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dc.contributor.authorBarbolla Cuadrado, Iratxe
dc.contributor.authorHernández-Suarez, Leidi
dc.contributor.authorQuevedo-Tumailli, Viviana
dc.contributor.authorNocedo Mena, Deyani
dc.contributor.authorArrasate Gil, Sonia
dc.contributor.authorDea-Ayuela, María Auxiliadora
dc.contributor.authorGonzález Díaz, Humberto
dc.contributor.authorSotomayor Anduiza, María Nuria
dc.date.accessioned2024-01-23T07:37:27Z
dc.date.available2024-01-23T07:37:27Z
dc.date.issued2021-04-16
dc.identifier.citationEuropean Journal of Medicinal Chemistry 220 : (2021) / Art. ID.113458es_ES
dc.identifier.issn1768-3254
dc.identifier.urihttp://hdl.handle.net/10810/64226
dc.description.abstractThe development of new molecules for the treatment of leishmaniasis is, a neglected parasitic disease, is urgent as current anti-leishmanial therapeutics are hampered by drug toxicity and resistance. The pyrrolo[ 1,2-b]isoquinoline core was selected as starting point, and palladium-catalyzed Heck-initiated cascade reactions were developed for the synthesis of a series of C-10 substituted derivatives. Their in vitro leishmanicidal activity against visceral (L. donovani) and cutaneous (L. amazonensis) leishmaniasis was evaluated. The best activity was found, in general, for the 10-arylmethyl substituted pyrroloisoquinolines. In particular, 2ad (IC50 ¼ 3.30 mM, SI > 77.01) and 2bb (IC50 ¼ 3.93 mM, SI > 58.77) were approximately 10-fold more potent and selective than the drug of reference (miltefosine), against L. amazonensis on in vitro promastigote assays, while 2ae was the more active compound in the in vitro amastigote assays (IC50 ¼ 33.59 mM, SI > 8.93). Notably, almost all compounds showed low cytotoxicity, CC50 > 100 mg/mL in J774 cells, highest tested dose. In addition, we have developed the first Perturbation Theory Machine Learning (PTML) algorithm able to predict simultaneously multiple biological activity parameters (IC50, Ki, etc.) vs. any Leishmania species and target protein, with high values of specificity (>98%) and sensitivity (>90%) in both training and validation series. Therefore, this model may be useful to reduce time and assay costs (material and human resources) in the drug discovery processes_ES
dc.description.sponsorshipMinisterio de Economía y Competitividad (CTQ2016-74881-P) , Ministerio de Ciencia e Innovación (PID2019-104148 GB-I00), Gobierno Vasco (IT1045-16)es_ES
dc.language.isoenges_ES
dc.publisherElsevieres_ES
dc.relationinfo:eu-repo/grantAgreement/MINECO/CTQ2016-74881-Pes_ES
dc.relationinfo:eu-repo/grantAgreement/MICINN/PID2019-104148 GB-I00es_ES
dc.rightsinfo:eu-repo/semantics/openAccesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/*
dc.subjectleismaniasises_ES
dc.subjectpyrrolisoquinolinees_ES
dc.subjectpalladiumes_ES
dc.subjectcascade reactiones_ES
dc.subjectmachine learninges_ES
dc.subjectcheminformaticses_ES
dc.titlePalladium-mediated synthesis and biological evaluation of C-10b substituted Dihydropyrrolo[1,2-b]isoquinolines as antileishmanial agentses_ES
dc.typeinfo:eu-repo/semantics/articlees_ES
dc.rights.holderThis is an open access article distributed under the terms of the Creative Commons CC-BY license, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.es_ES
dc.relation.publisherversionhttps://doi.org/10.1016/j.ejmech.2021.113458es_ES
dc.identifier.doi10.1016/j.ejmech.2021.113458
dc.departamentoesQuímica Orgánica e Inorgánicaes_ES
dc.departamentoeuKimika Organikoa eta Ez-Organikoaes_ES


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This is an open access article distributed under the terms of the Creative Commons CC-BY license, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Except where otherwise noted, this item's license is described as This is an open access article distributed under the terms of the Creative Commons CC-BY license, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.