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The open-access dataset for insilico cardiotoxicity prediction system

Drug cardiotoxicity is one of the main reasons of fatal drug related problem events and the subsequent withdrawals. Therefore, its early assessment is a crucial element of the drug development process. For the drug driven hERG inhibition assessment, which is assumed to be the main reason for toxicit...

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Autores principales: Polak, Sebastian, Wisniowska, Barbara, Fijorek, Kamil, Glinka, Anna, Polak, Miłosz, Mendyk, Aleksander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Biomedical Informatics 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3124793/
https://www.ncbi.nlm.nih.gov/pubmed/21738323
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author Polak, Sebastian
Wisniowska, Barbara
Fijorek, Kamil
Glinka, Anna
Polak, Miłosz
Mendyk, Aleksander
author_facet Polak, Sebastian
Wisniowska, Barbara
Fijorek, Kamil
Glinka, Anna
Polak, Miłosz
Mendyk, Aleksander
author_sort Polak, Sebastian
collection PubMed
description Drug cardiotoxicity is one of the main reasons of fatal drug related problem events and the subsequent withdrawals. Therefore, its early assessment is a crucial element of the drug development process. For the drug driven hERG inhibition assessment, which is assumed to be the main reason for toxicity, in vitro techniques are used. Gold standards are based on the Patch Clamp method with the use of various cell models but due to its low throughput, insilico models have become more appreciated. To develop a reliable empirical QSAR model, wide dataset containing a variety of cases has to be available. In this article, a freely available for download, set of data is described. It is based on literature peer-reviewed reports and contains hERG inhibition information expressed as IC50 value for 263 molecules described in 642 records. All studies were done with the use of three cell models (XO, CHO, HEK) and other elements describe the electrophysiological settings of the in vitro study. The above mentioned set was used for the successful development of the predictive models.
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spelling pubmed-31247932011-07-07 The open-access dataset for insilico cardiotoxicity prediction system Polak, Sebastian Wisniowska, Barbara Fijorek, Kamil Glinka, Anna Polak, Miłosz Mendyk, Aleksander Bioinformation Dataset Drug cardiotoxicity is one of the main reasons of fatal drug related problem events and the subsequent withdrawals. Therefore, its early assessment is a crucial element of the drug development process. For the drug driven hERG inhibition assessment, which is assumed to be the main reason for toxicity, in vitro techniques are used. Gold standards are based on the Patch Clamp method with the use of various cell models but due to its low throughput, insilico models have become more appreciated. To develop a reliable empirical QSAR model, wide dataset containing a variety of cases has to be available. In this article, a freely available for download, set of data is described. It is based on literature peer-reviewed reports and contains hERG inhibition information expressed as IC50 value for 263 molecules described in 642 records. All studies were done with the use of three cell models (XO, CHO, HEK) and other elements describe the electrophysiological settings of the in vitro study. The above mentioned set was used for the successful development of the predictive models. Biomedical Informatics 2011-06-06 /pmc/articles/PMC3124793/ /pubmed/21738323 Text en © 2011 Biomedical Informatics This is an open-access article, which permits unrestricted use, distribution, and reproduction in any medium, for non-commercial purposes, provided the original author and source are credited.
spellingShingle Dataset
Polak, Sebastian
Wisniowska, Barbara
Fijorek, Kamil
Glinka, Anna
Polak, Miłosz
Mendyk, Aleksander
The open-access dataset for insilico cardiotoxicity prediction system
title The open-access dataset for insilico cardiotoxicity prediction system
title_full The open-access dataset for insilico cardiotoxicity prediction system
title_fullStr The open-access dataset for insilico cardiotoxicity prediction system
title_full_unstemmed The open-access dataset for insilico cardiotoxicity prediction system
title_short The open-access dataset for insilico cardiotoxicity prediction system
title_sort open-access dataset for insilico cardiotoxicity prediction system
topic Dataset
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3124793/
https://www.ncbi.nlm.nih.gov/pubmed/21738323
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