE, Morillo CA. American trypanosomiasis (Chagas disease). Infect Dis Clin North Am. 2019; 33(1): 119-34. The classic route of transmission to humans is through hematophagous triatomine bugs infected with the parasite. This occurs during or right after the blood meal when the insect defecates on host skin. Its feces contain the metacyclic trypomastigote evolutionary form of T. cruzi which is able to penetrate the skin through the wound bite, other skin lesions or mucous membranes. Once inside the host, the parasites infect numerous types of cells, especially those from the reticuloendothelial system, muscular and nervous cells. After the infection, the parasites differentiate into amastigote forms which proliferate by binary fission. After several replication cycles, they evolve into trypomastigotes that disrupt the cell and reach the bloodstream, allowing them to invade other cells in the organism or be taken up by another triatomine bug, continuing the parasite life cycle.66. Vela A, Coral-Almeida M, Sereno D, Costales JA, Barnabé C, Brenière SF. In vitro susceptibility of Trypanosoma cruzi discrete typing units (DTUs) to benznidazole: a systematic review and meta-analysis. PLoS Negl Trop Dis. 2021; 15(3): e0009269.

Trypanosoma cruzi infection is responsible for the clinical outcomes of Chagas disease ranging from no apparent symptoms to severe and potentially deadly cardiovascular and/or gastrointestinal manifestations.77. Messenger LA, Miles MA, Bern C. Between a bug and a hard place: Trypanosoma cruzi genetic diversity and the clinical outcomes of Chagas disease. Expert Rev Anti Infect Ther. 2015; 13(8): 995-1029. This variability has been associated with factors related to both host and parasite.88. Nielebock MAP, Moreira OC, Xavier SCC, Miranda LFC, Lima ACB, Pereira TOJS, et al. Association between Trypanosoma cruzi DTU TcII and chronic Chagas disease clinical presentation and outcome in an urban cohort in Brazil. PLoS One. 2020; 15(12): e0243008. One possible explanation may be derived from parasites’ genetic background. These parasites show a high genetic variability being assembled into seven distinct genetic groups, or discrete typing units (DTU): TcI-VI and TcBat.99. de Oliveira MT, Sulleiro E, da Silva MC, Silgado A, de Lana M, da Silva JS, et al. Intra-discrete typing unit TcV genetic variability of Trypanosoma cruzi in Chronic Chagas' disease Bolivian immigrant patients in Barcelona, Spain. Front Cardiovasc Med. 2021; 8: 665624. All of them can infect humans and their frequency varies depending on the geographic location.88. Nielebock MAP, Moreira OC, Xavier SCC, Miranda LFC, Lima ACB, Pereira TOJS, et al. Association between Trypanosoma cruzi DTU TcII and chronic Chagas disease clinical presentation and outcome in an urban cohort in Brazil. PLoS One. 2020; 15(12): e0243008.,99. de Oliveira MT, Sulleiro E, da Silva MC, Silgado A, de Lana M, da Silva JS, et al. Intra-discrete typing unit TcV genetic variability of Trypanosoma cruzi in Chronic Chagas' disease Bolivian immigrant patients in Barcelona, Spain. Front Cardiovasc Med. 2021; 8: 665624. The link between T. cruzi genotype and the clinical manifestations (or drug susceptibility) of Chagas disease has been proposed but has not been proved yet.66. Vela A, Coral-Almeida M, Sereno D, Costales JA, Barnabé C, Brenière SF. In vitro susceptibility of Trypanosoma cruzi discrete typing units (DTUs) to benznidazole: a systematic review and meta-analysis. PLoS Negl Trop Dis. 2021; 15(3): e0009269.,77. Messenger LA, Miles MA, Bern C. Between a bug and a hard place: Trypanosoma cruzi genetic diversity and the clinical outcomes of Chagas disease. Expert Rev Anti Infect Ther. 2015; 13(8): 995-1029.,99. de Oliveira MT, Sulleiro E, da Silva MC, Silgado A, de Lana M, da Silva JS, et al. Intra-discrete typing unit TcV genetic variability of Trypanosoma cruzi in Chronic Chagas' disease Bolivian immigrant patients in Barcelona, Spain. Front Cardiovasc Med. 2021; 8: 665624. So far, there is no vaccine available and only two drugs, benznidazole (1) and nifurtimox (2), are clinically used. Nonetheless, they have several limitations, such as long treatment regimes, undesirable side effects (e.g., nausea, severe dermatitis and peripheral neuropathies) and clinical failure is not uncommon.66. Vela A, Coral-Almeida M, Sereno D, Costales JA, Barnabé C, Brenière SF. In vitro susceptibility of Trypanosoma cruzi discrete typing units (DTUs) to benznidazole: a systematic review and meta-analysis. PLoS Negl Trop Dis. 2021; 15(3): e0009269.

The trypanosomatids from the Leishmania genus are the causal agents of one of the most devastating infectious diseases of our time: leishmaniasis.1010. Uliana SRB, Trinconi CT, Coelho AC. Chemotherapy of leishmaniasis: present challenges. Parasitology. 2018; 145(4): 464-80. This disease affects millions of people worldwide and it is estimated that more than 1 billion are at risk of infection.44. WHO - World Health Organization. Leishmaniasis [updated 2021; cited 2021 Dec 18]. Health topics. Available from: https://www.who.int/health-topics/leishmaniasis#tab=tab_1.
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Leishmaniasis is encountered in three main clinical forms: cutaneous (CL), visceral or kala-azar (VL) and mucocutaneous (MCL). The former is the most common while VL the most severe (fatal in more than 95 % of cases if left untreated) and MCL the most disabling.1111. WHO - World Health Organization. Leishmaniasis [updated 2021 May 20; cited 2021 Dec 18]. Newsroom. Available from: https://www.who.int/news-room/fact-sheets/detail/leishmaniasis.
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Each form is elicited by a group of Leishmania species which include: L. major, L. tropica, L. braziliensis, L. amazonensis, L. guyanensis for CL, L. donovani and L. infantum (also known as L. chagasi) for VL and L. braziliensis, L. panamensis and L. amazonensis for MCL.1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31. Regardless of the species, in most cases the parasites are transmitted to humans by the bite of infected female phlebotomine sand flies. During the blood meal, the insect’s saliva and the metacyclic promastigote form of the parasite are inoculated into the host. The latter induces a phagocytic response which allows the parasite to enter the macrophage (or other mononuclear phagocytic cells) and form the parasitophorous vacuole. Inside this compartiment, it differentiates into proliferating amastigote forms. Part of these infected cells can be taken up by the insect in another blood meal helping to maintain the parasite life cycle. In the human host, the continuous proliferation of amastigotes eventually leads to cell disruption and consequently release of the parasites, allowing them to infect other cells.1313. Sasidharan S, Saudagar P. Leishmaniasis: where are we and where are we heading? Parasitol Res. 2021; 120(5): 1541-54.,1414. CDC - Centers of Disease Control and Prevention. Leishmaniasis [updated 2017 Dec 14; cited 2021 Dec 18]. DPDx - Laboratory identification of parasites of public health concern. Available from: https://www.cdc.gov/dpdx/leishmaniasis/index.html.
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Leishmania infection is responsible for the clinical features of leishmaniasis. For VL, the most fatal form of this disease, they include persistent irregular fever, splenomegaly, pancytopenia, hepatomegaly, and hyperpigmentation of the skin (hence the name kala-azar which can be translated as “black fever”). The CL form is not life-threatening but can lead to significant cosmetic morbidity due to the scars that arise after the healing of chronic skin lesions.1515. Aronson NE, Joya CA. Cutaneous Leishmaniasis: updates in diagnosis and management. Infect Dis Clin North Am. 2019; 33(1): 101-17.,1616. Burza S, Croft SL, Boelaert M. Leishmaniasis. Lancet. 2018; 392(10151): 951-70. In turn, MCL is mainly characterised by the presence of ulcers in the nasal septum, lips and palate. As for VL, this form may lead to death if not treated rapidly.1616. Burza S, Croft SL, Boelaert M. Leishmaniasis. Lancet. 2018; 392(10151): 951-70. Currently, there is no vaccine available, and the pharmacological treatments rely on a few drugs: pentavalent antimonials e.g., meglumine antimoniate (3), amphotericin B (4), pentamidine (5), paromomycin (6) and miltefosine (7) (Fig. 1). In most cases, the treatment is very broad and does not take into the account the peculiarities of each species. These drugs also have some major drawbacks, such as high cost, significant toxicity, must be administered via parenteral route except miltefosine (7) and may induce resistance.1010. Uliana SRB, Trinconi CT, Coelho AC. Chemotherapy of leishmaniasis: present challenges. Parasitology. 2018; 145(4): 464-80.

Fig. 1:
clinical drugs used in the treatment of Chagas disease and leishmaniasis.

Phenotypic-based assays in trypanosomatid drug discovery - The limitations of the current anti-trypanosomatid agents demand the search for new pharmacological alternatives. In this context, phenotypic-based assays play a pivotal role in trypanosomatid drug discovery.1717. Villalta F, Rachakonda G. Advances in preclinical approaches to Chagas disease drug discovery. Expert Opin Drug Discov. 2019; 14(11): 1161-74.,1818. Field MC, Horn D, Fairlamb AH, Ferguson MAJ, Gray DW, Read KD, et al. Anti-trypanosomatid drug discovery: an ongoing challenge and a continuing need. Nat Rev Microbiol. 2017; 15(4): 217-31.,1919. Chatelain E, Ioset J-R. Phenotypic screening approaches for Chagas disease drug discovery. Expert Opin Drug Discov. 2018; 13(2): 141-53. Most traditional methods use manual microscopy techniques (e.g., giemsa staining2020. Barrias ES, Reignault LC, De Souza W, Carvalho TMU. Dynasore, a dynamin inhibitor, inhibits Trypanosoma cruzi entry into peritoneal macrophages. PLoS One. 2010; 5(1): e7764.,2121. Neal RA, Croft SL. An in-vitro system for determining the activity of compounds against the intracellular amastigote form of Leishmania donovani. J Antimicrob Chemother. 1984; 14(5): 463-75.,2222. Berman JD, Lee LS. Activity of antileishmanial agents against amastigotes in human monocyte-derived macrophages and in mouse peritoneal macrophages. J Parasitol. 1984; 70(2): 220-5.,2323. Atienza J, Martínez-Díaz RA, Gómez-Barrio A, Escario JA, Herrero A, Ochoa C, et al. Activity assays of thiadiazine derivatives on Trichomonas vaginalis and amastigote forms of Trypanosoma cruzi. Chemotherapy. 1992; 38(6): 441-6.) to evaluate the effect of a given compound on the number (amastigotes) or presence/motility (promastigotes) of the parasites.1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31.,2424. Fumarola L, Spinelli R, Brandonisio O. In vitro assays for evaluation of drug activity against Leishmania spp. Res Microbiol. 2004; 155(4): 224-30. For instance, during a typical assay using intracellular amastigote forms, a microscope operator visually counts the number of host cells (100-500 per sample2525. Nohara LL, Lema C, Bader JO, Aguilera RJ, Almeida IC. High-content imaging for automated determination of host-cell infection rate by the intracellular parasite Trypanosoma cruzi. Parasitol Int. 2010; 59(4): 565-70.) and intracellular parasites. From this analysis it is possible to calculate the percentage of infected cells (infection ratio), as well the average number of parasites per cell, which are used as metrics to measure compound antiparasitic activity.2020. Barrias ES, Reignault LC, De Souza W, Carvalho TMU. Dynasore, a dynamin inhibitor, inhibits Trypanosoma cruzi entry into peritoneal macrophages. PLoS One. 2010; 5(1): e7764.,2121. Neal RA, Croft SL. An in-vitro system for determining the activity of compounds against the intracellular amastigote form of Leishmania donovani. J Antimicrob Chemother. 1984; 14(5): 463-75.,2222. Berman JD, Lee LS. Activity of antileishmanial agents against amastigotes in human monocyte-derived macrophages and in mouse peritoneal macrophages. J Parasitol. 1984; 70(2): 220-5.,2525. Nohara LL, Lema C, Bader JO, Aguilera RJ, Almeida IC. High-content imaging for automated determination of host-cell infection rate by the intracellular parasite Trypanosoma cruzi. Parasitol Int. 2010; 59(4): 565-70.,2626. Sereno D, Cordeiro-da-Silva A, Mathieu-Daude F, Ouaissi A. Advances and perspectives in Leishmania cell based drug-screening procedures. Parasitol Int. 2007; 56(1): 3-7. As expected, these methods are semi-quantitative, have low throughput and are prone to human errors. In an attempt to overcome these limitations, several phenotypic assays have been developed using more automated technologies such as, microplate readers, flow cytometers and high-content microscopes (discussed in the next section)1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31.,1919. Chatelain E, Ioset J-R. Phenotypic screening approaches for Chagas disease drug discovery. Expert Opin Drug Discov. 2018; 13(2): 141-53.,2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82. (Fig. 2). The most common methods rely on fluorometric, luminescence or colorimetric readouts to measure parasites viability/growth in microplate readers, which are available in many laboratories. Trypanosomatids viability has been mainly assessed by measuring parasites ATP2828. Tatipaka HB, Gillespie JR, Chatterjee AK, Norcross NR, Hulverson MA, Ranade RM, et al. Substituted 2-phenylimidazopyridines: a new class of drug leads for human African trypanosomiasis. J Med Chem. 2014; 57(3): 828-35.,2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094.,3030. Paloque L, Vidal N, Casanova M, Dumètre A, Verhaeghe P, Parzy D, et al. A new, rapid and sensitive bioluminescence assay for drug screening on Leishmania. J Microbiol Methods. 2013; 95(3): 320-3.,3131. Sykes ML, Avery VM. A luciferase based viability assay for ATP detection in 384-well format for high throughput whole cell screening of Trypanosoma brucei brucei bloodstream form strain 427. Parasit Vectors. 2009; 2(1): 54. content and/or by measuring the metabolic reduction of redox probes, such as tetrazolium salts (MTT/XTT/MTS)3232. Dutta A, Bandyopadhyay S, Mandal C, Chatterjee M. Development of a modified MTT assay for screening antimonial resistant field isolates of Indian visceral leishmaniasis. Parasitol Int. 2005; 54(2): 119-22.,3333. Rai P, Arya H, Saha S, Kumar D, Bhatt TK. Drug repurposing based novel anti-leishmanial drug screening using in-silico and in-vitro approaches. J Biomol Struct Dyn. 2021: 1-9.,3434. Henriques C, Moreira TLB, Maia-Brigagão C, Henriques-Pons A, Carvalho TMU, de Souza W. Tetrazolium salt based methods for high-throughput evaluation of anti-parasite chemotherapy. Anal Methods. 2011; 3(9): 2148-55. and resazurin.3535. Bilbao-Ramos P, Sifontes-Rodríguez S, Dea-Ayuela MA, Bolás-Fernández F. A fluorometric method for evaluation of pharmacological activity against intracellular Leishmania amastigotes. J Microbiol Methods. 2012; 89(1): 8-11.,3636. Bowling T, Mercer L, Don R, Jacobs R, Nare B. Application of a resazurin-based high-throughput screening assay for the identification and progression of new treatments for human African trypanosomiasis. Int J Parasitol Drugs Drug Resist. 2012; 2: 262-70.,3737. Rolón M, Vega C, Escario JA, Gómez-Barrio A. Development of resazurin microtiter assay for drug sensibility testing of Trypanosoma cruzi epimastigotes. Parasitol Res. 2006; 99: 103-7. The number of parasites has also been indirectly obtained by SYBR Green,3838. Ortiz D, Guiguemde WA, Hammill JT, Carrillo AK, Chen Y, Connelly M, et al. Discovery of novel, orally bioavailable, antileishmanial compounds using phenotypic screening. PLoS Negl Trop Dis. 2017; 11(12): e0006157.,3939. 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,5050. Lang T, Goyard S, Lebastard M, Milon G. Bioluminescent Leishmania expressing luciferase for rapid and high throughput screening of drugs acting on amastigote-harbouring macrophages and for quantitative real-time monitoring of parasitism features in living mice. Cell Microbiol. 2005; 7(3): 383-92.,5151. Chandra N, Ramesh, Ashutosh, Goyal N, Suryawanshi SN, Gupta S. Antileishmanial agents part-IV: synthesis and antileishmanial activity of novel terpenyl pyrimidines. Eur J Med Chem. 2005; 40(6): 552-6.,5252. Khraiwesh M, Leed S, Roncal N, Johnson J, Sciotti R, Smith P, et al. Antileishmanial activity of compounds derived from the medicines for malaria venture open access box against intracellular Leishmania major amastigotes. Am J Trop Med Hyg. 2016; 94(2): 340-7. whose activities can be readily detected in the presence of their substrates.

Fig. 2:
main phenotypic assays used in trypanosomatid drug discovery.

Although plate-reader-based assays represent a major advance in trypanosomatid drug discovery, they also show some important drawbacks. Firstly, they perform whole-well readouts which give no information regarding the number of host cells and parasites or their distribution.5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22. Some of them are also prone to assay interference. For instance, coloured compounds may affect the readout of colorimetric assays.5454. Alonso-Padilla J, Rodri A. High throughput screening for anti - Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2014; 8(12): e3259. Special attention should also be paid to hits coming from enzyme reporter-based assays since, theoretically, compounds may interfere with enzyme activity (or its substrate) and vice-versa, generating spurious results.4444. Buckner FS, Verlinde CL, La Flamme AC, Van Voorhis WC. Efficient technique for screening drugs for activity against Trypanosoma cruzi using parasites expressing beta-galactosidase. Antimicrob Agents Chemother. 1996; 40(11): 2592-7.,5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22.,5454. Alonso-Padilla J, Rodri A. High throughput screening for anti - Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2014; 8(12): e3259. Moreover, many assays were developed to test compounds against promastigotes1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31.,3030. Paloque L, Vidal N, Casanova M, Dumètre A, Verhaeghe P, Parzy D, et al. A new, rapid and sensitive bioluminescence assay for drug screening on Leishmania. J Microbiol Methods. 2013; 95(3): 320-3.,3232. Dutta A, Bandyopadhyay S, Mandal C, Chatterjee M. Development of a modified MTT assay for screening antimonial resistant field isolates of Indian visceral leishmaniasis. Parasitol Int. 2005; 54(2): 119-22.,3333. Rai P, Arya H, Saha S, Kumar D, Bhatt TK. Drug repurposing based novel anti-leishmanial drug screening using in-silico and in-vitro approaches. J Biomol Struct Dyn. 2021: 1-9.,5555. Sharlow ER, Close D, Shun T, Leimgruber S, Reed R, Mustata G, et al. Identification of potent chemotypes targeting Leishmania major using a high-throughput, low-stringency, computationally enhanced, small molecule screen. PLoS Negl Trop Dis. 2009; 3(11): e540. and axenic amastigotes (i.e., amastigotes that are growth in culture media that simulate intracellular conditions)2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094.,5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22.,5656. Shimony O, Jaffe CL. Rapid fluorescent assay for screening drugs on Leishmania amastigotes. J Microbiol Methods. 2008; 75: 196-200. evolutionary forms. Though promastigotes are easy to handle and can be obtained in large amounts, which is desirable for HTS campaigns, they represent the vector-transmitted form of the parasite life cycle which is not directly involved in disease development.3838. Ortiz D, Guiguemde WA, Hammill JT, Carrillo AK, Chen Y, Connelly M, et al. Discovery of novel, orally bioavailable, antileishmanial compounds using phenotypic screening. PLoS Negl Trop Dis. 2017; 11(12): e0006157.,5757. Eren RO, Kopelyanskiy D, Moreau D, Chapalay JB, Chambon M, Turcatti G, et al. Development of a semi-automated image-based high-throughput drug screening system. Front Biosci. 2018; 10: 242-53.,5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747. In turn, axenic amastigotes share more similarities with the intracellular forms, thus being more biologically relevant, and they have already been proved to be useful in library screening.2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094.,5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22. Nonetheless, phenotypic assays based on both promastigotes and axenic amastigotes fail to some extent to identify active compounds (or reproduce their potency) on parasite intracellular forms and may generate false positives.2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094.,5959. Balaña-Fouce R, Pérez-Pertejo MY, Domínguez-Asenjo B, Gutiérrez-Corbo C, Reguera RM. Walking a tightrope: drug discovery in visceral leishmaniasis. Drug Discov Today. 2019; 24(5): 1209-16.,6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771. In part, this is because these methods are unable to mimic the complex interaction between the parasite and the host cell.2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094. Additionally, in order to exert its antiparasitic activity, a compound must overcome some obstacles before reaching its targets which include transpassing several cellular membranes and coping with pH changes.5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22.,6161. Caridha D, Vesely B, van Bocxlaer K, Arana B, Mowbray CE, Rafati S, et al. Route map for the discovery and pre-clinical development of new drugs and treatments for cutaneous leishmaniasis. Int J Parasitol Drugs Drug Resist. 2019; 11: 106-17.,6262. Altamura F, Rajesh R, Catta-Preta CMC, Moretti NS, Cestari I. The current drug discovery landscape for trypanosomiasis and leishmaniasis: Challenges and strategies to identify drug targets. Drug Dev Res [Internet]. 2020 [cited Dec 18]. Available from: https://onlinelibrary.wiley.com/doi/10.1002/ddr.21664.
https://onlinelibrary.wiley.com/doi/10.1...

Therefore, even lacking the throughput of plate-reader-based assays, the intracellular amastigote-based assays are still considered the gold standard for trypanosomatid drug discovery.2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82.,2929. Nühs A, De Rycker M, Manthri S, Comer E, Scherer CA, Schreiber SL, et al. Development and validation of a novel Leishmania donovani screening cascade for high-throughput screening using a novel axenic assay with high predictivity of leishmanicidal intracellular activity. PLoS Negl Trop Dis. 2015; 9(9): e0004094.

High content screening in trypanosomatid drug discovery - In the late 90’s, a new generation of automated fluorescent microscopes emerged in the phenotypic drug discovery scenario.6363. Giuliano KA, DeBiasio RL, Dunlay RT, Gough A, Volosky JM, Zock J, et al. High-content screening: a new approach to easing key bottlenecks in the drug discovery process. J Biomol Screen. 1997; 2(4): 249-59. This technology, also known as high-content screening (HCS), automatically extracts multiparametric data, at a single-cell level, from fluorescent microscopy images acquired in a high-throughput mode.6363. Giuliano KA, DeBiasio RL, Dunlay RT, Gough A, Volosky JM, Zock J, et al. High-content screening: a new approach to easing key bottlenecks in the drug discovery process. J Biomol Screen. 1997; 2(4): 249-59.,6464. Dorval T, Chanrion B, Cattin M-E, Stephan JP. Filling the drug discovery gap: is high-content screening the missing link? Curr Opin Pharmacol. 2018; 42: 40-5. HCS systems offer individual, spatial and temporal information which can be applied in different stages of the drug discovery pipeline.6565. Buchser W, Collins M, Garyantes T, Guha R, Haney S, Lemmon V, et al. Assay development guidelines for image-based high content screening, high content analysis and high content imaging. In: Markossian S, Grossman A, Brimacombe K, Arkin M, Auld D, Austin CP, et al., editors. Assay guidance manual. Bethesda (MD): Eli Lilly & Company and the National Center for AdvancingTranslational Sciences; 2012.,6666. Li S, Xia M. Review of high-content screening applications in toxicology. Arch Toxicol. 2019; 93(12): 3387-96. Thus, HCS-based assays have been employed in a wide range of applications.6666. Li S, Xia M. Review of high-content screening applications in toxicology. Arch Toxicol. 2019; 93(12): 3387-96. In the context of trypanosomatid drug discovery, most reports use HCS technology to evaluate the effect of test compounds on intracellular amastigotes (Table). In these assays, host cells and parasites, distributed in microplates, are incubated with test compounds (one or multiple concentrations for dose-response curves), stained with one6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765.,6868. Siqueira-Neto JL, Song O-R, Oh H, Sohn J-H, Yang G, Nam J, et al. Antileishmanial high-throughput drug screening reveals drug candidates with new scaffolds. PLoS Negl Trop Dis. 2010; 4(5): e675.,6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7070. Moraes CB, Giardini MA, Kim H, Franco CH, Araujo-Junior AM, Schenkman S, et al. Nitroheterocyclic compounds are more efficacious than CYP51 inhibitors against Trypanosoma cruzi: implications for Chagas disease drug discovery and development. Sci Rep. 2014; 4: 4703. or more5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747.,7171. Portella DCN, Rossi EA, Paredes BD, Bastos TM, Meira CS, Nonaka CVK, et al. A novel high-content screening-based method for anti-Trypanosoma cruzi drug discovery using human-induced pluripotent stem cell-derived cardiomyocytes. Stem Cells Int. 2021; 2021: 2642807.,7272. Sykes ML, Avery VM. 3-pyridyl inhibitors with novel activity against Trypanosoma cruzi reveal in vitro profiles can aid prediction of putative cytochrome P450 inhibition. Sci Rep. 2018; 8(1): 4901.,7373. MacLean LM, Thomas J, Lewis MD, Cotillo I, Gray DW, De Rycker M. Development of Trypanosoma cruzi in vitro assays to identify compounds suitable for progression in Chagas' disease drug discovery. PLoS Negl Trop Dis. 2018; 12(7): e0006612.,7474. Tegazzini D, Díaz R, Aguilar F, Peña I, Presa JL, Yardley V, et al. A replicative in vitro assay for drug discovery against Leishmania donovani. Antimicrob Agents Chemother. 2016; 60(6): 3524-32. fluorescent probes and their images captured in a HCS system coupled with a 10x,7575. Lamotte S, Aulner N, Späth GF, Prina E. Discovery of novel hit compounds with broad activity against visceral and cutaneous Leishmania species by comparative phenotypic screening. Sci Rep. 2019; 9(1): 438.,7676. Aulner N, Danckaert A, Rouault-Hardoin E, Desrivot J, Helynck O, Commere P-H, et al. High content analysis of primary macrophages hosting proliferating Leishmania amastigotes: application to anti-leishmanial drug discovery. PLoS Negl Trop Dis. 2013; 7(4): e2154. 20x (most cases6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771.,7373. MacLean LM, Thomas J, Lewis MD, Cotillo I, Gray DW, De Rycker M. Development of Trypanosoma cruzi in vitro assays to identify compounds suitable for progression in Chagas' disease drug discovery. PLoS Negl Trop Dis. 2018; 12(7): e0006612.,7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,7878. Dagley MJ, Saunders EC, Simpson KJ, McConville MJ. High-content assay for measuring intracellular growth of Leishmania in human macrophages. Assay Drug Dev Technol. 2015; 13(7): 389-401.) or 40x6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765.,7575. Lamotte S, Aulner N, Späth GF, Prina E. Discovery of novel hit compounds with broad activity against visceral and cutaneous Leishmania species by comparative phenotypic screening. Sci Rep. 2019; 9(1): 438. objective lens (Fig. 3A). Image analysis is performed using a custom pipeline in a proprietary e.g., Operetta Imaging System Harmony Software, PerkinElmer7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,7979. Sykes ML, Avery VM. Development and application of a sensitive, phenotypic, high-throughput image-based assay to identify compound activity against Trypanosoma cruzi amastigotes. Int J Parasitol Drugs Drug Resist. 2015; 5(3): 215-28. or free software e.g., Cellprofiler5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747.,8080. Miskinyte M, Dawson JC, Makda A, Doughty-Shenton D, Carragher NO, Schnaufer A. A novel high-content phenotypic screen to identify inhibitors of mitochondrial DNA maintenance in trypanosomes. Antimicrob Agents Chemother [Internet]. 2021 [cited 2021 Dec 18]. Available from: https://journals.asm.org/doi/10.1128/AAC.01980-21.
https://journals.asm.org/doi/10.1128/AAC...
. From this analysis, it is possible to obtain a few metrics used to measure compound antiparasitic activity, such as the number of amastigotes per cell and the percentage of infected cells.6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7373. MacLean LM, Thomas J, Lewis MD, Cotillo I, Gray DW, De Rycker M. Development of Trypanosoma cruzi in vitro assays to identify compounds suitable for progression in Chagas' disease drug discovery. PLoS Negl Trop Dis. 2018; 12(7): e0006612. Additionally, an estimation of compounds’ cytotoxicity can be obtained in the same assay by counting the number of host cells i.e., their nuclei6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,8181. Melo-Filho CC, Braga RC, Muratov EN, Franco CH, Moraes CB, Freitas-Junior LH, et al. Discovery of new potent hits against intracellular Trypanosoma cruzi by QSAR-based virtual screening. Eur J Med Chem. 2019; 163: 649-59.,8282. Siqueira-Neto JL, Moon S, Jang J, Yang G, Lee C, Moon HK, et al. An image-based high-content screening assay for compounds targeting intracellular Leishmania donovani amastigotes in human macrophages. PLoS Negl Trop Dis. 2012; 6(6): e1671. (Fig. 3B). In contrast to visual scoring, HCS-based assays are highly objective, accurate and faster, which make them an ideal tool for screening campaigns.2525. Nohara LL, Lema C, Bader JO, Aguilera RJ, Almeida IC. High-content imaging for automated determination of host-cell infection rate by the intracellular parasite Trypanosoma cruzi. Parasitol Int. 2010; 59(4): 565-70. Therefore, intracellular amastigote-based assays performed in HCS systems can become the new gold standard in trypanosomatid phenotypic screening by combining the necessary biological complexity of microscope-based assays with the high-throughput of microplate readers.

Fig. 3:
a single-probe HCS-based intracellular amastigote assay typically used in the search for new anti-Trypanosoma cruzi drugs. (A) Initially, the host infected cells treated with test compounds are stained with a fluorescente DNA-binding probe and their images captured by a HCS system. (B) During image analysis, cells and parasites are segmented individually and counted. From this it is possible to calculate at least two metrics related to compounds anti-trypanosomatid activity: number of amastigotes per cell and the percentage of infected cells (infection ratio). In addition, compounds cytotoxicity can be estimated from cells nuclei count.

TABLE
HCS-based assays employed in trypanosomatid drug discovery

A variety of trypanosomatid species and/or strains have been interrogated in HCS-based assays (Table). Most of the studies with Trypanosoma spp. were carried out with strains of T. cruzi from different DTUs. Likewise, many strains of both dermatropic and viscerotropic Leishmania species have been investigated. In most cases, they consist of laboratory strains which are easily cultivated in vitro. Nonetheless, the solely use of these strains demand caution since they may differ from clinical isolates in terms of genotype and phenotype (e.g., drug resistance).1717. Villalta F, Rachakonda G. Advances in preclinical approaches to Chagas disease drug discovery. Expert Opin Drug Discov. 2019; 14(11): 1161-74.,6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765. Therefore, it is advisable to confirm hit compounds on a panel of clinical isolates and groups of representative strains (e.g., for each DTU).1717. Villalta F, Rachakonda G. Advances in preclinical approaches to Chagas disease drug discovery. Expert Opin Drug Discov. 2019; 14(11): 1161-74.,1818. Field MC, Horn D, Fairlamb AH, Ferguson MAJ, Gray DW, Read KD, et al. Anti-trypanosomatid drug discovery: an ongoing challenge and a continuing need. Nat Rev Microbiol. 2017; 15(4): 217-31.,6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765.,7070. Moraes CB, Giardini MA, Kim H, Franco CH, Araujo-Junior AM, Schenkman S, et al. Nitroheterocyclic compounds are more efficacious than CYP51 inhibitors against Trypanosoma cruzi: implications for Chagas disease drug discovery and development. Sci Rep. 2014; 4: 4703.,8383. Alcântara LM, Ferreira TCS, Fontana V, Chatelain E, Moraes CB, Freitas-Junior LH. A multi-species phenotypic screening sssay for leishmaniasis drug discovery shows that active compounds display a high degree of species-specificity. Molecules. 2020; 25(11): 2551.

The selection of a disease-relevant cell host model at the initial stages of the drug discovery pipeline is crucial to reduce the attrition rates with later steps. The HCS-based methods proposed so far for trypanosomatids were developed using primary cells or commercial cell lines from human or other organisms (murine and primate) sources (Table). Most T. cruzi screenings measured the antiparasitic activity of compounds in muscle cells infected with amastigote forms.2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82.,6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771.,6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7171. Portella DCN, Rossi EA, Paredes BD, Bastos TM, Meira CS, Nonaka CVK, et al. A novel high-content screening-based method for anti-Trypanosoma cruzi drug discovery using human-induced pluripotent stem cell-derived cardiomyocytes. Stem Cells Int. 2021; 2021: 2642807.,8484. Roquero I, Cantizani J, Cotillo I, Manzano MP, Kessler A, Martín JJ, et al. Novel chemical starting points for drug discovery in leishmaniasis and Chagas disease. Int J Parasitol Drugs Drug Resist. 2019; 10: 58-68.

85. Bernatchez JA, Chen E, Hull MV, McNamara CW, McKerrow JH, Siqueira-Neto JL. High-throughput screening of the ReFRAME library identifies potential drug repurposing candidates for Trypanosoma cruzi. Microorganisms. 2020; 8(4): 472.

86. Boudreau PD, Miller BW, McCall L-I, Almaliti J, Reher R, Hirata K, et al. Design of Gallinamide A analogs as potent inhibitors of the cysteine proteases human Cathepsin L and Trypanosoma cruzi Cruzain. J Med Chem. 2019; 62(20): 9026-44.

87. Ekins S, de Siqueira-Neto JL, McCall L-I, Sarker M, Yadav M, Ponder EL, et al. Machine learning models and pathway genome data base for Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2015; 9(6): e0003878.

88. Neitz RJ, Chen S, Supek F, Yeh V, Kellar D, Gut J, et al. Lead identification to clinical candidate selection: drugs for Chagas disease. J Biomol Screen. 2014; 20: 101-11.
-8989. Engel JC, Ang KKH, Chen S, Michelle R, Mckerrow JH, Doyle PS, et al. Image-based high-throughput drug screening targeting the intracellular stage of Trypanosoma cruzi, the agent of Chagas' disease. Antimicrob Agents Chemother. 2010; 54(8): 3326-34. They represent a particularly good model for compound screening since the pathology described in the chronic phase of Chagas disease is mainly related to the presence of T. cruzi in these cells and they have a high susceptibility to infection in vitro.6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493. Some reports show that compound activity may vary between different cell types suggesting the presence of specific host-parasite interactions.2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82.,9090. Genovesio A, Giardini MA, Kwon YJ, Dossin FM, Choi SY, Kim NY, et al. Visual genome-wide RNAi screening to identify human host factors required for Trypanosoma cruzi infection. PLoS One. 2011; 6(5): e19733. Therefore, it is suggested that a given hit should be tested against multiple cell models to confirm its potential anti-T. cruzi activity.2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82.

For Leishmania spp., HCS-based drug screening has been carried out with macrophages or macrophage-like cells: primary murine bone-marrow derived macrophages (BMDM) and human acute monocytic leukemia cells (THP-1), a commercial cell line. Macrophages are disease-relevant models since they exert a dual role in leishmaniasis being at the same time the final host cell for parasite proliferation and the effector cell that contributes to clean the infection.9191. Liu D, Uzonna JE. The early interaction of Leishmania with macrophages and dendritic cells and its influence on the host immune response. Front Cell Infect Microbiol. 2012; 2: 83. Most assays use THP-1 cells instead of primary cells due to several technical and logistic advantages of the former, such as lower cost, ease of cultivation, applicability to large screening campaigns and less ethical restriction.7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,9292. Hendrickx S, Van Bockstal L, Caljon G, Maes L. In-depth comparison of cell-based methodological approaches to determine drug susceptibility of visceral Leishmania isolates. PLoS Negl Trop Dis. 2019; 13(12): e0007885. However, they require external chemical stimuli for monocyte to macrophage transformation and show much less biological relevance.7676. Aulner N, Danckaert A, Rouault-Hardoin E, Desrivot J, Helynck O, Commere P-H, et al. High content analysis of primary macrophages hosting proliferating Leishmania amastigotes: application to anti-leishmanial drug discovery. PLoS Negl Trop Dis. 2013; 7(4): e2154.,9292. Hendrickx S, Van Bockstal L, Caljon G, Maes L. In-depth comparison of cell-based methodological approaches to determine drug susceptibility of visceral Leishmania isolates. PLoS Negl Trop Dis. 2019; 13(12): e0007885. In this context, it is advisable to test the compounds in primary cells whenever possible.5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22.,9292. Hendrickx S, Van Bockstal L, Caljon G, Maes L. In-depth comparison of cell-based methodological approaches to determine drug susceptibility of visceral Leishmania isolates. PLoS Negl Trop Dis. 2019; 13(12): e0007885.

Different methods have been proposed to quantify the number of trypanosomatid amastigotes inside the host cell in HCS-based assays (Table). A common approach consists of using a single DNA-binding fluorescent probe (e.g., Draq5) to stain both cells (nuclei and/or cytoplasm) and parasites (DNA spots composed of kDNA and/or nuclear DNA)6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765.,6868. Siqueira-Neto JL, Song O-R, Oh H, Sohn J-H, Yang G, Nam J, et al. Antileishmanial high-throughput drug screening reveals drug candidates with new scaffolds. PLoS Negl Trop Dis. 2010; 4(5): e675.,6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7373. MacLean LM, Thomas J, Lewis MD, Cotillo I, Gray DW, De Rycker M. Development of Trypanosoma cruzi in vitro assays to identify compounds suitable for progression in Chagas' disease drug discovery. PLoS Negl Trop Dis. 2018; 12(7): e0006612.,8383. Alcântara LM, Ferreira TCS, Fontana V, Chatelain E, Moraes CB, Freitas-Junior LH. A multi-species phenotypic screening sssay for leishmaniasis drug discovery shows that active compounds display a high degree of species-specificity. Molecules. 2020; 25(11): 2551.,8787. Ekins S, de Siqueira-Neto JL, McCall L-I, Sarker M, Yadav M, Ponder EL, et al. Machine learning models and pathway genome data base for Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2015; 9(6): e0003878.,9393. Bosc D, Mouray E, Cojean S, Franco CH, Loiseau PM, Freitas-Junior LH, et al. Highly improved antiparasitic activity after introduction of an N-benzylimidazole moiety on protein farnesyltransferase inhibitors. Eur J Med Chem. 2016; 109: 173-86.

94. De Rycker M, Thomas J, Riley J, Brough SJ, Miles TJ, Gray DW. Identification of trypanocidal activity for known clinical compounds using a new Trypanosoma cruzi hit-discovery screening cascade. PLoS Negl Trop Dis. 2016; 10(4): e0004584. 95 Phan T-N, Baek K-H, Lee N, Byun SY, Shum D, No JH. In vitro and in vivo activity of mTOR kinase and PI3K inhibitors against Leishmania donovani and Trypanosoma brucei. Molecules. 2020; 25(8): 1980.
-9595 Phan T-N, Baek K-H, Lee N, Byun SY, Shum D, No JH. In vitro and in vivo activity of mTOR kinase and PI3K inhibitors against Leishmania donovani and Trypanosoma brucei. Molecules. 2020; 25(8): 1980. (Fig. 3). In this strategy, all objects necessary for calculating the antiparasitic activity of a test compound are contained in the same image. During analysis, cell nuclei and parasite DNA spots are distinguished by size and counted. Cell boundaries can be revealed from probes “leakage” into the cytoplasm and/or inferred by computational tools, allowing the determination of the number of parasites per each cell.6767. Hefnawy A, Cantizani J, Peña I, Manzano P, Rijal S, Dujardin J-C, et al. Importance of secondary screening with clinical isolates for anti-leishmania drug discovery. Sci Rep. 2018; 8(1): 11765.,8282. Siqueira-Neto JL, Moon S, Jang J, Yang G, Lee C, Moon HK, et al. An image-based high-content screening assay for compounds targeting intracellular Leishmania donovani amastigotes in human macrophages. PLoS Negl Trop Dis. 2012; 6(6): e1671.,9595 Phan T-N, Baek K-H, Lee N, Byun SY, Shum D, No JH. In vitro and in vivo activity of mTOR kinase and PI3K inhibitors against Leishmania donovani and Trypanosoma brucei. Molecules. 2020; 25(8): 1980.,9696. De Muylder G, Ang KKH, Chen S, Arkin MR, Engel JC, McKerrow JH. A screen against Leishmania intracellular amastigotes: comparison to a promastigote screen and identification of a host cell-specific hit. PLoS Negl Trop Dis. 2011; 5(7): e1253. These methods are simple, but they may underestimate parasitaemia when parasites are located at the same place or near a cell’s nucleus, as well as detect non-specific stained spots due to the accumulation of host cell RNA in the cytosol.2525. Nohara LL, Lema C, Bader JO, Aguilera RJ, Almeida IC. High-content imaging for automated determination of host-cell infection rate by the intracellular parasite Trypanosoma cruzi. Parasitol Int. 2010; 59(4): 565-70.,6969. Alonso-Padilla J, Cotillo I, Presa JL, Cantizani J, Peña I, Bardera AI, et al. Automated high-content assay for compounds selectively toxic to Trypanosoma cruzi in a myoblastic cell line. PLoS Negl Trop Dis. 2015; 9: e0003493.,7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,7878. Dagley MJ, Saunders EC, Simpson KJ, McConville MJ. High-content assay for measuring intracellular growth of Leishmania in human macrophages. Assay Drug Dev Technol. 2015; 13(7): 389-401. Moreover, they generally require cell fixation making it impossible to monitor live cells over time which could inform the time-course of drug action.9797. Fesser AF, Braissant O, Olmo F, Kelly JM, Mäser P, Kaiser M. Non-invasive monitoring of drug action: a new live in vitro assay design for Chagas' disease drug discovery. PLoS Negl Trop Dis. 2020; 14(7): e0008487. The use of computer algorithms to delineate cell boundaries based on nucleus position may also be prone to errors since they often consider that the nucleus is located at the centre of each cell.8282. Siqueira-Neto JL, Moon S, Jang J, Yang G, Lee C, Moon HK, et al. An image-based high-content screening assay for compounds targeting intracellular Leishmania donovani amastigotes in human macrophages. PLoS Negl Trop Dis. 2012; 6(6): e1671.,9696. De Muylder G, Ang KKH, Chen S, Arkin MR, Engel JC, McKerrow JH. A screen against Leishmania intracellular amastigotes: comparison to a promastigote screen and identification of a host cell-specific hit. PLoS Negl Trop Dis. 2011; 5(7): e1253. This may not be true specially for primary cells once their morphology is not as homogeneous as that observed for cell lineages.5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747.,7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422. Therefore, some authors have proposed more elaborated assays using multiple fluorescent probes, cells/parasites carrying reporter genes or immunostaining to better define each image object. The former strategy includes, per instance, the combination of a DNA binding probe (e.g., DAPI) to detect the parasite and another probe to stain the whole host cell or its cytoplasm (e.g., CellMaskTM dyes).5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747.,7878. Dagley MJ, Saunders EC, Simpson KJ, McConville MJ. High-content assay for measuring intracellular growth of Leishmania in human macrophages. Assay Drug Dev Technol. 2015; 13(7): 389-401.,7979. Sykes ML, Avery VM. Development and application of a sensitive, phenotypic, high-throughput image-based assay to identify compound activity against Trypanosoma cruzi amastigotes. Int J Parasitol Drugs Drug Resist. 2015; 5(3): 215-28.,9898. Zulfiqar B, Jones AJ, Sykes ML, Shelper TB, Davis RA, Avery VM. Screening a natural product-based library against kinetoplastid parasites. Molecules. 2017; 22(10): 1715.,9999. Duffy S, Sykes ML, Jones AJ, Shelper TB, Simpson M, Lang R, et al. Screening the medicines for malaria venture pathogen box across multiple pathogens reclassifies starting points for open-source drug discovery. Antimicrob Agents Chemother. 2017; 61(9): e00379-17. Recently, transgenic parasites expressing reporter genes (e.g., GFP and mCherry) have also been employed in HCS-based assays and represent a useful way to facilitate their identification in the images and reduce assay cost.1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31.,6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771.,7474. Tegazzini D, Díaz R, Aguilar F, Peña I, Presa JL, Yardley V, et al. A replicative in vitro assay for drug discovery against Leishmania donovani. Antimicrob Agents Chemother. 2016; 60(6): 3524-32.,7575. Lamotte S, Aulner N, Späth GF, Prina E. Discovery of novel hit compounds with broad activity against visceral and cutaneous Leishmania species by comparative phenotypic screening. Sci Rep. 2019; 9(1): 438.,8484. Roquero I, Cantizani J, Cotillo I, Manzano MP, Kessler A, Martín JJ, et al. Novel chemical starting points for drug discovery in leishmaniasis and Chagas disease. Int J Parasitol Drugs Drug Resist. 2019; 10: 58-68.,9797. Fesser AF, Braissant O, Olmo F, Kelly JM, Mäser P, Kaiser M. Non-invasive monitoring of drug action: a new live in vitro assay design for Chagas' disease drug discovery. PLoS Negl Trop Dis. 2020; 14(7): e0008487.,100100. Moon S, Siqueira-Neto JL, Moraes CB, Yang G, Kang M, Freitas-Junior LH, et al. An image-based algorithm for precise and accurate high throughput assessment of drug activity against the human parasite Trypanosoma cruzi. PLoS One. 2014; 9(2): e87188. However, this approach has some important drawbacks. One of them is that the parasite carrying this gene is no longer wild-type, which may affect its drug response and its interaction with the host cell.1212. Zulfiqar B, Shelper TB, Avery VM. Leishmaniasis drug discovery: recent progress and challenges in assay development. Drug Discov Today. 2017; 22(10): 1516-31.,5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747.,100100. Moon S, Siqueira-Neto JL, Moraes CB, Yang G, Kang M, Freitas-Junior LH, et al. An image-based algorithm for precise and accurate high throughput assessment of drug activity against the human parasite Trypanosoma cruzi. PLoS One. 2014; 9(2): e87188. Moreover, the technique used to incorporate it into the parasite must be performed for each new species or strain (e.g., a clinical isolate).5858. Gomes-Alves AG, Maia AF, Cruz T, Castro H, Tomás AM. Development of an automated image analysis protocol for quantification of intracellular forms of Leishmania spp. PLoS One. 2018; 13(8): e0201747. Another approach consists in using immunostaining to detect the parasite,7575. Lamotte S, Aulner N, Späth GF, Prina E. Discovery of novel hit compounds with broad activity against visceral and cutaneous Leishmania species by comparative phenotypic screening. Sci Rep. 2019; 9(1): 438. the host cell7171. Portella DCN, Rossi EA, Paredes BD, Bastos TM, Meira CS, Nonaka CVK, et al. A novel high-content screening-based method for anti-Trypanosoma cruzi drug discovery using human-induced pluripotent stem cell-derived cardiomyocytes. Stem Cells Int. 2021; 2021: 2642807. or both.7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422. In this technique, one or more e.g., immune serum7575. Lamotte S, Aulner N, Späth GF, Prina E. Discovery of novel hit compounds with broad activity against visceral and cutaneous Leishmania species by comparative phenotypic screening. Sci Rep. 2019; 9(1): 438. antibodies directly bind to parasites/cell antigen(s), whereas a fluorescent-conjugated secondary antibody binds to the antigen-antibody complex allowing its detection. This strategy allows the use of the same image analysis protocol regardless of the parasite strain though it tends to be more time-consuming.7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.

Apart from infection-related metrics, HCS-based assays may also provide other valuable information about the effect of test compounds on the parasite-host interaction. Depending on the probe(s) used to stain the biological sample it is possible to extract and quantify a variety of phenotypic features from image objects, including whole organisms i.e., host cells5353. De Rycker M, Hallyburton I, Thomas J, Campbell L, Wyllie S, Joshi D, et al. Comparison of a high-throughput high-content intracellular Leishmania donovani assay with an axenic amastigote assay. Antimicrob Agents Chemother. 2013; 57(7): 2913-22. and parasites6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771. and/or subcellular compartments e.g., cell nuclei,8989. Engel JC, Ang KKH, Chen S, Michelle R, Mckerrow JH, Doyle PS, et al. Image-based high-throughput drug screening targeting the intracellular stage of Trypanosoma cruzi, the agent of Chagas' disease. Antimicrob Agents Chemother. 2010; 54(8): 3326-34. kDNA,8080. Miskinyte M, Dawson JC, Makda A, Doughty-Shenton D, Carragher NO, Schnaufer A. A novel high-content phenotypic screen to identify inhibitors of mitochondrial DNA maintenance in trypanosomes. Antimicrob Agents Chemother [Internet]. 2021 [cited 2021 Dec 18]. Available from: https://journals.asm.org/doi/10.1128/AAC.01980-21.
https://journals.asm.org/doi/10.1128/AAC...
pharmacophores vacuoles,7676. Aulner N, Danckaert A, Rouault-Hardoin E, Desrivot J, Helynck O, Commere P-H, et al. High content analysis of primary macrophages hosting proliferating Leishmania amastigotes: application to anti-leishmanial drug discovery. PLoS Negl Trop Dis. 2013; 7(4): e2154. cytoskeleton7171. Portella DCN, Rossi EA, Paredes BD, Bastos TM, Meira CS, Nonaka CVK, et al. A novel high-content screening-based method for anti-Trypanosoma cruzi drug discovery using human-induced pluripotent stem cell-derived cardiomyocytes. Stem Cells Int. 2021; 2021: 2642807. Certain features, such as those related to morphology (e.g., area, shape) may be altered in the presence of the compound, giving a more detailed description of its antiparasitic and/or cytotoxicity activities.7171. Portella DCN, Rossi EA, Paredes BD, Bastos TM, Meira CS, Nonaka CVK, et al. A novel high-content screening-based method for anti-Trypanosoma cruzi drug discovery using human-induced pluripotent stem cell-derived cardiomyocytes. Stem Cells Int. 2021; 2021: 2642807.,7676. Aulner N, Danckaert A, Rouault-Hardoin E, Desrivot J, Helynck O, Commere P-H, et al. High content analysis of primary macrophages hosting proliferating Leishmania amastigotes: application to anti-leishmanial drug discovery. PLoS Negl Trop Dis. 2013; 7(4): e2154.,8080. Miskinyte M, Dawson JC, Makda A, Doughty-Shenton D, Carragher NO, Schnaufer A. A novel high-content phenotypic screen to identify inhibitors of mitochondrial DNA maintenance in trypanosomes. Antimicrob Agents Chemother [Internet]. 2021 [cited 2021 Dec 18]. Available from: https://journals.asm.org/doi/10.1128/AAC.01980-21.
https://journals.asm.org/doi/10.1128/AAC...
Sometimes the alterations are not necessarily associated with morphological changes or be detectable by the probes available. In this case, the use of stains that are sensitive to parasite/cell metabolic activity may be useful as they are not constrained to a specific mechanism. As listed in Table, only two dyes have been successfully employed to detect viable trypanosomatids in HCS-based assays: CFDA-SE8080. Miskinyte M, Dawson JC, Makda A, Doughty-Shenton D, Carragher NO, Schnaufer A. A novel high-content phenotypic screen to identify inhibitors of mitochondrial DNA maintenance in trypanosomes. Antimicrob Agents Chemother [Internet]. 2021 [cited 2021 Dec 18]. Available from: https://journals.asm.org/doi/10.1128/AAC.01980-21.
https://journals.asm.org/doi/10.1128/AAC...
(bloodstream T. brucei) and CellTracker Orange CMRA7878. Dagley MJ, Saunders EC, Simpson KJ, McConville MJ. High-content assay for measuring intracellular growth of Leishmania in human macrophages. Assay Drug Dev Technol. 2015; 13(7): 389-401. (promastigote and amastigote of L. mexicana). In contrast, there are several viability assays, such as those designed for plate-readers (previously discussed in the text), that could be used as orthogonal methods for this kind of analysis.

Successful examples of HCS-based assays in trypanosomatid screening campaigns - Table shows several examples of HCS-based methods in trypanosomatid drug discovery. Some of them helped to reveal the antiparasitic activity of compounds in screening campaigns (Fig. 4). Bernatchez and colleagues,8585. Bernatchez JA, Chen E, Hull MV, McNamara CW, McKerrow JH, Siqueira-Neto JL. High-throughput screening of the ReFRAME library identifies potential drug repurposing candidates for Trypanosoma cruzi. Microorganisms. 2020; 8(4): 472. for instance, performed a primary screen of 7,680 compounds with confirmed clinical safety (ReFRAME library) on cells infected with T. cruzi amastigotes using a HCS-based assay. This technique allowed the identification of seven molecules with potent antiparasitic activity (EC50 values: 0.44 to 480 nM) and high selectivity index (≥ 10). One of the most promising compounds for drug development was 348U87 (8) (EC50: 0.63 nM and selectivity index: 1294), a small molecule with antiherpetic properties. Apart from primary screening, HCS technology has also been used in orthogonal/secondary assays.6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771.,6868. Siqueira-Neto JL, Song O-R, Oh H, Sohn J-H, Yang G, Nam J, et al. Antileishmanial high-throughput drug screening reveals drug candidates with new scaffolds. PLoS Negl Trop Dis. 2010; 4(5): e675.,8484. Roquero I, Cantizani J, Cotillo I, Manzano MP, Kessler A, Martín JJ, et al. Novel chemical starting points for drug discovery in leishmaniasis and Chagas disease. Int J Parasitol Drugs Drug Resist. 2019; 10: 58-68. Peña and colleagues6060. Peña I, Manzano MP, Cantizani J, Kessler A, Alonso-Padilla J, Bardera AI, et al. New compound sets identified from high throughput phenotypic screening against three kinetoplastid parasites: an open resource. Sci Rep. 2015; 5: 8771. employed an interdisciplinary approach to detect potential anti-trypanosomatid agents in a 1.8 mi proprietary compounds (GlaxoSmithKline) library. The primary screening was carried out with microplate-based fluorometric assays using axenic (L. donovani) and intracellular (T. cruzi) amastigotes, as well as bloodstream (T. brucei) parasite forms. The resulting hits followed different paths in the drug discovery pipeline according to the species which included both experimental (e.g., cytotoxicity assay) and computational (e.g., physicochemical filters) steps. For T. cruzi and L. donovani HCS-based assays were also used to select active compounds against intracellular amastigotes. By the end of the pipeline, three sets (or “boxes’) of compounds with antiparasitic activity and low cytotoxicity were assembled: Leish-BOX (n = 192), Chagas-BOX (n = 222) and HAT-BOX (n = 192), which are provided as an open source for lead discovery programmes.

Fig. 4:
compounds with anti-trypanosomatid activity identified in screening campaigns that used HCS-based assays.

Though most assays use only one combination of parasite and host cell types, there are some exceptions.2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82.,7777. Fehling H, Niss H, Bea A, Kottmayr N, Brinker C, Hoenow S, et al. High content analysis of macrophage-targeting EhPIb-compounds against cutaneous and visceral Leishmania species. Microorganisms. 2021; 9(2): 422.,8383. Alcântara LM, Ferreira TCS, Fontana V, Chatelain E, Moraes CB, Freitas-Junior LH. A multi-species phenotypic screening sssay for leishmaniasis drug discovery shows that active compounds display a high degree of species-specificity. Molecules. 2020; 25(11): 2551.,8989. Engel JC, Ang KKH, Chen S, Michelle R, Mckerrow JH, Doyle PS, et al. Image-based high-throughput drug screening targeting the intracellular stage of Trypanosoma cruzi, the agent of Chagas' disease. Antimicrob Agents Chemother. 2010; 54(8): 3326-34. Franco and colleagues,2727. Franco CH, Alcântara LM, Chatelain E, Freitas-Junior L, Moraes CB. Drug discovery for Chagas disease: impact of different host cell lines on assay performance and hit compound selection. Trop Med Infect Dis. 2019; 4(2): 82. for instance, conducted a primary screening consisting of four parallel HCS-based assays, one per host cell lineage. In each assay, 1,280 pharmacologically active compounds (LOPAC library, Sigma-Aldrich) were tested against cells infected with intracellular amastigotes of T. cruzi Y-H10 strain, yielding 82 unique hits. The compounds that were active in at least three cell lineages (n = 11) had their EC50 values calculated, which in most cases were at low micromolar range or lower. One of these compounds, FPL 64176 (9), a Ca2+ activator, was active on all four cell lines models and showed a similar potency (2.2 - 3.0 μM) across three parasite strains (Y-H10, Sylvio X10/1 and CL Brener), as well as good selectivity indexes (57.7, 35.4 and > 90, respectively) in U2OS cells.

A few reports have also validated the in vitro activity of test compounds on in vivo disease models.8787. Ekins S, de Siqueira-Neto JL, McCall L-I, Sarker M, Yadav M, Ponder EL, et al. Machine learning models and pathway genome data base for Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2015; 9(6): e0003878.,8888. Neitz RJ, Chen S, Supek F, Yeh V, Kellar D, Gut J, et al. Lead identification to clinical candidate selection: drugs for Chagas disease. J Biomol Screen. 2014; 20: 101-11.,9595 Phan T-N, Baek K-H, Lee N, Byun SY, Shum D, No JH. In vitro and in vivo activity of mTOR kinase and PI3K inhibitors against Leishmania donovani and Trypanosoma brucei. Molecules. 2020; 25(8): 1980. Ekins and colleagues8787. Ekins S, de Siqueira-Neto JL, McCall L-I, Sarker M, Yadav M, Ponder EL, et al. Machine learning models and pathway genome data base for Trypanosoma cruzi drug discovery. PLoS Negl Trop Dis. 2015; 9(6): e0003878. measured the anti-trypanosomatid activity of commercial compounds combining computational and experimental techniques. Initially, they trained bayesian machine learning models to identify compounds with potential anti-T. cruzi in vitro activity. These models were then used to screen approximately 7,200 small molecules available in different chemical libraries (mostly from commercial sources). The 97 virtual hits with the highest scores were evaluated in a HCS-based assay that measured their antiparasitic activity and host cell toxicity. Dose-response curves revealed that five of them had an EC50 lower than 1 μM. Later, they had their in vivo efficacy determined using an acute Chagas mouse model. One of these compounds, pyronaridine (10) (antimalarial drug), had never been tested in a mouse model and showed a high efficacy (85.2 %) when compared to benznidazole (1) (100%). Some potential targets were predicted for this compound using different computational resources, including the T. cruzi pathway model developed in the same study. These results suggested that pyronaridine (10) may be a promising starting point for drug development. Phan and colleagues9595 Phan T-N, Baek K-H, Lee N, Byun SY, Shum D, No JH. In vitro and in vivo activity of mTOR kinase and PI3K inhibitors against Leishmania donovani and Trypanosoma brucei. Molecules. 2020; 25(8): 1980. also obtained antiparasitic compounds with in vitro and in vivo activity against L. donovani and T. brucei. A primary screening of 1,742 commercial bioactive compounds (MedChem Express) was performed with a HCS-based assay using cells infected with intracellular amastigotes of L. donovani. This technique revealed 20 molecules with high antileishmanial activity and low cytotoxicity. Some of them were identified as inhibitors of the mammalian target of rapamycin (mTOR)/phosphoinositide 3-kinase (PI3K) (mTOR/PI3K) signaling pathway and had their EC50 values determined (0.14 - 13.44 μM). The three most potent molecules NVP-BGT226 (11), dactolisib (12) and Torin2 (13) were tested in vivo using a mouse model infected with L. donovani. They all inhibited parasitaemia in mice, especially NVP-BGT226 (11) (54 % inhibition). This compound also showed anti-T. brucei in vitro activity (resazurin-based assay) and reduced parasitaemia in a T. brucei infected mice model suggesting a broad anti-trypanosomatid effect. However, further studies may be necessary to increase their selectivity as mTOR and kinetoplastid TORs show high structural similarities and mTOR/PI3K inhibitors have already shown toxicity in clinical trials.

An HCS-centered ideal assay cascade for antileishmanial phenotypic drug screening - In screening campaigns, it is important to balance reliability and pragmatism (Fig. 5). Therefore, the use of L. amazonensis as a starting point is suggested, due to its rapid growth and high infectivity rate. Ideally, the reporter gene is integrated into the parasite’s DNA, to reduce some interference, such as variation in the number of plasmids per cell, or even the lack of it. In the hit discovery step, the use of cell lines such as J774 or THP-1 is acceptable to reduce the number of animals. However, at later stages, primary cells are recommended.9292. Hendrickx S, Van Bockstal L, Caljon G, Maes L. In-depth comparison of cell-based methodological approaches to determine drug susceptibility of visceral Leishmania isolates. PLoS Negl Trop Dis. 2019; 13(12): e0007885. Still considering pragmatism, the first round using only one concentration reduces resources and improves yield. Here, we adopted the limit of 10 µM, as recommended as a hit criterion by an expert panel.106106. Katsuno K, Burrows JN, Duncan K, van Huijsduijnen RH, Kaneko T, Kita K, et al. Hit and lead criteria in drug discovery for infectious diseases of the developing world. Nat Rev Drug Discov. 2015; 14(11): 751-8. Another relevant point is to keep cells untreated for up to 24 hours after infection, to ensure complete transformation of promastigotes into amastigotes. Otherwise, the compounds can act on any remaining target of the promastigote. An advantage of the HCS is the possibility of obtaining cytotoxicity data together with the IC50 determination, allowing the disposal of toxic candidates early in the process. At later stages, it becomes necessary to use more clinically relevant Leishmania species, as well as to determine the CC50 in primary uninfected cells, before going to in vivo assays.

Fig. 5:
HCS-centered ideal assay cascade for antileishmanial phenotypic drug screening.

Final remarks - As discussed here, automated, image-based screening approaches known as HCS, have already made a major impact in trypanosomatid drug discovery and hold the promise to keep occupying an important space in the field for the years to come. This is so because HCS has several advantages over non image-based HTS including acquisition of multidimensional (2D and 3D) data, multiplexing capacity and multiparametric analysis for phenotypic scoring.

Even with the technological advantages of HCS, it´s key for the success of a trypanosomatid drug screening campaign to use carefully standardised reagents and optimised assays parameters. Compound-parasite incubation times and the sequential cell and compound seeding schemes have already been demonstrated as crucial factors that can be responsible for apparent lack of activity of compounds in a particular assay setup.107107. Yang G, Lee N, Ioset J-R, No JH. Evaluation of parameters impacting drug susceptibility in intracellular Trypanosoma cruzi assay protocols. SLAS Discov. 2017; 22(2): 125-34. Moreover, as a high-throughput experimental method, HCS presents a number of intrinsic challenges such as: experimental design errors, high cost and availability of materials (cells, proteins, compounds, etc.); compounds and reagents-related issues (incorrect structures, mixtures and salts, inconsistent batches, poor solubility); and other technical problems (pipetting errors and mechanical failures, temperature gradients, position effects, suboptimal readings). For instance, frequent hitter compounds (aggregators, interferers, etc.) may lead to false positives in screening campaigns and failure to validate initial hits on secondary assays.108108. Dantas RF, Evangelista TCS, Neves BJ, Senger MR, Andrade CH, Ferreira SB, et al. Dealing with frequent hitters in drug discovery: a multidisciplinary view on the issue of filtering compounds on biological screenings. Expert Opin Drug Discov. 2019; 14(12): 1269-82.,109109. Senger MR, Fraga CAM, Dantas RF, Silva Jr FP. Filtering promiscuous compounds in early drug discovery: is it a good idea? Drug Discov Today. 2016; 21(6): 868-72.

A better understanding of the host/parasite interaction and the disease itself is essential if we are to be able to design better and more predictive phenotypic assays. For instance, there are still unanswered questions regarding cell dormancy in T. cruzi: do we need assays targeting replicating and non-replicating forms of parasites?

A combination of phenotypic and target-based drug discovery approaches should lead to better chances of identifying compounds with the potential to satisfy the target product profile (TPP) of diseases caused by trypanosomatids. Additionally, the integration of machine learning and other AI or computational modeling techniques should help to make the most efficient use of resources.

Finally, incorporating newly developed assays into the phenotypic screening cascade is an exciting perspective to the field. Exploration of novel genetic editing methods, such as CRISPR/Cas9,110110. Costa FC, Francisco AF, Jayawardhana S, Calderano SG, Lewis MD, Olmo F, et al. Expanding the toolbox for Trypanosoma cruzi: a parasite line incorporating a bioluminescence-fluorescence dual reporter and streamlined CRISPR/Cas9 functionality for rapid in vivo localisation and phenotyping. PLoS Negl Trop Dis. 2018; 12(4): e0006388. allows creation of dual or even triple reporter systems for in vitro and in vivo multimodal imaging.110110. Costa FC, Francisco AF, Jayawardhana S, Calderano SG, Lewis MD, Olmo F, et al. Expanding the toolbox for Trypanosoma cruzi: a parasite line incorporating a bioluminescence-fluorescence dual reporter and streamlined CRISPR/Cas9 functionality for rapid in vivo localisation and phenotyping. PLoS Negl Trop Dis. 2018; 12(4): e0006388.,111111. Calvo-Alvarez E, Cren-Travaillé C, Crouzols A, Rotureau B. A new chimeric triple reporter fusion protein as a tool for in vitro and in vivo multimodal imaging to monitor the development of African trypanosomes and Leishmania parasites. Infect Genet Evol. 2018; 63: 391-403. These parasite cell lines enable efficient in vivo localisation and phenotyping, expanding the toolbox for trypanosomatid drug discovery.

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  • Financial support: CNPq, CAPES, FAPERJ, FAPEG, FIOCRUZ. ECTS and FPSJr are CNPq research fellows and FAPERJ CNE fellowships recipients.

Publication Dates

  • Publication in this collection
    11 Mar 2022
  • Date of issue
    2022

History

  • Received
    20 Dec 2021
  • Accepted
    28 Dec 2021
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