Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity

Predict of anxiolytic activity and affinity for the translocator protein (TSPO), compounds in the 1-arylpyrrolo[1,2-a]pyrazine-3-carboxamide series by QSAR (Quantitative structure-activity relationship) and molecular docking was carried out. 9 Models were created from a combination of three methods...

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Main Authors: N. M. Baraboshkin, A. S. Pantileev, G. V. Mokrov
Format: Article
Language:Russian
Published: LLC “Publisher OKI” 2019-01-01
Series:Фармакокинетика и Фармакодинамика
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Online Access:https://www.pharmacokinetica.ru/jour/article/view/83
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author N. M. Baraboshkin
A. S. Pantileev
G. V. Mokrov
author_facet N. M. Baraboshkin
A. S. Pantileev
G. V. Mokrov
author_sort N. M. Baraboshkin
collection DOAJ
description Predict of anxiolytic activity and affinity for the translocator protein (TSPO), compounds in the 1-arylpyrrolo[1,2-a]pyrazine-3-carboxamide series by QSAR (Quantitative structure-activity relationship) and molecular docking was carried out. 9 Models were created from a combination of three methods of machine learning (ASNN, FSMLR, PLS) with a different set of 2D fragmented descriptors (OEState, ISIDA, GSFrag). For the validation of the model, 5-fold cross-checking was used. For molecular docking, the following programs were used: for building 3D ligand models, Marvin software package from ChemAxon, preparation of protein 2MGY (Protein Data Bank) was performed in AutodockTools, and to establish the affinity of Autodock 4.2. In addition, a study was made of the hydrophobic correspondence in the PLATINUM web service. As a result of these studies, the most promising TSPO ligands were identified. Also, the structure-property relationship was evaluated.
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institution Kabale University
issn 2587-7836
2686-8830
language Russian
publishDate 2019-01-01
publisher LLC “Publisher OKI”
record_format Article
series Фармакокинетика и Фармакодинамика
spelling doaj-art-911030fbe4e949c1966ec13c7bf3e9342025-08-20T03:42:31ZrusLLC “Publisher OKI”Фармакокинетика и Фармакодинамика2587-78362686-88302019-01-0101223010.24411/2587-7836-2019-1003682Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activityN. M. Baraboshkin0A. S. Pantileev1G. V. Mokrov2FSBI «Zakusov Institute of Pharmacology»FSBI «Zakusov Institute of Pharmacology»FSBI «Zakusov Institute of Pharmacology»Predict of anxiolytic activity and affinity for the translocator protein (TSPO), compounds in the 1-arylpyrrolo[1,2-a]pyrazine-3-carboxamide series by QSAR (Quantitative structure-activity relationship) and molecular docking was carried out. 9 Models were created from a combination of three methods of machine learning (ASNN, FSMLR, PLS) with a different set of 2D fragmented descriptors (OEState, ISIDA, GSFrag). For the validation of the model, 5-fold cross-checking was used. For molecular docking, the following programs were used: for building 3D ligand models, Marvin software package from ChemAxon, preparation of protein 2MGY (Protein Data Bank) was performed in AutodockTools, and to establish the affinity of Autodock 4.2. In addition, a study was made of the hydrophobic correspondence in the PLATINUM web service. As a result of these studies, the most promising TSPO ligands were identified. Also, the structure-property relationship was evaluated.https://www.pharmacokinetica.ru/jour/article/view/8318 кда транслокаторный белок tspoмолекулярный докингqsarнейропсихотропная активность18 kda translocator protein tspomolecular dockingqsarneuropsychotropic activity
spellingShingle N. M. Baraboshkin
A. S. Pantileev
G. V. Mokrov
Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
Фармакокинетика и Фармакодинамика
18 кда транслокаторный белок tspo
молекулярный докинг
qsar
нейропсихотропная активность
18 kda translocator protein tspo
molecular docking
qsar
neuropsychotropic activity
title Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
title_full Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
title_fullStr Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
title_full_unstemmed Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
title_short Approaches to predict ligands affinity towards translocator protein TSPO 18 kDa in order to create molecules possessing neuropsychotropic activity
title_sort approaches to predict ligands affinity towards translocator protein tspo 18 kda in order to create molecules possessing neuropsychotropic activity
topic 18 кда транслокаторный белок tspo
молекулярный докинг
qsar
нейропсихотропная активность
18 kda translocator protein tspo
molecular docking
qsar
neuropsychotropic activity
url https://www.pharmacokinetica.ru/jour/article/view/83
work_keys_str_mv AT nmbaraboshkin approachestopredictligandsaffinitytowardstranslocatorproteintspo18kdainordertocreatemoleculespossessingneuropsychotropicactivity
AT aspantileev approachestopredictligandsaffinitytowardstranslocatorproteintspo18kdainordertocreatemoleculespossessingneuropsychotropicactivity
AT gvmokrov approachestopredictligandsaffinitytowardstranslocatorproteintspo18kdainordertocreatemoleculespossessingneuropsychotropicactivity