| Literature DB >> 33233837 |
Melissa F Adasme1, Sarah Naomi Bolz1, Lauren Adelmann1, Sebastian Salentin1, V Joachim Haupt1, Adriana Moreno-Rodríguez2, Benjamín Nogueda-Torres3, Verónica Castillo-Campos3, Lilián Yepez-Mulia4, José A De Fuentes-Vicente5, Gildardo Rivera6, Michael Schroeder1.
Abstract
Chagas disease, caused by the parasite Trypanosoma cruzi, affects millions of people in South America. The current treatments are limited, have severe side effects, and are only partially effective. Drug repositioning, defined as finding new indications for already approved drugs, has the potential to provide new therapeutic options for Chagas. In this work, we conducted a structure-based drug repositioning approach with over 130,000 3D protein structures to identify drugs that bind therapeutic Chagas targets and thus represent potential new Chagas treatments. The screening yielded over 500 molecules as hits, out of which 38 drugs were prioritized following a rigorous filtering process. About half of the latter were already known to have trypanocidal activity, while the others are novel to Chagas disease. Three of the new drug candidates-ciprofloxacin, naproxen, and folic acid-showed a growth inhibitory activity in the micromolar range when tested ex vivo on T. cruzi trypomastigotes, validating the prediction. We show that our drug repositioning approach is able to pinpoint relevant drug candidates at a fraction of the time and cost of a conventional screening. Furthermore, our results demonstrate the power and potential of structure-based drug repositioning in the context of neglected tropical diseases where the pharmaceutical industry has little financial interest in the development of new drugs.Entities:
Keywords: Chagas; Trypanosoma cruzi; drug repositioning; non-covalent interactions; structural screening
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Year: 2020 PMID: 33233837 PMCID: PMC7699892 DOI: 10.3390/ijms21228809
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
T. cruzi targets used as input for the computational screening. The targets above the bold line have been thoroughly researched and there is a high confidence that modulating these targets will produce the desired effect in T. cruzi. The targets below the line have been at least researched for being involved in T. cruzi’s survival. For each target, the target name, the specific binding site (in case of a multi-binding site target), the enzyme class, the PDB ID of the available structures, and the binding ligand are indicated. An independent screening was conducted for each target binding site. The last column on the right indicates the number of hit complexes predicted for each screening.
| Target | Binding Site | Enzyme Class | PDB ID | Ligand Name | Ligand Type | Nr. Hits | |
|---|---|---|---|---|---|---|---|
| 1 | Bifunctional DHFR-TS [ | DHFR site | Oxidoreductase | 3IRN | Cycloguanil | Inhibitor | 43 |
| 3CLB | Trimetrexate | Inhibitor | |||||
| 3CL9 | Methotrexate | Inhibitor | |||||
| 3HBB | Trimetrexate | Inhibitor | |||||
| 3IRM | Cycloguanil | Inhibitor | |||||
| TS site | Transferase | 3CL9 | DUMP | substrate | 7 | ||
| 2 | Cruzipain [ | unspecified | Transferase | 2OZ2 | K11777 | Inhibitor | 15 |
| 3LXS | WRR483 | Inhibitor | |||||
| 3 | FPPS [ | allylic site | Transferase | 3IBA | Zoledronate | Inhibitor | 20 |
| 1YHL | Risedronate | Inhibitor | |||||
| 1YHM | Alendronate | Inhibitor | |||||
| 3ICK | Minodronate | Inhibitor | |||||
| homoallylic site | Transferase | 1YHM | Isopentyl Pyrophosphate | Substrate | 8 | ||
| 3ICK | Isopentyl Pyrophosphate | Substrate | |||||
| 3IBA | Isopentyl Pyrophosphate | Substrate | |||||
| 4 | GAPDH [ | active site | Oxidoreductase | 1QXS | 1,3-bisphospho-d-glyceric acid | Product | 18 |
| 1K3T | Chalepin | Inhibitor | |||||
| covalent site | Oxidoreductase | 3IDS | Iodoacetamide | Inhibitor | 24 | ||
| 5 | Lanosterol Demethylase [ | unspecified | Oxidoreductase | 5AJR | VT-1161 | Inhibitor | 69 |
| 3ZG3 | UDD | Inhibitor | |||||
| 3ZG2 | UDO | Inhibitor | |||||
| 3KSW | VNF | Inhibitor | |||||
| 2WX2 | Fluconazole | Inhibitor | |||||
| 3KHM | Fluconazole | Inhibitor | |||||
| 2WUZ | Fluconazole | Inhibitor | |||||
| 3K1O | Posaconazole | Inhibitor | |||||
| 6 | trans-sialidase [ | acceptor site | Hydrolase | 1MS9 | Beta-lactose | Substrate | 20 |
| 1MS0 | Beta-lactose | Substrate | |||||
| sialic acid site | Hydrolase | 1MS0 | DANA | Inhibitor | 12 | ||
| 1S0J | Methylumbelliferyl Sialic Acid | Substrate | |||||
| 1S0I | Lactose Sialic Acid | Substrate | |||||
| 7 | Trypanothione Reductase [ | unspecified | Oxidoreductase | 1GXF | Quinacrine Mustard | Inhibitor | 13 |
| 1BZL | Trypanothione | Substrate | |||||
| 8 | B Cell Mitogen [ | unspecified | Isomerase | 1W61 | Pyrrole-2-Carboxylic acid | Substrate | 10 |
| 9 | Dihydroorate Dehydrogenase [ | unspecified | Oxidoreductase | 2E6A | Orotate | Product | 16 |
| 2E6D | Fumarate | Substrate | |||||
| 2E68 | Dihydroorotate | Substrate | |||||
| 2DJL | Succinate | Product | |||||
| 2E6F | Oxonate | Inhibitor | |||||
| 10 | Glucose 6-phosphate dehydrogenase [ | unspecified | Oxidoreductase | 6D24 | Beta-Glucose-6 Phosphate | Substrate | 2 |
| 5AQ1 | Beta-Glucose-6 Phosphate | Substrate | |||||
| 11 | HGPRT [ | PRPP site | Transferase | 1TC2 | PRPP | Substrate | 0 |
| purine site | Transferase | 1TC2 | 7HPP | Inhibitor | 42 | ||
| 1P19 | Inosinic Acid | Product | |||||
| 1TC1 | Formycin B | Product | |||||
| 12 | Old Yellow Enzyme [ | unspecified | Oxidoreductase | 3ATZ | Hydroxybenzaldehyde | Substrate | 34 |
| 13 | Pteridine Reductase [ | unspecified | Oxidoreductase | 1MXF | Methotrexate | Inhibitor | 26 |
| 1MXH | Dihydrofolic Acid | Substrate | |||||
| 14 | Spermidine Synthase [ | dcSAM site | Transferase | 5B1S | dcSAM | Substrate | 6 |
| 4YUW | dcSAM | Substrate | |||||
| putrescine site | Transferase | 5B1S | 2-(2-fluorophenyl)ethanamine | Inhibitor | 30 | ||
| 4YUW | trans-4-methylcyclohexanamine | Inhibitor | |||||
| 15 | Squalene Synthase [ | unspecified | Transferase | 3WSB | SQ109 | Inhibitor | 97 |
| 3WCA | Farnesyl Thiopyrophosphate | Substrate | |||||
| 3WCB | BPH1237 | Inhibitor | |||||
| 3WCC | E5700 | Inhibitor | |||||
| 3WCE | ER119884 | Inhibitor | |||||
| 3WCG | BPH1344 | Inhibitor | |||||
| 16 | UDP-galactapyranose mutase [ | unspecified | Isomerase | 4DSH | UDP | Substrate | 11 |
| 4DSG | UDP | Substrate |
Computational screening hits predicted to bind Chagas targets. Top 38 hits from the screening sorted by novelty with regard to trypanocidal activity, where ? indicates unknown activity, + indicates indirect evidence of activity, and ++ indicates direct evidence of activity. Within each of the previous classifications, the hits are sorted by screening p-value and the original indication is shown. The ✔ represents positive visual inspection, meaning high interaction pattern similarity between query and hit.
| Drug | Predicted Target | Current Indication | Visual | Trypan. | Reference | ||
|---|---|---|---|---|---|---|---|
| 1 | Glutathione | Dihydroorate | 3.80 × 10−6 | Antioxidant | ✔ | ? | |
| 2 | Naproxen | FPPS Homoallylic | 6.46 × 10−6 | Anti-inflammatory | ✔ | ? | |
| 3 | Amphetamine | Spermidine Synthase Putrescine | 1.14 × 10−5 | Attention deficit/Hyperactivity | ✔ | ? | |
| 4 | Folic acid | DHFR | 2.66 × 10−5 | Megaloblastic Anemia | ✔ | ? | |
| 5 | Sapropterin | Pteridine Reductase | 2.66 × 10−5 | Phenylketonuria | ✔ | ? | |
| 6 | Clioquinol | Trypanothione Reductase | 2.66 × 10−5 | antifungal | ✔ | ? | |
| 7 | Celecoxib | DHFR | 3.04 × 10−5 | Anti-inflammatory | ✔ | ? | |
| 8 | Leucovorin | DHFR | 4.18 × 10−5 | Toxicity of Pyrimethamine | ✔ | ? | |
| 9 | Theophylline | HGPRT purine | 7.22 × 10−5 | Asthma | ✔ | ? | |
| 10 | Fosfomycin | FPPS allylic | 1.52 × 10−4 | Antibiotic | ✔ | ? | |
| 11 | Ticagrelor | Pteridine Reductase | 1.90 × 10−4 | Platelet aggregation inhibitor | ✔ | ? | |
| 12 | Fludarabine | HGPT purine | 4.18 × 10−4 | Cancer | ✔ | ? | |
| 13 | Varenicline | Spermidine Synthase Putrescine | 4.45 × 10−4 | Nicotine Addiction | ✔ | ? | |
| 14 | Progesterone | Old Yellow | 3.80 × 10−6 | Hormone | ✔ | + | Schuster et al. [ |
| 15 | Pemetrexed | Pteridine Reductase | 3.80 × 10−6 | Cancer | ✔ | + | Sienkiewicz et al. [ |
| 16 | Ciprofloxacin | Trans-sialidase sailic | 9.51 × 10−5 | Antibiotic | ✔ | + | Hiltensperger et al. [ |
| 17 | Aunomycin | Trypanothione Reductase | 1.29 × 10−4 | Cancer | ✔ | + | Andrews et al. [ |
| 18 | Pentoxifylline | Trypanothione Reductase | 2.24 × 10−4 | Muscle Pain Reliever | ✔ | + | Villa-Pereira et al. [ |
| 19 | Pyrimethamine | DHFR | 3.80 × 10−6 | Toxoplasmosis | ✔ | ++ | Gilbert et al. [ |
| 20 | Trimethoprim | DHFR | 3.80 × 10−6 | Antibiotic | ✔ | ++ | Gilbert et al. [ |
| 21 | Risedronate | FPPS Allylic | 3.80 × 10−6 | Osteoporosis | ✔ | ++ | Huang et al. [ |
| 22 | Triamterene | Pteridine Reductase | 3.80 × 10−6 | Diuretic | ✔ | ++ | Planer et al. [ |
| 23 | Tioguanine | Pteridine Reductase | 7.61 × 10−6 | Cancer | ✔ | ++ | fernandes et al. [ |
| 24 | Nicotinamide | Spermidine Synthase Putrescine | 7.61 × 10−6 | Pellagra | ✔ | ++ | Soares et al. [ |
| 25 | Zidovudine | Squalene Synthase | 1.14 × 10−5 | HIV | ✔ | ++ | Nakajima-Shimada et al. [ |
| 26 | Zanamivir | Trans-sialidase sailic | 1.14 × 10−5 | Antiviral | ✔ | ++ | Kashif et al. [ |
| 27 | Rimantadine | DHFR | 1.54 × 10−5 | Anti-viral | ✔ | ++ | Kelly et al. [ |
| 28 | Quinine | DHFR | 1.90 × 10−5 | Malaria | ✔ | ++ | Ceole et al. [ |
| 29 | Benzoic acid | Galactopyranose Mutase | 1.90 × 10−5 | Antifungal | ++ | Neres et al. [ | |
| 30 | Imatinib | Cruzipain | 6.84 × 10−5 | Cancer | ✔ | ++ | Simoes-Silva et al. [ |
| 31 | Isotretinoin | DHFR | 7.22 × 10−5 | Acne | ✔ | ++ | Reigada et al. [ |
| 32 | Foscarnet | FPPS allylic | 7.61 × 10−5 | Antiviral | ✔ | ++ | Haupt et al. [ |
| 33 | Paclitaxel | Trans-sailidase Acceptor | 8.75 × 10−5 | Cancer | ++ | Baum et al. [ | |
| 34 | Citalopram | Squalene Synthase | 9.13 × 10−5 | Antidepressant | ✔ | ++ | Jones et al. [ |
| 35 | Thioridazine | Squalene Synthase | 1.48 × 10−4 | Antipsychotic | ✔ | ++ | Lo Presti et al. [ |
| 36 | Memantine | Squalene Synthase | 2.51 × 10−4 | Alzheimer’s | ✔ | ++ | Damasceno et al. [ |
| 37 | Saquinavir | Spermidine Synthase dcSAM | 2.70 × 10−4 | HIV | ✔ | ++ | Sangenito et al. [ |
| 38 | Minocycline | Spermidine Synthase Putrescine | 3.65 × 10−4 | Antibiotic | ++ | Planer et al. [ |
Figure 1Chemical space of the hit candidates. The heatmap shows the pairwise similarity of the chemical structures of the hits. The similarity scores range from 0 (low) to 1 (high) with a color scheme from white to blue, respectively. The color tags on the right indicate the novelty of the drug with regard to the trypanocidal activity: direct evidence (green), indirect evidence (orange), and no previous evidence (red). Some clusters of drugs with a relatively high chemical similarity are marked: (A) nucleic acid analogs, (B) adamantane analogs, and (C) folate analogs.
Inhibition of proliferation of Ninoa and INC-5 strains of T. cruzi, cytotoxicity and selectivity index of tested FDA-approved drugs compared to the known treatments with nifurtimox and benznidazole (positive controls).
| Cytotoxicity | Selectivity Index | Cytotoxicity | Selectivity Index | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Drug | IC50 (µM) | CC50 (µM) | CC50/IC50 | IC50 (µM) | CC50 (µM) | CC50/IC50 | ||||
| Ninoa | INC-5 | Ninoa | INC-5 | Ninoa | INC-5 | Ninoa | INC-5 | |||
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| Celecoxib | > 100 ± 0.06 | > 100 ± 0.15 | 1.2 × 1016 ± 0.19 | < 1.2 × 1014 | < 1.2 × 1014 | > 400 ± 0.13 | > 400 ± 0.02 | 1.2 × 1016 ± 0.32 | < 3.1 × 1015 | < 3.1 × 1015 |
| Glutathione | > 100 ± 0.08 | > 100 ± 0.05 | 1.7 × 1018 ± 0.07 | < 1.7 × 1014 | < 1.7 × 1014 | > 400 ± 0.10 | > 400 ± 0.17 | 1.7 × 1018 ± 0.42 | < 4.3 × 1015 | < 4.3 × 1015 |
| Leucovirin | > 100 ± 0.18 | > 100 ± 0.05 | 7.9 × 1023 ± 0.23 | < 7.9 × 1021 | < 7.9 × 1021 | > 400 ± 0.12 | > 400 ± 0.08 | 7.9 × 1023 ± 0.17 | < 2.0 × 1021 | < 2.0 × 1021 |
| Pentoxyfiline | > 100 ± 0.25 | > 100 ± 0.12 | 7.9 × 1017 ± 0.05 | < 7.9 × 1015 | < 7.9 × 1015 | > 400 ± 0.14 | > 400 ± 0.16 | 7.9 × 1017 ± 0.02 | < 2.0 × 1015 | < 2.0 × 1015 |
| Theophyline | > 100 ± 0.18 | > 100 ± 0.15 | 8.3 × 1035 ± 0.14 | < 8.3 × 1033 | < 8.3 × 1033 | > 400 ± 0.21 | > 400 ± 0.03 | 8.3 × 1035 ± 0.08 | < 2.1 × 1033 | < 2.1 × 1033 |
| Nifurtimox | 167.1 ± 0.03 | 115.2 ± 0.17 | 164.2 ± 0.25 | 0.10 | 1.42 | 7.09 ± 0.12 | 6.47 ± 0.42 | 164.2 ± 0.08 | 23.2 | 25.4 |
| Benznidazole | 156.0 ± 0.11 | 130.6 ± 0.08 | 133.9 ± 0.06 | 0.85 | 1.02 | 30.3 ± 0.03 | 19.9 ± 0.23 | 133.9 ± 0.71 | 4.42 | 6.74 |
Figure 2Parasitemia inhibition (%) of T. cruzi NINOA (A) and INC-5 (B) strains by the tested FDA-approved drugs during 8 h after administration. The plot shows parasitemia inhibition by the drugs ciprofloxacin (yellow line), naproxen (blue line), and folic acid (red line) at 2, 4, 6, and 8 h after administration. Drugs at a single dose of 100 mg/kg body weight were orally administered at day 13 post-infection when the infected mice reached an average parasitemia of 5 × 106 parasitemia/mL. Infected mice treated with nifurtimox (green line) and infected non-treated mice (gray line) were used as positive and negative controls, respectively.
Figure 3Non-covalent interaction patterns accounting for the repositioning predictions. The structure-based drug repositioning approach predicted that ciprofloxacin binds trans-sialidase (sialic acid site), naproxen binds FPPS (homoallylic site) binder, and folic acid binds TcDHFR. The repositioning is based on the similarity of the non-covalent interactions defining the binding mode of inhibitors (orange) to their targets (blue) between query (top) and hit (bottom) complexes. (A) The binding mode of ciprofloxacin to porin F (PDB ID: 4kra) is similar to the one of deoxy-N-acetylneuraminic acid to trans-sialidase (sialic acid site) (PDB ID: 1ms0). Both have in common (1) a double salt bridge (yellow dashed lines), (2) a triple set of hydrogen bonds (blue lines), and (3) a hydrophobic interaction (gray dashed lines). In the same way, (B) the binding mode of naproxen to serum albumin (PDB ID: 4ot2) is similar to the one of zoledronate to FPPS (PDB ID: 3iba) as they have (1) two salt bridges, (2) one water bridge (lightblue lines and sphere), and (3) one hydrogen bond in common. (C) The binding mode of folic acid to human DHFR (PDB ID: 1drf) is similar to the one of methotrexate to TcDHFR (PDB ID: 3cl9) with (1,2) two salt bridges, (3) a set of hydrogen bonds, and (4) a set of hydrophobic interactions.