Cargando…

Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening

Rapid in silico selection of target focused libraries from commercial repositories is an attractive and cost-effective approach in early drug discovery. If structures of active compounds are available, rapid 2D similarity search can be performed on multimillion compounds’ databases. This approach ca...

Descripción completa

Detalles Bibliográficos
Autores principales: Szilágyi, Katalin, Flachner, Beáta, Hajdú, István, Szaszkó, Mária, Dobi, Krisztina, Lőrincz, Zsolt, Cseh, Sándor, Dormán, György
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8468386/
https://www.ncbi.nlm.nih.gov/pubmed/34577064
http://dx.doi.org/10.3390/molecules26185593
_version_ 1784573654429859840
author Szilágyi, Katalin
Flachner, Beáta
Hajdú, István
Szaszkó, Mária
Dobi, Krisztina
Lőrincz, Zsolt
Cseh, Sándor
Dormán, György
author_facet Szilágyi, Katalin
Flachner, Beáta
Hajdú, István
Szaszkó, Mária
Dobi, Krisztina
Lőrincz, Zsolt
Cseh, Sándor
Dormán, György
author_sort Szilágyi, Katalin
collection PubMed
description Rapid in silico selection of target focused libraries from commercial repositories is an attractive and cost-effective approach in early drug discovery. If structures of active compounds are available, rapid 2D similarity search can be performed on multimillion compounds’ databases. This approach can be combined with physico-chemical parameter and diversity filtering, bioisosteric replacements, and fragment-based approaches for performing a first round biological screening. Our objectives were to investigate the combination of 2D similarity search with various 3D ligand and structure-based methods for hit expansion and validation, in order to increase the hit rate and novelty. In the present account, six case studies are described and the efficiency of mixing is evaluated. While sequentially combined 2D/3D similarity approach increases the hit rate significantly, sequential combination of 2D similarity with pharmacophore model or 3D docking enriched the resulting focused library with novel chemotypes. Parallel integrated approaches allowed the comparison of the various 2D and 3D methods and revealed that 2D similarity-based and 3D ligand and structure-based techniques are often complementary, and their combinations represent a powerful synergy. Finally, the lessons we learnt including the advantages and pitfalls of the described approaches are discussed.
format Online
Article
Text
id pubmed-8468386
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-84683862021-09-27 Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening Szilágyi, Katalin Flachner, Beáta Hajdú, István Szaszkó, Mária Dobi, Krisztina Lőrincz, Zsolt Cseh, Sándor Dormán, György Molecules Article Rapid in silico selection of target focused libraries from commercial repositories is an attractive and cost-effective approach in early drug discovery. If structures of active compounds are available, rapid 2D similarity search can be performed on multimillion compounds’ databases. This approach can be combined with physico-chemical parameter and diversity filtering, bioisosteric replacements, and fragment-based approaches for performing a first round biological screening. Our objectives were to investigate the combination of 2D similarity search with various 3D ligand and structure-based methods for hit expansion and validation, in order to increase the hit rate and novelty. In the present account, six case studies are described and the efficiency of mixing is evaluated. While sequentially combined 2D/3D similarity approach increases the hit rate significantly, sequential combination of 2D similarity with pharmacophore model or 3D docking enriched the resulting focused library with novel chemotypes. Parallel integrated approaches allowed the comparison of the various 2D and 3D methods and revealed that 2D similarity-based and 3D ligand and structure-based techniques are often complementary, and their combinations represent a powerful synergy. Finally, the lessons we learnt including the advantages and pitfalls of the described approaches are discussed. MDPI 2021-09-15 /pmc/articles/PMC8468386/ /pubmed/34577064 http://dx.doi.org/10.3390/molecules26185593 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Szilágyi, Katalin
Flachner, Beáta
Hajdú, István
Szaszkó, Mária
Dobi, Krisztina
Lőrincz, Zsolt
Cseh, Sándor
Dormán, György
Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title_full Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title_fullStr Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title_full_unstemmed Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title_short Rapid Identification of Potential Drug Candidates from Multi-Million Compounds’ Repositories. Combination of 2D Similarity Search with 3D Ligand/Structure Based Methods and In Vitro Screening
title_sort rapid identification of potential drug candidates from multi-million compounds’ repositories. combination of 2d similarity search with 3d ligand/structure based methods and in vitro screening
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8468386/
https://www.ncbi.nlm.nih.gov/pubmed/34577064
http://dx.doi.org/10.3390/molecules26185593
work_keys_str_mv AT szilagyikatalin rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT flachnerbeata rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT hajduistvan rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT szaszkomaria rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT dobikrisztina rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT lorinczzsolt rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT csehsandor rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening
AT dormangyorgy rapididentificationofpotentialdrugcandidatesfrommultimillioncompoundsrepositoriescombinationof2dsimilaritysearchwith3dligandstructurebasedmethodsandinvitroscreening