dc.contributor.author | Barbolla Cuadrado, Iratxe | |
dc.contributor.author | Hernández-Suarez, Leidi | |
dc.contributor.author | Quevedo-Tumailli, Viviana | |
dc.contributor.author | Nocedo Mena, Deyani | |
dc.contributor.author | Arrasate Gil, Sonia | |
dc.contributor.author | Dea-Ayuela, María Auxiliadora | |
dc.contributor.author | González Díaz, Humberto | |
dc.contributor.author | Sotomayor Anduiza, María Nuria | |
dc.date.accessioned | 2024-01-23T07:37:27Z | |
dc.date.available | 2024-01-23T07:37:27Z | |
dc.date.issued | 2021-04-16 | |
dc.identifier.citation | European Journal of Medicinal Chemistry 220 : (2021) / Art. ID.113458 | es_ES |
dc.identifier.issn | 1768-3254 | |
dc.identifier.uri | http://hdl.handle.net/10810/64226 | |
dc.description.abstract | The 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 process | es_ES |
dc.description.sponsorship | Ministerio de Economía y Competitividad (CTQ2016-74881-P) , Ministerio de Ciencia e Innovación (PID2019-104148 GB-I00),
Gobierno Vasco (IT1045-16) | es_ES |
dc.language.iso | eng | es_ES |
dc.publisher | Elsevier | es_ES |
dc.relation | info:eu-repo/grantAgreement/MINECO/CTQ2016-74881-P | es_ES |
dc.relation | info:eu-repo/grantAgreement/MICINN/PID2019-104148 GB-I00 | es_ES |
dc.rights | info:eu-repo/semantics/openAccess | es_ES |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ | * |
dc.subject | leismaniasis | es_ES |
dc.subject | pyrrolisoquinoline | es_ES |
dc.subject | palladium | es_ES |
dc.subject | cascade reaction | es_ES |
dc.subject | machine learning | es_ES |
dc.subject | cheminformatics | es_ES |
dc.title | Palladium-mediated synthesis and biological evaluation of C-10b substituted Dihydropyrrolo[1,2-b]isoquinolines as antileishmanial agents | es_ES |
dc.type | info:eu-repo/semantics/article | es_ES |
dc.rights.holder | 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. | es_ES |
dc.relation.publisherversion | https://doi.org/10.1016/j.ejmech.2021.113458 | es_ES |
dc.identifier.doi | 10.1016/j.ejmech.2021.113458 | |
dc.departamentoes | Química Orgánica e Inorgánica | es_ES |
dc.departamentoeu | Kimika Organikoa eta Ez-Organikoa | es_ES |