In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes

New models for ACE2 receptor binding, based on QSAR and docking algorithms were developed, using XRD structural data and ChEMBL 26 database hits as training sets. The selectivity of the potential ACE2-binding ligands towards Neprilysin (NEP) and ACE was evaluated. The Enamine screening collection (3...

Full description

Bibliographic Details
Main Authors: Alexey V. Rayevsky, Andrii S. Poturai, Iryna O. Kravets, Alexander E. Pashenko, Tatiana A. Borisova, Ganna M. Tolstanova, Dmitriy M. Volochnyuk, Petro O. Borysko, Olga B. Vadzyuk, Diana O. Alieksieieva, Yuliana Zabolotna, Olga Klimchuk, Dragos Horvath, Gilles Marcou, Sergey V. Ryabukhin, Alexandre Varnek
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Molecules
Subjects:
Online Access:https://www.mdpi.com/1420-3049/27/17/5400
_version_ 1797494228150910976
author Alexey V. Rayevsky
Andrii S. Poturai
Iryna O. Kravets
Alexander E. Pashenko
Tatiana A. Borisova
Ganna M. Tolstanova
Dmitriy M. Volochnyuk
Petro O. Borysko
Olga B. Vadzyuk
Diana O. Alieksieieva
Yuliana Zabolotna
Olga Klimchuk
Dragos Horvath
Gilles Marcou
Sergey V. Ryabukhin
Alexandre Varnek
author_facet Alexey V. Rayevsky
Andrii S. Poturai
Iryna O. Kravets
Alexander E. Pashenko
Tatiana A. Borisova
Ganna M. Tolstanova
Dmitriy M. Volochnyuk
Petro O. Borysko
Olga B. Vadzyuk
Diana O. Alieksieieva
Yuliana Zabolotna
Olga Klimchuk
Dragos Horvath
Gilles Marcou
Sergey V. Ryabukhin
Alexandre Varnek
author_sort Alexey V. Rayevsky
collection DOAJ
description New models for ACE2 receptor binding, based on QSAR and docking algorithms were developed, using XRD structural data and ChEMBL 26 database hits as training sets. The selectivity of the potential ACE2-binding ligands towards Neprilysin (NEP) and ACE was evaluated. The Enamine screening collection (3.2 million compounds) was virtually screened according to the above models, in order to find possible ACE2-chemical probes, useful for the study of SARS-CoV2-induced neurological disorders. An enzymology inhibition assay for ACE2 was optimized, and the combined diversified set of predicted selective ACE2-binding molecules from QSAR modeling, docking, and ultrafast docking was screened in vitro. The in vitro hits included two novel chemotypes suitable for further optimization.
first_indexed 2024-03-10T01:31:19Z
format Article
id doaj.art-178e51ad7468417082ac12b519f61623
institution Directory Open Access Journal
issn 1420-3049
language English
last_indexed 2024-03-10T01:31:19Z
publishDate 2022-08-01
publisher MDPI AG
record_format Article
series Molecules
spelling doaj.art-178e51ad7468417082ac12b519f616232023-11-23T13:41:19ZengMDPI AGMolecules1420-30492022-08-012717540010.3390/molecules27175400In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical ProbesAlexey V. Rayevsky0Andrii S. Poturai1Iryna O. Kravets2Alexander E. Pashenko3Tatiana A. Borisova4Ganna M. Tolstanova5Dmitriy M. Volochnyuk6Petro O. Borysko7Olga B. Vadzyuk8Diana O. Alieksieieva9Yuliana Zabolotna10Olga Klimchuk11Dragos Horvath12Gilles Marcou13Sergey V. Ryabukhin14Alexandre Varnek15Enamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkrainePalladin Institute of Biochemistry of the National Academy of Sciences of Ukraine, 9 Leontovitcha Street, 01054 Kyiv, UkraineEducational and Scientific Institute of High Technologies, Taras Shevchenko National University of Kyiv, 60 Volodymyrska Street, 01033 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineLaboratory of Chemoinformatics, University of Strasbourg, 4, rue B. Pascal, 67081 Strasbourg, FranceLaboratory of Chemoinformatics, University of Strasbourg, 4, rue B. Pascal, 67081 Strasbourg, FranceLaboratory of Chemoinformatics, University of Strasbourg, 4, rue B. Pascal, 67081 Strasbourg, FranceLaboratory of Chemoinformatics, University of Strasbourg, 4, rue B. Pascal, 67081 Strasbourg, FranceEnamine Ltd., 78 Chervonotkatska Street, 02660 Kyiv, UkraineLaboratory of Chemoinformatics, University of Strasbourg, 4, rue B. Pascal, 67081 Strasbourg, FranceNew models for ACE2 receptor binding, based on QSAR and docking algorithms were developed, using XRD structural data and ChEMBL 26 database hits as training sets. The selectivity of the potential ACE2-binding ligands towards Neprilysin (NEP) and ACE was evaluated. The Enamine screening collection (3.2 million compounds) was virtually screened according to the above models, in order to find possible ACE2-chemical probes, useful for the study of SARS-CoV2-induced neurological disorders. An enzymology inhibition assay for ACE2 was optimized, and the combined diversified set of predicted selective ACE2-binding molecules from QSAR modeling, docking, and ultrafast docking was screened in vitro. The in vitro hits included two novel chemotypes suitable for further optimization.https://www.mdpi.com/1420-3049/27/17/5400QSAR modelingmolecular dockingNeprilysinangiotensin-converting enzymeselective ACE2 enzyme bindingblood-brain barrier penetration
spellingShingle Alexey V. Rayevsky
Andrii S. Poturai
Iryna O. Kravets
Alexander E. Pashenko
Tatiana A. Borisova
Ganna M. Tolstanova
Dmitriy M. Volochnyuk
Petro O. Borysko
Olga B. Vadzyuk
Diana O. Alieksieieva
Yuliana Zabolotna
Olga Klimchuk
Dragos Horvath
Gilles Marcou
Sergey V. Ryabukhin
Alexandre Varnek
In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
Molecules
QSAR modeling
molecular docking
Neprilysin
angiotensin-converting enzyme
selective ACE2 enzyme binding
blood-brain barrier penetration
title In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
title_full In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
title_fullStr In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
title_full_unstemmed In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
title_short In Vitro Evaluation of In Silico Screening Approaches in Search for Selective ACE2 Binding Chemical Probes
title_sort in vitro evaluation of in silico screening approaches in search for selective ace2 binding chemical probes
topic QSAR modeling
molecular docking
Neprilysin
angiotensin-converting enzyme
selective ACE2 enzyme binding
blood-brain barrier penetration
url https://www.mdpi.com/1420-3049/27/17/5400
work_keys_str_mv AT alexeyvrayevsky invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT andriispoturai invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT irynaokravets invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT alexanderepashenko invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT tatianaaborisova invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT gannamtolstanova invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT dmitriymvolochnyuk invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT petrooborysko invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT olgabvadzyuk invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT dianaoalieksieieva invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT yulianazabolotna invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT olgaklimchuk invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT dragoshorvath invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT gillesmarcou invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT sergeyvryabukhin invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes
AT alexandrevarnek invitroevaluationofinsilicoscreeningapproachesinsearchforselectiveace2bindingchemicalprobes