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1.
Microbiol Spectr ; 12(4): e0414223, 2024 Apr 02.
Artigo em Inglês | MEDLINE | ID: mdl-38421191

RESUMO

In an effort to identify novel compounds with potent inhibition against Toxoplasma gondii, a phenotypic screen was performed utilizing a library of 683 pure compounds derived primarily from terrestrial and marine fungi. An initial screen with a fixed concentration of 5 µM yielded 91 hits with inhibition comparable to an equal concentration of artemisinin. These compounds were then triaged based on known biological and chemical concerns and liabilities. From these, 49 prioritized compounds were tested in a dose response format with T. gondii and human foreskin fibroblasts (HFFs) for cytotoxicity. Ten compounds were identified with an IC50 less than 150 nM and a selectivity index (SI) greater than 100. An additional eight compounds demonstrated submicromolar IC50 and SI values equal to or greater than 35. While the majority of these scaffolds have been previously implicated against apicomplexan parasites, their activities in T. gondii were largely unknown. Herein, we report the T. gondii activity of these compounds with chemotypes including xanthoquinodins, peptaibols, heptelidic acid analogs, and fumagillin analogs, with multiple compounds demonstrating exceptional potency in T. gondii and limited toxicity to HFFs at the highest concentrations tested. IMPORTANCE: Current therapeutics for treating toxoplasmosis remain insufficient, demonstrating high cytotoxicity, poor bioavailability, limited efficacy, and drug resistance. Additional research is needed to develop novel compounds with high efficacy and low cytotoxicity. The success of artemisinin and other natural products in treating malaria highlights the potential of natural products as anti-protozoan therapeutics. However, the exploration of natural products in T. gondii drug discovery has been less comprehensive, leaving untapped potential. By leveraging the resources available for the malaria drug discovery campaign, we conducted a phenotypic screen utilizing a set of natural products previously screened against Plasmodium falciparum. Our study revealed 18 compounds with high potency and low cytotoxicity in T. gondii, including four novel scaffolds with no previously reported activity in T. gondii. These new scaffolds may serve as starting points for the development of toxoplasmosis therapeutics but could also serve as tool compounds for target identification studies using chemogenomic approach.


Assuntos
Antiprotozoários , Artemisininas , Produtos Biológicos , Malária , Toxoplasma , Toxoplasmose , Humanos , Antiprotozoários/farmacologia , Produtos Biológicos/farmacologia , Artemisininas/farmacologia
2.
J Med Chem ; 67(2): 1460-1480, 2024 Jan 25.
Artigo em Inglês | MEDLINE | ID: mdl-38214254

RESUMO

While progress has been made in the effort to eradicate malaria, the disease remains a significant threat to global health. Acquired resistance to frontline treatments is emerging in Africa, urging a need for the development of novel antimalarial agents. Repurposing human kinase inhibitors provides a potential expedited route given the availability of a diverse array of kinase-targeting drugs that are approved or in clinical trials. Phenotypic screening of a library of type II human kinase inhibitors identified compound 1 as a lead antimalarial, which was initially developed to target human ephrin type A receptor 2 (EphA2). Here, we report a structure-activity relationship study and lead optimization of compound 1, which led to compound 33, with improved antimalarial activity and selectivity.


Assuntos
Antimaláricos , Malária , Receptor EphA2 , Humanos , Antimaláricos/farmacologia , Antimaláricos/uso terapêutico , Malária/tratamento farmacológico , Relação Estrutura-Atividade , África , Plasmodium falciparum
3.
Cell Chem Biol ; 31(2): 312-325.e9, 2024 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-37995692

RESUMO

Our previous study identified 52 antiplasmodial peptaibols isolated from fungi. To understand their antiplasmodial mechanism of action, we conducted phenotypic assays, assessed the in vitro evolution of resistance, and performed a transcriptome analysis of the most potent peptaibol, HZ NPDG-I. HZ NPDG-I and 2 additional peptaibols were compared for their killing action and stage dependency, each showing a loss of digestive vacuole (DV) content via ultrastructural analysis. HZ NPDG-I demonstrated a stepwise increase in DV pH, impaired DV membrane permeability, and the ability to form ion channels upon reconstitution in planar membranes. This compound showed no signs of cross resistance to targets of current clinical candidates, and 3 independent lines evolved to resist HZ NPDG-I acquired nonsynonymous changes in the P. falciparum multidrug resistance transporter, pfmdr1. Conditional knockdown of PfMDR1 showed varying effects to other peptaibol analogs, suggesting differing sensitivity.


Assuntos
Antimaláricos , Malária Falciparum , Humanos , Peptaibols/metabolismo , Peptaibols/farmacologia , Antimaláricos/farmacologia , Proteínas de Membrana Transportadoras , Permeabilidade da Membrana Celular
4.
Int J Mol Sci ; 24(24)2023 Dec 12.
Artigo em Inglês | MEDLINE | ID: mdl-38139243

RESUMO

Thiazole and piperazine are two important heterocyclic rings that play a prominent role in nature and have a broad range of applications in agricultural and medicinal chemistry. Herein, we report the parallel synthesis of a library of diverse piperazine-tethered thiazole compounds. The reaction of piperazine with newly generated 4-chloromethyl-2-amino thiazoles led to the desired piperazine thiazole compounds with high purities and good overall yields. Using a variety of commercially available carboxylic acids, the parallel synthesis of a variety of disubstituted 4-(piperazin-1-ylmethyl)thiazol-2-amine derivatives is described. the screening of the compounds led to the identification of antiplasmodial compounds that exhibited interesting antimalarial activity, primarily against the Plasmodium falciparum chloroquine-resistant Dd2 strain. The hit compound 2291-61 demonstrated an antiplasmodial EC50 of 102 nM in the chloroquine-resistant Dd2 strain and a selectivity of over 140.


Assuntos
Antimaláricos , Antimaláricos/química , Piperazina , Tiazóis/química , Cloroquina/farmacologia , Cloroquina/química , Plasmodium falciparum
6.
J Nat Prod ; 86(6): 1596-1605, 2023 06 23.
Artigo em Inglês | MEDLINE | ID: mdl-37276438

RESUMO

Xanthoquinodins make up a distinctive class of xanthone-anthraquinone heterodimers reported as secondary metabolites from several fungal species. Through a collaborative multi-institutional screening program, a fungal extract prepared from a Trichocladium sp. was identified that exhibited strong inhibitory effects against several human pathogens (Mycoplasma genitalium, Plasmodium falciparum, Cryptosporidium parvum, and Trichomonas vaginalis). This report focuses on one of the unique samples that exhibited a desirable combination of biological effects: namely, it inhibited all four test pathogens and demonstrated low levels of toxicity toward HepG2 (human liver) cells. Fractionation and purification of the bioactive components and their congeners led to the identification of six new compounds [xanthoquinodins NPDG A1-A5 (1-5) and B1 (6)] as well as several previously reported natural products (7-14). The chemical structures of 1-14 were determined based on interpretation of their 1D and 2D NMR, HRESIMS, and electronic circular dichroism (ECD) data. Biological testing of the purified metabolites revealed that they possessed widely varying levels of inhibitory activity against a panel of human pathogens. Xanthoquinodins A1 (7) and A2 (8) exhibited the most promising broad-spectrum inhibitory effects against M. genitalium (EC50 values: 0.13 and 0.12 µM, respectively), C. parvum (EC50 values: 5.2 and 3.5 µM, respectively), T. vaginalis (EC50 values: 3.9 and 6.8 µM, respectively), and P. falciparum (EC50 values: 0.29 and 0.50 µM, respectively) with no cytotoxicity detected at the highest concentration tested (HepG2 EC50 > 25 µM).


Assuntos
Anti-Infecciosos , Criptosporidiose , Cryptosporidium , Fungos Mitospóricos , Humanos , Anti-Infecciosos/farmacologia , Antibacterianos/farmacologia , Estrutura Molecular
7.
ACS Infect Dis ; 9(4): 1004-1021, 2023 04 14.
Artigo em Inglês | MEDLINE | ID: mdl-36919909

RESUMO

Protein kinases have proven to be a very productive class of therapeutic targets, and over 90 inhibitors are currently in clinical use primarily for the treatment of cancer. Repurposing these inhibitors as antimalarials could provide an accelerated path to drug development. In this study, we identified BI-2536, a known potent human polo-like kinase 1 inhibitor, with low nanomolar antiplasmodial activity. Screening of additional PLK1 inhibitors revealed further antiplasmodial candidates despite the lack of an obvious orthologue of PLKs in Plasmodium. A subset of these inhibitors was profiled for their in vitro killing profile, and commonalities between the killing rate and inhibition of nuclear replication were noted. A kinase panel screen identified PfNEK3 as a shared target of these PLK1 inhibitors; however, phosphoproteome analysis confirmed distinct signaling pathways were disrupted by two structurally distinct inhibitors, suggesting PfNEK3 may not be the sole target. Genomic analysis of BI-2536-resistant parasites revealed mutations in genes associated with the starvation-induced stress response, suggesting BI-2536 may also inhibit an aminoacyl-tRNA synthetase.


Assuntos
Antimaláricos , Humanos , Antimaláricos/farmacologia , Inibidores de Proteínas Quinases/farmacologia , Proteínas Serina-Treonina Quinases/genética , Proteínas de Ciclo Celular/genética , Proteínas de Ciclo Celular/metabolismo , Quinase 1 Polo-Like
8.
Bioorg Med Chem ; 57: 116629, 2022 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-35091169

RESUMO

Malaria is a prevalent and lethal disease. The fast emergence and spread of resistance to current therapies is a major concern and the development of a novel line of therapy that could overcome, the problem of drug resistance, is imperative. Screening of a set of compounds with drug/natural product-based sub-structural motifs led to the identification of spirocyclic chroman-4-one 1 with promising antimalarial activity against the chloroquine-resistant Dd2 and chloroquine-sensitive 3D7 strains of the parasite. Extensive structure-activity and structure-property relationship studies were conducted to identify the essential features necessary for its activity and properties.


Assuntos
Antimaláricos/farmacologia , Cromanos/farmacologia , Malária/tratamento farmacológico , Plasmodium/efeitos dos fármacos , Compostos de Espiro/farmacologia , Antimaláricos/síntese química , Antimaláricos/química , Sobrevivência Celular/efeitos dos fármacos , Cromanos/síntese química , Cromanos/química , Cristalografia por Raios X , Relação Dose-Resposta a Droga , Células Hep G2 , Humanos , Modelos Moleculares , Estrutura Molecular , Testes de Sensibilidade Parasitária , Compostos de Espiro/síntese química , Compostos de Espiro/química , Relação Estrutura-Atividade
9.
ACS Infect Dis ; 7(10): 2889-2903, 2021 10 08.
Artigo em Inglês | MEDLINE | ID: mdl-34491031

RESUMO

Cyclic tetrapeptide histone deacetylase inhibitors represent a promising class of antiplasmodial agents that epigenetically disrupt a wide range of cellular processes in Plasmodium falciparum. Unfortunately, certain limitations, including reversible killing effects and host cell toxicity, prevented these inhibitors from further development and clinical use as antimalarials. In this study, we present a series of cyclic tetrapeptide analogues derived primarily from the fungus Wardomyces dimerus that inhibit P. falciparum with low nanomolar potency and high selectivity. This cyclic tetrapeptide scaffold was diversified further via semisynthesis, leading to the identification of several key structural changes that positively impacted the selectivity, potency, and in vitro killing profiles of these compounds. We confirmed their effectiveness as HDAC inhibitors through the inhibition of PfHDAC1 catalytic activity, in silico modeling, and the hyperacetylation of histone H4. Additional analysis revealed the in vitro inhibition of the most active epoxide-containing analogue was plasmodistatic, exhibiting reversible inhibitory effects upon compound withdrawal after 24 or 48 h. In contrast, one of the new diacetyloxy semisynthetic analogues, CTP-NPDG 19, displayed a rapid and irreversible action against the parasite following compound exposure for 24 h.


Assuntos
Antimaláricos , Plasmodium falciparum , Antimaláricos/farmacologia , Ascomicetos , Inibidores de Histona Desacetilases/farmacologia
10.
ACS Omega ; 6(31): 20455-20470, 2021 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-34395993

RESUMO

There is a significant need for new agents to combat malaria, which resulted in ∼409,000 deaths globally in 2019. We utilized a ring distortion strategy to create complex and diverse compounds from vincamine with the goal of discovering molecules with re-engineered biological activities. We found compound 8 (V3b) to target chloroquine-resistant Plasmodium falciparum Dd2 parasites (EC50 = 1.81 ± 0.09 µM against Dd2 parasites; EC50 > 40 µM against HepG2 cells) and established structure-activity relationships for 25 related analogues. New analogue 30 (V3ss, Dd2, EC50 = 0.25 ± 0.004 µM; HepG2, EC50 > 25 µM) was found to demonstrate the most potent activity, which prevents exit on the parasite from the schizont stage of intraerythrocytic development and requires >24 h to kill P. falciparum Dd2 cells. These findings demonstrate the potential that vincamine ring distortion has toward the discovery of novel antimalarial agents and other therapies significant to human health.

11.
Mar Drugs ; 19(4)2021 Mar 25.
Artigo em Inglês | MEDLINE | ID: mdl-33805935

RESUMO

Novel drug leads for malaria therapy are urgently needed because of the widespread emergence of resistance to all available drugs. Screening of the Harbor Branch enriched fraction library against the Plasmodium falciparum chloroquine-resistant strain (Dd2) followed by bioassay-guided fractionation led to the identification of two potent antiplasmodials; a novel diterpene designated as bebrycin A (1) and the known C21 degraded terpene nitenin (2). A SYBR Green I assay was used to establish a Dd2 EC50 of 1.08 ± 0.21 and 0.29 ± 0.02 µM for bebrycin A and nitenin, respectively. Further analysis was then performed to assess the stage specificity of the inhibitors antiplasmodial effects on the Dd2 intraerythrocytic life cycle. Exposure to bebrycin A was found to block parasite maturation at the schizont stage if added any time prior to late schizogony at 42 hours post invasion, (HPI). In contrast, early life cycle exposure to nitenin (prior to 18 HPI) was identified as crucial to parasite inhibition, suggesting nitenin may target the maturation of the parasite during the transition from ring to early trophozoite (6-18 HPI), a novel property among known antimalarials.


Assuntos
Antozoários/metabolismo , Antimaláricos/farmacologia , Diterpenos/farmacologia , Malária Falciparum/tratamento farmacológico , Plasmodium falciparum/efeitos dos fármacos , Poríferos/metabolismo , Animais , Antimaláricos/isolamento & purificação , Diterpenos/isolamento & purificação , Células Hep G2 , Humanos , Estágios do Ciclo de Vida , Malária Falciparum/parasitologia , Estrutura Molecular , Plasmodium falciparum/crescimento & desenvolvimento , Relação Estrutura-Atividade , Fatores de Tempo
12.
J Nat Prod ; 84(2): 503-517, 2021 02 26.
Artigo em Inglês | MEDLINE | ID: mdl-33565879

RESUMO

Malaria remains a worldwide threat, afflicting over 200 million people each year. The emergence of drug resistance against existing therapeutics threatens to destabilize global efforts aimed at controlling Plasmodium spp. parasites, which is expected to leave vast portions of humanity unprotected against the disease. To address this need, systematic testing of a fungal natural product extract library assembled through the University of Oklahoma Citizen Science Soil Collection Program has generated an initial set of bioactive extracts that exhibit potent antiplasmodial activity (EC50 < 0.30 µg/mL) and low levels of toxicity against human cells (less than 50% reduction in HepG2 growth at 25 µg/mL). Analysis of the two top-performing extracts from Trichoderma sp. and Hypocrea sp. isolates revealed both contained chemically diverse assemblages of putative peptaibol-like compounds that were responsible for their antiplasmodial actions. Purification and structure determination efforts yielded 30 new peptaibols and lipopeptaibols (1-14 and 28-43), along with 22 known metabolites (15-27 and 44-52). While several compounds displayed promising activity profiles, one of the new metabolites, harzianin NPDG I (14), stood out from the others due to its noteworthy potency (EC50 = 0.10 µM against multi-drug-resistant P. falciparum line Dd2) and absence of gross toxicity toward HepG2 at the highest concentrations tested (HepG2 EC50 > 25 µM, selectivity index > 250). The unique chemodiversity afforded by these fungal isolates serves to unlock new opportunities for translating peptaibols into a bioactive scaffold worthy of further development.


Assuntos
Antimaláricos/farmacologia , Hypocrea/química , Peptaibols/biossíntese , Trichoderma/química , Produtos Biológicos/farmacologia , Resistência a Medicamentos , Células Hep G2 , Humanos , Estrutura Molecular , Pennsylvania , Peptaibols/farmacologia , Plasmodium falciparum/efeitos dos fármacos , Microbiologia do Solo , Texas
13.
Eur J Med Chem ; 209: 112889, 2021 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-33045660

RESUMO

To identity fast-acting, multistage antimalarial agents, a series of pyridylvinylquinoline-triazole analogues have been synthesized via CuAAC. Most of the compounds display significant inhibitory effect on the drug-resistant malarial Dd2 strain at low submicromolar concentrations. Among the tested analogues, compound 60 is the most potent molecule with an EC50 value of 0.04 ± 0.01 µM. Our current study indicates that compound 60 is a fast-acting antimalarial compound and it demonstrates stage specific action at the trophozoite phase in the P. falciparum asexual life cycle. In addition, compound 60 is active against both early and late stage P. falciparum gametocytes. From a mechanistic perspective, compound 60 shows good activity as an inhibitor of ß-hematin formation. Collectively, our findings suggest that fast-acting agent 60 targets dual life stages of the malarial parasites and warrant further investigation of pyridylvinylquinoline hybrids as new antimalarials.


Assuntos
Antimaláricos/química , Antimaláricos/farmacologia , Plasmodium falciparum/efeitos dos fármacos , Quinolinas/química , Quinolinas/farmacologia , Antimaláricos/síntese química , Azidas/síntese química , Azidas/química , Cobre/química , Reação de Cicloadição , Células Hep G2 , Humanos , Estágios do Ciclo de Vida/efeitos dos fármacos , Malária Falciparum/tratamento farmacológico , Plasmodium falciparum/crescimento & desenvolvimento , Quinolinas/síntese química
14.
J Med Chem ; 63(20): 11756-11785, 2020 10 22.
Artigo em Inglês | MEDLINE | ID: mdl-32959656

RESUMO

There is an urgent need to develop new efficacious antimalarials to address the emerging drug-resistant clinical cases. Our previous phenotypic screening identified styrylquinoline UCF501 as a promising antimalarial compound. To optimize UCF501, we herein report a detailed structure-activity relationship study of 2-arylvinylquinolines, leading to the discovery of potent, low nanomolar antiplasmodial compounds against a Plasmodium falciparum CQ-resistant Dd2 strain, with excellent selectivity profiles (resistance index < 1 and selectivity index > 200). Several metabolically stable 2-arylvinylquinolines are identified as fast-acting agents that kill asexual blood-stage parasites at the trophozoite phase, and the most promising compound 24 also demonstrates transmission blocking potential. Additionally, the monophosphate salt of 24 exhibits excellent in vivo antimalarial efficacy in the murine model without noticeable toxicity. Thus, the 2-arylvinylquinolines represent a promising class of antimalarial drug leads.


Assuntos
Antimaláricos/farmacologia , Plasmodium falciparum/efeitos dos fármacos , Antimaláricos/síntese química , Antimaláricos/química , Relação Dose-Resposta a Droga , Estrutura Molecular , Testes de Sensibilidade Parasitária , Relação Estrutura-Atividade
15.
ACS Infect Dis ; 6(2): 159-167, 2020 02 14.
Artigo em Inglês | MEDLINE | ID: mdl-31913597

RESUMO

Select natural products are ideal starting points for ring distortion, or the dramatic altering of inherently complex molecules through short synthetic pathways, to generate an array of novel compounds with diverse skeletal architectures. A major goal of our ring distortion approach is to re-engineer the biological activity of indole alkaloids to identify new compounds with diverse biological activities in areas of significance to human health and medicine. In this study, we re-engineered the biological activity of the indole alkaloid yohimbine through ring rearrangement and ring cleavage synthesis pathways to discover new series of antiplasmodial agents. One new compound, Y7j, was found to demonstrate good potency against chloroquine-resistant Plasmodium falciparum Dd2 cells (EC50 = 0.33 µM) without eliciting cytotoxicity against HepG2 cells (EC50 > 40 µM). Y7j demonstrated stage-specific action against parasites at the late ring/trophozoite stage. A series of analogues was synthesized to gain structure-activity relationship insights, and we learned that both benzyl groups of Y7j are required for activity and fine-tuning of antiplasmodial activities could be accomplished by changing substitution patterns on the benzyl moieties. This study demonstrates the potential for ring distortion to drive new discoveries and change paradigms in chemical biology and drug discovery.


Assuntos
Antimaláricos/química , Antimaláricos/farmacologia , Produtos Biológicos/farmacologia , Descoberta de Drogas , Plasmodium falciparum/efeitos dos fármacos , Ioimbina/química , Ioimbina/farmacologia , Produtos Biológicos/química , Cloroquina/farmacologia , Resistência a Medicamentos , Células Hep G2 , Humanos , Alcaloides Indólicos/química , Alcaloides Indólicos/farmacologia , Malária/tratamento farmacológico , Malária/parasitologia , Estrutura Molecular , Testes de Sensibilidade Parasitária , Relação Estrutura-Atividade , Trofozoítos/efeitos dos fármacos
16.
Tetrahedron Lett ; 60(26): 1736-1740, 2019 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-31802783

RESUMO

A rapid and efficient synthesis of 2-vinylquinolines via trifluoromethanesulfonamidemediated olefination of 2-methylquinoline and aldehyde under microwave irradiation is reported. Biological evaluation of these scaffolds demonstrates that 2-vinylquinolines 3x - 3z possess excellent antimalarial activities against chloroquine-resistant Dd2 strain of Plasmodium falciparum (IC50 < 100 nM).

17.
Trop Med Infect Dis ; 4(3)2019 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-31337089

RESUMO

It is important to discover novel antimalarial pharmacophores because of the widespread emergence of Plasmodium falciparum isolates resistant to the available drugs. Secondary metabolites derived from microbes associated with marine invertebrates are a valuable resource for the discovery of novel drug leads. However, the potential of marine microbes as a source of antimalarials has not been explored. We investigated the promise of marine microorganisms for the production of antimalarial activities by testing 2365 diverse microbial extracts using phenotypic screening of a multidrug resistant chloroquine resistant P. falciparum strain. We conducted counter screening against mammalian cells for the 317 active extracts that exhibited more than 70% inhibition at 1 µg/mL. The screen identified 17 potent bioactive leads from a broad range of taxa. Our results establish that the marine microbiome is a rich source of antiplasmodial compounds that warrants in depth exploration.

18.
Molecules ; 24(6)2019 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-30897744

RESUMO

The screening of more than 30 million compounds derived from 81 small molecule libraries built on 81 distinct scaffolds identified pyrrolidine bis-cyclic guanidine library (TPI-1955) to be one of the most active and selective antiplasmodial libraries. The screening of the positional scanning library TPI-1955 arranged on four sets of sublibraries (26 + 26 + 26 + 40), totaling 120 samples for testing provided information about the most important groups of each variable position in the TPI-1955 library containing 738,192 unique compounds. The parallel synthesis of the individual compounds derived from the deconvolution of the positional scanning library led to the identification of active selective antiplasmodial pyrrolidine bis-cyclic guanidines.


Assuntos
Antimaláricos/uso terapêutico , Guanidinas/química , Animais , Técnicas de Química Combinatória , Malária/tratamento farmacológico , Camundongos , Plasmodium/efeitos dos fármacos , Técnicas de Síntese em Fase Sólida/métodos
19.
Front Pharmacol ; 10: 1526, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-32009951

RESUMO

Antimalarial drugs are becoming less effective due to the emergence of drug resistance. Resistance has been reported for all available malaria drugs, including artemisinin, thus creating a perpetual need for alternative drug candidates. The traditional drug discovery approach of high throughput screening (HTS) of large compound libraries for identification of new drug leads is time-consuming and resource intensive. While virtual in silico screening is a solution to this problem, however, the generalization of the models is not ideal. Artificial intelligence (AI), utilizing either structure-based or ligand-based approaches, has demonstrated highly accurate performances in the field of chemical property prediction. Leveraging the existing data, AI would be a suitable alternative to blind-search HTS or fingerprint-based virtual screening. The AI model would learn patterns within the data and help to search for hit compounds efficiently. In this work, we introduce DeepMalaria, a deep-learning based process capable of predicting the anti-Plasmodium falciparum inhibitory properties of compounds using their SMILES. A graph-based model is trained on 13,446 publicly available antiplasmodial hit compounds from GlaxoSmithKline (GSK) dataset that are currently being used to find novel drug candidates for malaria. We validated this model by predicting hit compounds from a macrocyclic compound library and already approved drugs that are used for repurposing. We have chosen macrocyclic compounds as these ligand-binding structures are underexplored in malaria drug discovery. The in silico pipeline for this process also consists of additional validation of an in-house independent dataset consisting mostly of natural product compounds. Transfer learning from a large dataset was leveraged to improve the performance of the deep learning model. To validate the DeepMalaria generated hits, we used a commonly used SYBR Green I fluorescence assay based phenotypic screening. DeepMalaria was able to detect all the compounds with nanomolar activity and 87.5% of the compounds with greater than 50% inhibition. Further experiments to reveal the compounds' mechanism of action have shown that not only does one of the hit compounds, DC-9237, inhibits all asexual stages of Plasmodium falciparum, but is a fast-acting compound which makes it a strong candidate for further optimization.

20.
J Proteome Res ; 17(6): 2112-2123, 2018 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-29678115

RESUMO

PfPK7 is an "orphan" kinase displaying regions of homology to multiple protein kinase families. PfPK7 functions in regulating parasite proliferation/development as evident from the phenotype analysis of knockout parasites. Despite this regulatory role, the functions of PfPK7 in signaling pathways are not known. To better understand PfPK7-regulated phosphorylation events, we performed isobaric tag-based quantitative comparative phosphoproteomics of the schizont and segmenter stages from wild-type and pfpk7 - parasite lines. This analysis identified 3,875 phosphorylation sites on 1,047 proteins. Among these phosphorylation events, 146 proteins with 239 phosphorylation sites displayed reduction in phosphorylation in the absence of PfPK7. Further analysis of the phosphopeptides revealed three motifs whose phosphorylation was down regulated in the pfpk7 - cell line in both schizonts and segmenters. Decreased phosphorylation following loss of PfPK7 indicates that these proteins may function as direct substrates of PfPK7. We demonstrated that PfPK7 is active toward three of these potential novel substrates; however, PfPK7 did not phosphorylate many of the other proteins, suggesting that decreased phosphorylation in these proteins is an indirect effect. Our phosphoproteomics analysis is the first study to identify direct substrates of PfPK7 and reveals potential downstream or compensatory signaling pathways.


Assuntos
Quinases de Proteína Quinase Ativadas por Mitógeno/fisiologia , Plasmodium falciparum/metabolismo , Proteínas de Protozoários/metabolismo , Humanos , Quinases de Proteína Quinase Ativadas por Mitógeno/deficiência , Fosfoproteínas/metabolismo , Fosforilação , Plasmodium falciparum/química , Plasmodium falciparum/enzimologia , Proteínas Quinases , Proteínas de Protozoários/fisiologia , Esquizontes/química , Esquizontes/metabolismo , Transdução de Sinais , Especificidade por Substrato
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