Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors
| dc.contributor.affiliation | University of Salamanca | |
| dc.contributor.affiliation | Consejo Superior de Investigaciones Cientificas (CSIC) | |
| dc.contributor.affiliation | CSIC-USAL - Instituto de Biologia Molecular y Celular del Cancer de Salamanca (IBMCC) | |
| dc.contributor.affiliation | Universidad de Antioquia | |
| dc.contributor.affiliation | Universidad Autonoma de Chile | |
| dc.contributor.affiliation | Universidad de Las Americas - Chile | |
| dc.contributor.affiliation | Simons Foundation | |
| dc.contributor.affiliation | Flatiron Institute | |
| dc.contributor.author | Gallego-Yerga, Laura | |
| dc.contributor.author | Ochoa, Rodrigo | |
| dc.contributor.author | Lans, Isaias | |
| dc.contributor.author | Pena-Varas, Carlos | |
| dc.contributor.author | Alegría-Arcos, Melissa | |
| dc.contributor.author | Cossio, Pilar | |
| dc.contributor.author | Ramírez, David | |
| dc.contributor.author | Pelaez, Rafael | |
| dc.date.accessioned | 2022-05-30T15:40:42Z | |
| dc.date.available | 2022-05-30T15:40:42Z | |
| dc.date.issued | 2021-01 | |
| dc.description.abstract | Tubulin is a well-validated target for herbicides, fungicides, anti-parasitic, and anti-tumor drugs. Many of the non-cancer tubulin drugs bind to its colchicine site but no colchicine-site anticancer drug is available. The colchicine site is composed of three interconnected sub-pockets that fit their ligands and modify others' preference, making the design of molecular hybrids (that bind to more than one sub-pocket) a difficult task. Taking advantage of the more than eighty published X-ray structures of tubulin in complex with ligands bound to the colchicine site, we generated an ensemble of pharmacophore representations that flexibly sample the interactional space between the ligands and target. We searched the ZINC database for scaffolds able to fit several of the subpockets, such as tetrazoles, sulfonamides and diarylmethanes, selected roughly similar to 8000 compounds with favorable predicted properties. A Flexi-pharma virtual screening, based on ensemble pharmacophore, was performed by two different methodologies. Combining the scaffolds that best fit the ensemble pharmacophore-representation, we designed a new family of ligands, resulting in a novel tubulin modulator. We synthesized tetrazole 5 and tested it as a tubulin inhibitor in vitro. In good agreement with the design principles, it demonstrated micromolar activity against in vitro tubulin polymerization and nanomolar anti-proliferative effect against human epithelioid carcinoma HeLa cells through microtubule disruption, as shown by immunofluorescence confocal microscopy. The integrative methodology succedes in the design of new scaffolds for flexible proteins with structural coupling between pockets, thus expanding the way in which computational methods can be used as significant tools in the drug design process. (C) 2021 The Authors. Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology. | |
| dc.description.sponsorship | Enlighten Your Research LatinAmerica2Europe (EYR-LA2EU) programme; MinCiencias; University of Antioquia; Ruta N, Colombia; Max Planck Society, Germany; Consejeria de Educacion de la Junta de Castilla y Leon [SA262P18, SA116P20]; Spanish Ministry of Science, Innovation and Universities [RTI2018-099474-BI00]; EU's European Regional Development Fund-FEDER; CONICYTPCI [REDES190074]; FONDECYT [11180604]; Spanish Ministry of Economy and Competitiveness project CODEC2 [TIN2015-63562-R]; FEDER; CYTED [517RT0529]; The authors acknowledge the support of the Enlighten Your Research LatinAmerica2Europe (EYR-LA2EU) programme. I.L, R.O. and P.C. were also supported by MinCiencias, University of Antioquia, Ruta N, Colombia and the Max Planck Society, Germany. L. G-Y. and R.P-L. acknowledge the support by the Consejeria de Educacion de la Junta de Castilla y Leon (SA262P18 and SA116P20) and the Spanish Ministry of Science, Innovation and Universities (RTI2018-099474-BI00), co-funded by the EU's European Regional Development Fund-FEDER. D.R. was supported by the CONICYTPCI grant No REDES190074 and FONDECYT grant No 11180604. This work has been partially carried out on the ACME cluster, which is owned by CIEMAT and funded by the Spanish Ministry of Economy and Competitiveness project CODEC2 (TIN2015-63562-R) with FEDER funds as well as supported by the CYTED co-founded RICAP Network (517RT0529). | |
| dc.format.mimetype | application/pdf | |
| dc.identifier.citation | Computational and Structural Biotechnology Journal, 19, 4360-4372. https://doi.org/10.1016/j.csbj.2021.07.039 | |
| dc.identifier.doi | https://doi.org/10.1016/j.csbj.2021.07.039 | |
| dc.identifier.folio | REDES190074 | |
| dc.identifier.folio | 11180604 | |
| dc.identifier.folio | 099474-BI00 | |
| dc.identifier.issn | 2001-0370 | |
| dc.identifier.orcid | https://orcid.org/0000-0001-8301-2784 | |
| dc.identifier.orcid | https://orcid.org/0000-0002-9372-9153 | |
| dc.identifier.orcid | https://orcid.org/0000-0003-1433-1612 | |
| dc.identifier.orcid | https://orcid.org/0000-0003-0002-1189 | |
| dc.identifier.pmid | 34429853 | |
| dc.identifier.researcherid | F-7767-2016 | |
| dc.identifier.researcherid | O-9274-2014 | |
| dc.identifier.researcherid | HRE-0888-2023 | |
| dc.identifier.ror | https://ror.org/02f40zc51 | |
| dc.identifier.ror | https://ror.org/03em6xj44 | |
| dc.identifier.ror | https://ror.org/03bp5hc83 | |
| dc.identifier.ror | https://ror.org/010r9dy59 | |
| dc.identifier.ror | https://ror.org/0166e9x11 | |
| dc.identifier.ror | https://ror.org/0508h6p74 | |
| dc.identifier.ror | https://ror.org/00sekdz59 | |
| dc.identifier.scopusauthorid | 55043196800 | |
| dc.identifier.scopusauthorid | 56011450400 | |
| dc.identifier.scopusauthorid | 23969530000 | |
| dc.identifier.scopusauthorid | 57219339598 | |
| dc.identifier.scopusauthorid | 55928612000 | |
| dc.identifier.scopusauthorid | 36150414000 | |
| dc.identifier.scopusauthorid | 57547201500 | |
| dc.identifier.scopusauthorid | 57195967069 | |
| dc.identifier.uri | https://repositorio.udla.cl/handle/udla/1107 | |
| dc.language.iso | eng | |
| dc.publisher | American Association for the Advancement of Science (AAAS) | |
| dc.relation.funding | CONICYT-PCI, (REDES190074) | |
| dc.relation.funding | EU's European Regional Development Fund-FEDER | |
| dc.relation.funding | Enlighten Your Research LatinAmerica2Europe, (EYR-LA2EU) | |
| dc.relation.funding | MinCiencias | |
| dc.relation.funding | Ministerio de Ciencia, Innovación y Universidades, MCIU, (RTI2018-099474-BI00) | |
| dc.relation.funding | Fondo Nacional de Desarrollo Científico y Tecnológico, FONDECYT, (11180604) | |
| dc.relation.funding | Ministerio de Economía y Competitividad, MINECO, (TIN2015-63562-R) | |
| dc.relation.funding | Max-Planck-Gesellschaft, MPG | |
| dc.relation.funding | Universidad de Antioquia, UdeA | |
| dc.relation.funding | Consejería de Educación, Junta de Castilla y León, (SA116P20, SA262P18) | |
| dc.relation.funding | European Regional Development Fund, ERDF, (517RT0529) | |
| dc.relation.funding | Enlighten Your Research LatinAmerica2Europe (EYR-LA2EU) programme | |
| dc.relation.funding | University of Antioquia | |
| dc.relation.funding | Ruta N, Colombia | |
| dc.relation.funding | Max Planck Society, Germany | |
| dc.relation.funding | Consejeria de Educacion de la Junta de Castilla y Leon [SA262P18, SA116P20] | |
| dc.relation.funding | Spanish Ministry of Science, Innovation and Universities [RTI2018-099474-BI00] | |
| dc.relation.funding | CONICYTPCI [REDES190074] | |
| dc.relation.funding | FONDECYT [11180604] | |
| dc.relation.funding | Spanish Ministry of Economy and Competitiveness project CODEC2 [TIN2015-63562-R] | |
| dc.relation.funding | FEDER | |
| dc.relation.funding | CYTED [517RT0529] | |
| dc.relation.isindexedby | Web of Science | |
| dc.relation.issn | 2001-0370 | |
| dc.rights.accessrights | info:eu-repo/semantics/openAccess | |
| dc.rights.uri | https://www.elsevier.com/tdm/userlicense/1.0/ | |
| dc.source | COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL | |
| dc.source.uri | https://doi.org/10.1016/j.csbj.2021.07.039 | |
| dc.subject | Ensemble pharmacophore | |
| dc.subject | Virtual screening | |
| dc.subject | Tubulin | |
| dc.subject | Colchicine | |
| dc.subject | Drug design | |
| dc.subject | Antimitotic | |
| dc.subject.lcsh | Colchicine | |
| dc.subject.lcsh | Tubulins | |
| dc.title | Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors | |
| dc.title.alternative | Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors. | |
| dc.type | journal article | |
| dc.type.coar | http://purl.org/coar/resource_type/c_6501 | |
| dc.type.driver | info:eu-repo/semantics/article | |
| dc.udla.catalogador | CBM | |
| oaire.citation.endPage | 4372 | |
| oaire.citation.startPage | 4360 | |
| oaire.citation.title | COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL | |
| oaire.citation.volume | 19 | |
| oaire.fundingReference.awardNumber | REDES190074 | |
| oaire.fundingReference.awardNumber | 11180604 | |
| oaire.fundingReference.awardNumber | 099474-BI00 | |
| oaire.fundingReference.funderName | Agencia Nacional de Investigación y Desarrollo (ANID) | |
| udla.curacion.control | jmvg |
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