Synthesis, Pharmacological and Biological Evaluation of 2- Furoyl-based MIF-1 Peptidomimetics, and the Development of a General-Purpose Model for Allosteric Modulators (ALLOPTML)

dc.contributor.affiliationUniversidade de Santiago de Compostela. Departamento de Farmacoloxía, Farmacia e Tecnoloxía Farmacéuticaes_ES
dc.contributor.authorDias, Ivo
dc.contributor.authorRodríguez Borges, José E.
dc.contributor.authorYáñez, Víctor
dc.contributor.authorArrasate, Sonia
dc.contributor.authorLlorente, Javier
dc.contributor.authorBrea Floriani, José Manuel
dc.contributor.authorBediaga Bañeres, Harbil
dc.contributor.authorViña Castelao, María Dolores
dc.contributor.authorLoza García, María Isabel
dc.contributor.authorOlga, Caamaño
dc.contributor.authorGarcía Mera, Xerardo
dc.contributor.authorGonzález-Díaz, Humberto
dc.date.accessioned2024-02-09T07:22:25Z
dc.date.available2024-02-09T07:22:25Z
dc.date.issued2021
dc.descriptionThis document is the unedited Author’s version of a Submitted Work that was subsequently accepted for publication in ACS Chemical Neuroscience, copyright © American Chemical Society after peer review. To access the final edited and published work see https://doi.org/10.1021/acschemneuro.0c00687es_ES
dc.description.abstractThis work describes the synthesis and pharmacological evaluation of 2-furoyl-based Melanostatin (MIF-1) peptidomimetics as dopamine D2 modulating agents. Eight novel peptidomimetics were tested for their ability to enhance the maximal effect of tritiated N-propylapomorphine ([3H]-NPA) at D2 receptors (D2R). In this series, 2-furoyl-L-leucylglycinamide (6a) produced a statistically significant increase in the maximal [3H]-NPA response at 10 pM (11 ± 1%), comparable to the effect of MIF-1 (22 ± 9%) at the same concentration. This result supports previous evidence that the replacement of proline residue by heteroaromatic scaffolds are tolerated at the allosteric binding site of MIF-1. Biological assays performed for peptidomimetic 6a using cortex neurons from 19-day old Wistar-Kyoto rat embryos suggest 6a displays no neurotoxicity up to 100 μM. Overall, the pharmacological and toxicological profile and the structural simplicity of peptidomimetic 6a makes this peptidomimetic a potential lead compound for further development and optimization, paving the way for the development of novel modulating agents of D2R suitable for the treatment of CNS-related diseases. Additionally, the pharmacological data herein reported was used, along with >20000 outcomes of preclinical assays, to seek a general model to assess the potential of a series of compounds as allosteric modulators for a myriad of receptors targets, organisms, cell lines, and biological activity parameters based on Perturbation Theory (PT) ideas and Machine Learning techniques (ML), abbreviated as ALLOPTML. By doing so, ALLOPTML shows specificity Sp = 89.2/89.4% and sensitivity Sn = 71.3/72.2% in training/validation series, respectively. To the best of our knowledge, ALLOPTML is the first general-purpose chemoinformatic tool using a PTML-based model for the multi-output and multi-condition prediction of allosteric compounds, which is expected to save both time and resources during the early drug discovery.es_ES
dc.description.peerreviewedSIes_ES
dc.description.sponsorshipThis research was funded by Fundação para a Ciência e Tecnologia (FCT, Portugal), through grants UIDB/50006/2020 (to LAQV-REQUIMTE Research Unit) and for project grants PTDC/BIA-MIB/29059/2017 and PEst-OE/QUI/UI0674/2013. This work was also supported by the Collaborative Project of Genomic Data Integration (CICLOGEN). The authors thank the USEF Drug Screening Platform at University of Santiago de Compostela the support to carry out this work and also acknowledge the support of Ikerbasque, Basque Foundation for Science and the research grants from Ministry of Economy and Competitiveness, MINECO, Spain (FEDER CTQ2016-74881-P) and Basque government (IT1045-16). IESD also thanks FCT for the doctoral grant SFRH/BD/93632/2013 and XGM thanks Xunta de Galicia for financial funding with reference GPC2014/003.es_ES
dc.identifier.citationSampaio-Dias, Ivo; Rodríguez Borges, José; Yáñez-Pérez, Víctor... et al. Synthesis, Pharmacological and Biological Evaluation of 2- Furoyl-based MIF-1 Peptidomimetics, and the Development of a General-Purpose Model for Allosteric Modulators (ALLOPTML), ACS Chem. Neurosci. 2021, 12, 1, 203–215es_ES
dc.identifier.doi10.1021/ACSCHEMNEURO.0C00687
dc.identifier.essn1948-7193
dc.identifier.urihttp://hdl.handle.net/10347/32607
dc.language.isoenges_ES
dc.publisherAmerican Chemical Societyes_ES
dc.relation.projectIDFCT -- UIDB/50006/2020es_ES
dc.relation.projectIDFEDER -- CTQ2016-74881-Pes_ES
dc.relation.publisherversionhttps://doi.org/10.1021/acschemneuro.0c00687es_ES
dc.rightsCopyright © 2020 American Chemical Societyes_ES
dc.rights.accessRightsopen accesses_ES
dc.subjectAllosteric modulatorses_ES
dc.subjectArtificial Neural Networkses_ES
dc.subjectBig dataes_ES
dc.subjectChEMBLes_ES
dc.subjectMachine Learninges_ES
dc.subjectMelanostatines_ES
dc.subjectMulti-target modelses_ES
dc.subjectPerturbation Theoryes_ES
dc.subject.classification3209es_ES
dc.titleSynthesis, Pharmacological and Biological Evaluation of 2- Furoyl-based MIF-1 Peptidomimetics, and the Development of a General-Purpose Model for Allosteric Modulators (ALLOPTML)es_ES
dc.typejournal articlees_ES
dc.type.hasVersionAMes_ES
dspace.entity.typePublication
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relation.isAuthorOfPublication889bb81e-3f3e-4115-82fe-fb23b106c750
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relation.isAuthorOfPublication.latestForDiscovery67b19be7-64a8-45c8-a6e4-ed48a4410ef8

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