Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors

dc.contributor.affiliationUniversity of Salamanca
dc.contributor.affiliationConsejo Superior de Investigaciones Cientificas (CSIC)
dc.contributor.affiliationCSIC-USAL - Instituto de Biologia Molecular y Celular del Cancer de Salamanca (IBMCC)
dc.contributor.affiliationUniversidad de Antioquia
dc.contributor.affiliationUniversidad Autonoma de Chile
dc.contributor.affiliationUniversidad de Las Americas - Chile
dc.contributor.affiliationSimons Foundation
dc.contributor.affiliationFlatiron Institute
dc.contributor.authorGallego-Yerga, Laura
dc.contributor.authorOchoa, Rodrigo
dc.contributor.authorLans, Isaias
dc.contributor.authorPena-Varas, Carlos
dc.contributor.authorAlegría-Arcos, Melissa
dc.contributor.authorCossio, Pilar
dc.contributor.authorRamírez, David
dc.contributor.authorPelaez, Rafael
dc.date.accessioned2022-05-30T15:40:42Z
dc.date.available2022-05-30T15:40:42Z
dc.date.issued2021-01
dc.description.abstractTubulin 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.sponsorshipEnlighten 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.mimetypeapplication/pdf
dc.identifier.citationComputational and Structural Biotechnology Journal, 19, 4360-4372. https://doi.org/10.1016/j.csbj.2021.07.039
dc.identifier.doihttps://doi.org/10.1016/j.csbj.2021.07.039
dc.identifier.folioREDES190074
dc.identifier.folio11180604
dc.identifier.folio099474-BI00
dc.identifier.issn2001-0370
dc.identifier.orcidhttps://orcid.org/0000-0001-8301-2784
dc.identifier.orcidhttps://orcid.org/0000-0002-9372-9153
dc.identifier.orcidhttps://orcid.org/0000-0003-1433-1612
dc.identifier.orcidhttps://orcid.org/0000-0003-0002-1189
dc.identifier.pmid34429853
dc.identifier.researcheridF-7767-2016
dc.identifier.researcheridO-9274-2014
dc.identifier.researcheridHRE-0888-2023
dc.identifier.rorhttps://ror.org/02f40zc51
dc.identifier.rorhttps://ror.org/03em6xj44
dc.identifier.rorhttps://ror.org/03bp5hc83
dc.identifier.rorhttps://ror.org/010r9dy59
dc.identifier.rorhttps://ror.org/0166e9x11
dc.identifier.rorhttps://ror.org/0508h6p74
dc.identifier.rorhttps://ror.org/00sekdz59
dc.identifier.scopusauthorid55043196800
dc.identifier.scopusauthorid56011450400
dc.identifier.scopusauthorid23969530000
dc.identifier.scopusauthorid57219339598
dc.identifier.scopusauthorid55928612000
dc.identifier.scopusauthorid36150414000
dc.identifier.scopusauthorid57547201500
dc.identifier.scopusauthorid57195967069
dc.identifier.urihttps://repositorio.udla.cl/handle/udla/1107
dc.language.isoeng
dc.publisherAmerican Association for the Advancement of Science (AAAS)
dc.relation.fundingCONICYT-PCI, (REDES190074)
dc.relation.fundingEU's European Regional Development Fund-FEDER
dc.relation.fundingEnlighten Your Research LatinAmerica2Europe, (EYR-LA2EU)
dc.relation.fundingMinCiencias
dc.relation.fundingMinisterio de Ciencia, Innovación y Universidades, MCIU, (RTI2018-099474-BI00)
dc.relation.fundingFondo Nacional de Desarrollo Científico y Tecnológico, FONDECYT, (11180604)
dc.relation.fundingMinisterio de Economía y Competitividad, MINECO, (TIN2015-63562-R)
dc.relation.fundingMax-Planck-Gesellschaft, MPG
dc.relation.fundingUniversidad de Antioquia, UdeA
dc.relation.fundingConsejería de Educación, Junta de Castilla y León, (SA116P20, SA262P18)
dc.relation.fundingEuropean Regional Development Fund, ERDF, (517RT0529)
dc.relation.fundingEnlighten Your Research LatinAmerica2Europe (EYR-LA2EU) programme
dc.relation.fundingUniversity of Antioquia
dc.relation.fundingRuta N, Colombia
dc.relation.fundingMax Planck Society, Germany
dc.relation.fundingConsejeria de Educacion de la Junta de Castilla y Leon [SA262P18, SA116P20]
dc.relation.fundingSpanish Ministry of Science, Innovation and Universities [RTI2018-099474-BI00]
dc.relation.fundingCONICYTPCI [REDES190074]
dc.relation.fundingFONDECYT [11180604]
dc.relation.fundingSpanish Ministry of Economy and Competitiveness project CODEC2 [TIN2015-63562-R]
dc.relation.fundingFEDER
dc.relation.fundingCYTED [517RT0529]
dc.relation.isindexedbyWeb of Science
dc.relation.issn2001-0370
dc.rights.accessrightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttps://www.elsevier.com/tdm/userlicense/1.0/
dc.sourceCOMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL
dc.source.urihttps://doi.org/10.1016/j.csbj.2021.07.039
dc.subjectEnsemble pharmacophore
dc.subjectVirtual screening
dc.subjectTubulin
dc.subjectColchicine
dc.subjectDrug design
dc.subjectAntimitotic
dc.subject.lcshColchicine
dc.subject.lcshTubulins
dc.titleApplication of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors
dc.title.alternativeApplication of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors.
dc.typejournal article
dc.type.coarhttp://purl.org/coar/resource_type/c_6501
dc.type.driverinfo:eu-repo/semantics/article
dc.udla.catalogadorCBM
oaire.citation.endPage4372
oaire.citation.startPage4360
oaire.citation.titleCOMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL
oaire.citation.volume19
oaire.fundingReference.awardNumberREDES190074
oaire.fundingReference.awardNumber11180604
oaire.fundingReference.awardNumber099474-BI00
oaire.fundingReference.funderNameAgencia Nacional de Investigación y Desarrollo (ANID)
udla.curacion.controljmvg

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
Gallego et al.2021.Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors.pdf
Size:
2.69 MB
Format:
Adobe Portable Document Format
Description:
Gallego et al.2021.Application of ensemble pharmacophore-based virtual screening to the discovery of novel antimitotic tubulin inhibitors

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
1.71 KB
Format:
Item-specific license agreed upon to submission
Description:

Collections