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Datos de investigación

Prioritization of chemical scaffolds using the TDR Targets database: An integrative workflow for Trypanosoma cruzi drug discovery

Autores: Urán Landaburu, Héctor LionelIcon ; Didier Garnham, Mercedes MonicaIcon ; Salas Sarduy, EmirIcon ; Agüero, Fernan GonzaloIcon
Publicador: Consejo Nacional de Investigaciones Científicas y Técnicas
Fecha de depósito: 10/03/2026
Fecha de creación: 2021/2023
Clasificación temática:
Bioquímica y Biología Molecular

Resumen

Prioritization of chemical scaffolds using the TDR Targets database: an integrative workflow for Trypanosoma cruzi drug discovery Chagas disease, caused by the parasite Trypanosoma cruzi, faces a critical innovation gap in drug development, with current treatments hindered by toxicity and limited efficacy. To address this, we implemented an integrative chemogenomic workflow using the TDR Targets database to prioritize drug candidates. To prioritize repurposing candidates for T. cruzi, we designed a query to retrieve compounds active against validated targets in other organisms, provided an orthologous gene exists in T. cruzi and the compound has no recorded activity against trypanosomatids and their associations predicted by the TDR Targets multilayer network. On those associations we applied sequential filters based on metabolic relevance, and commercial availability via the MolPort API obtaining a focused set of 378 high-priority compounds. A central feature of this workflow was the partitioning of these compounds into 16 distinct chemical libraries, each defined by unique scaffolds such as benzamidines, sulfonamides, and azoles. For experimental validation, we manually curated two of these libraries, containing piperazine and nitro derivatives. From the 21 compounds acquired for in vitro testing against T. cruzi in intracellular models of infection, 7 demonstrated selective trypanocidal activity, with two lead hits achieving submicromolar EC50 values. Crucially, while our experimental focus was on these two series, the remaining 14 curated libraries, representing a broad range of chemical space and putative target associations, which are fully available for public exploration and further biological assaying. These results demonstrate the efficiency of our prioritization pipeline and provide the scientific community with a pre-filtered, commercially accessible resource to accelerate the discovery of new leads for Chagas disease.

Información Técnica

# Description of the data and file structure ## Prioritization and Screening of compounds using the TDR Targets Database The materials in this repository are data, code, and research outputs that form part of the supporting materials for the paper: "Prioritization of chemical scaffolds using the TDR Targets database: an integrative workflow for Trypanosoma cruzi drug discovery" by Lionel Urán Landaburu, Mercedes Didier Garnham, Emir Salas-Sarduy and Fernán Agüero. ## Contents data -- datasets used in this work code -- interactive Jupyter Notebook (Python) network-based-library -- chemical libraries produced (research outputs) ### Files and variables: File: commercial-compounds-molport.csv Format: TXT, comma-separated-values Description: Molport: All commercially available drugs (at the time of searching) Variables: Query String: SMILES of query Search Type: EXACT Search Result: search outcome Search Result Message: message provided by Molport API Canonical SMILES: SMILES of subject (Molport hit) MolPort ID: Identifier of the molecule at Molport Verified amount (mg): literal  Unverified amount (mg): literal  Link: link to Molport website  File: structures.sdf Format: TXT, Structure-data file (chemical) Description: Drugbank: all approved and withdrawn drugs File: tcr_ndp_gdi.tsv.gz Format: GZIP, compressed TXT file (comma-separated-values) Description: TDR Targets: All putative gene-drug interactions for T. cruzi Variables: mol_id: unique identifier for chemicals smiles: SMILES lexicographic representation for chemicals inchikey: standard unique hash of the INCHI identifier for chemicals gene_name: unique identifier for genes / targets gene_product: description (annotation) of genes / targets File: tested-tryps.smiles Description: TDR Targets: All drugs tested (active and inactive) against trypanosomes (Trypanosoma spp, Leishmania spp) File: tcr_cherrypicked_routes.csv Description: TDR Targets: Targets matching pathways for carbon and amminoacid metabolism. Variables: gene_name: accession, identifier gene_product: gene product description (annotation) Weight: TDR Targets prioritization cumulative weight Query 5 Carbo (weight): weight assigned to this query Query 4 Lipids (weight): weight assigned to this query Query 6 aminoacids (weight): weight assigned to this query File: libraryPreparation.ipynb Description: Code (Jupyter Python Notebook)  File: libraryAgg_adenine.html Description: Adenine sublibrary File: libraryAgg_benzamidine.html Description: Benzamidine sublibrary File: libraryAgg_chromenes.html Description: Chromene sublibrary File: libraryAgg_furan.html Description: Furan sublibrary File: libraryAgg_azole.html Description: Azole sublibrary File: libraryAgg_indole.html Description: Indole sublibrary File: libraryAgg_morpholine.html Description: Morpholine sublibrary File: libraryAgg_benzothiazole.html Description: Benzothiazole sublibrary File: libraryAgg_picolinamide.html Description: Picolinamide sublibrary File: libraryAgg_oxazole.html Description: Oxazole sublibrary File: libraryAgg_resto.html Description: Other sublibrary File: libraryAgg_nitro.html Description: Nitro sublibrary File: libraryAgg_piperazine.html Description: Piperazine sublibrary File: libraryAgg_pirrolone.html Description: Pirrolone sublibrary File: libraryAgg_sulfonamide.html Description: Sulfonamide sublibrary File: libraryAgg_thiazoleidine.html Description: Thiazoleidine sublibrary File: libraryAgg_thiazole.html Description: Thiazole sublibrary File: libraryAgg_napthalene_diimide.html Description: Naphtalene diimide sublibrary File: libraryAgg_waltherione.html Description: Waltherione sublibrary Code/software: Jupyter Python Notebook used to prepare chemical libraries  Dependencies: pandas, numpy, rdkit, matplotlib, seaborn, multiprocessing, re, requests, os, pickle, glob, random, base64, io ## Access information Other publicly accessible locations of the data: https://github.com/trypanosomatics/TDR-screening/ (except gene-drug-interaction data due to size restrictions) ## Data was derived from the following sources: - TDR Targets database (https://tdrtargets.org) - ChEMBL (https://www.ebi.ac.uk/chembl/) - Molport (https://www.molport.com/)
Palabras clave: Drug discovery, Enfermedad de chagas, Chagas disease, Trypanosoma cruzi, TDR Targets, Chemical libraries
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Identificador del recurso
URI: http://hdl.handle.net/11336/282756
Colecciones
Datos de Investigación (IIBIO)
Datos de Investigación de INSTITUTO DE INVESTIGACIONES BIOTECNOLOGICAS
Citación
Urán Landaburu, Héctor Lionel; Didier Garnham, Mercedes Monica; Salas Sarduy, Emir; Agüero, Fernan Gonzalo; (2026): Prioritization of chemical scaffolds using the TDR Targets database: An integrative workflow for Trypanosoma cruzi drug discovery. Consejo Nacional de Investigaciones Científicas y Técnicas. (dataset). http://hdl.handle.net/11336/282756
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info:eu-repo/semantics/openAccess
Excepto donde se diga explícitamente, este item se publica bajo la siguiente descripción: Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Unported (CC BY-NC-SA 2.5)
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libraryAgg_sulfonamide.html
Sulfonamide sublibrary  Más
542.4Kb
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libraryAgg_morpholine.html
Morpholine sublibrary  Más
388.7Kb
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libraryAgg_thiazoleidine.html
Thiazole sublibrary  Más
24.62Kb
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libraryAgg_pirrolone.html
Pirrolone sublibrary  Más
152.9Kb
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libraryAgg_nitro.html
Nitro sublibrary  Más
216.3Kb
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tcr_ndp_gdi_tsv.gz
TDR Targets: All putative gene-drug interactions for T. cruzi  Más
361.2Mb
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libraryAgg_azole.html
Benzamidine sublibrary  Más
983.7Kb
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tcr_cherrypicked_routes.csv
TDR Targets: Targets matching pathways for carbon and amminoacid metabolism.  Más
36.56Kb
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libraryAgg_furan.html
Indole sublibrary  Más
170.8Kb
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libraryAgg_adenine.html
Adenine sublibrary  Más
79.63Kb
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libraryAgg_waltherione.html
Waltherione sublibrary  Más
292bytes
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structures.sdf
Drugbank: all approved and withdrawn drugs  Más
49.33Mb
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libraryAgg_piperazine.html
Piperazine sublibrary  Más
391.5Kb
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libraryAgg_indole.html
Furan sublibrary  Más
93.80Kb
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libraryAgg_picolinamide.html
Oxazole sublibrary  Más
292bytes
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libraryAgg_benzamidine.html
Azole sublibrary  Más
479.4Kb
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libraryAgg_chromenes.html
Chromene sublibrary  Más
122.3Kb
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commercial-compounds-molport.csv
Molport: All commercially available drugs (at the time of searching)  Más
6.382Mb
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tested-tryps_smiles
TDR Targets: All drugs tested (active and inactive) against trypanosomes (Trypanosoma spp, Leishmania spp)  Más
1.754Mb
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libraryAgg_thiazole.html
Thiazoleidine sublibrary  Más
670.4Kb
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libraryAgg_benzothiazole.html
Benzothiazole sublibrary  Más
188.3Kb
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libraryAgg_resto.html
Other sublibrary  Más
41.84Kb
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libraryPreparation_ipynb
Code: Jupyter Python notebook  Más
5.257Mb
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libraryAgg_napthalene_diimide.html
Naphtalene diimide sublibrary  Más
30.13Kb
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libraryAgg_oxazole.html
Picolinamide sublibrary  Más
252.3Kb
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