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Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs
The Comprehensive in vitro Proarrhythmia Assay (CiPA) project suggested the torsade metric score (TMS) which requires substantial computing resources as a useful biomarker to predict proarrhythmic risk from human ether-à-go-go–related gene (hERG) and a few other ion channel block data. The TMS was u...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2019
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6889857/ https://www.ncbi.nlm.nih.gov/pubmed/31849669 http://dx.doi.org/10.3389/fphar.2019.01419 |
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author | Han, Sungpil Han, Seunghoon Kim, Ki-Suk Lee, Hyang-Ae Yim, Dong-Seok |
author_facet | Han, Sungpil Han, Seunghoon Kim, Ki-Suk Lee, Hyang-Ae Yim, Dong-Seok |
author_sort | Han, Sungpil |
collection | PubMed |
description | The Comprehensive in vitro Proarrhythmia Assay (CiPA) project suggested the torsade metric score (TMS) which requires substantial computing resources as a useful biomarker to predict proarrhythmic risk from human ether-à-go-go–related gene (hERG) and a few other ion channel block data. The TMS was useful to predict low TdP risks of drugs blocking Na(+) (ranolazine) and Ca(2+) (verapamil) channels as well as the hERG channel. However, Mistry asserted that the simple linear metric, Bnet reflecting net blockade of a few influential ion channels has similar predictive power. Here we compared the predictability of Bnet and TMS for the 12 training and 16 validation CiPA drugs which were pre-classified into three categories according to the known TdP risks (low, intermediate, and high risk) by CiPA. Bnet at 5×C(max) (Bnet(5×Cmax)) was calculated using the ion-channel IC50 and Hill coefficients of CiPA drugs collected from previous reports by the CiPA team and others. The receiver operating characteristic curve area under curve (ROC AUC) values for TMS and Bnet(5×Cmax) as performance metrics in discerning low versus intermediate/high risk categories for the 28 CiPA drugs were similar. However, Bnet(5×Cmax) was much inferior to TMS at discerning between intermediate- and high-risk drugs. Dynamic Bnet, which used in silico hERG dynamic parameters unlike conventional Bnet, improved the misspecification. Thus, we propose that Bnet(5×Cmax) is used for quick screening of TdP risks of drug candidates and if the “intermediate/high” risk is predicted by Bnet(5×Cmax), in silico approaches, such as dynamic Bnet or TMS, may be further considered. |
format | Online Article Text |
id | pubmed-6889857 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-68898572019-12-17 Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs Han, Sungpil Han, Seunghoon Kim, Ki-Suk Lee, Hyang-Ae Yim, Dong-Seok Front Pharmacol Pharmacology The Comprehensive in vitro Proarrhythmia Assay (CiPA) project suggested the torsade metric score (TMS) which requires substantial computing resources as a useful biomarker to predict proarrhythmic risk from human ether-à-go-go–related gene (hERG) and a few other ion channel block data. The TMS was useful to predict low TdP risks of drugs blocking Na(+) (ranolazine) and Ca(2+) (verapamil) channels as well as the hERG channel. However, Mistry asserted that the simple linear metric, Bnet reflecting net blockade of a few influential ion channels has similar predictive power. Here we compared the predictability of Bnet and TMS for the 12 training and 16 validation CiPA drugs which were pre-classified into three categories according to the known TdP risks (low, intermediate, and high risk) by CiPA. Bnet at 5×C(max) (Bnet(5×Cmax)) was calculated using the ion-channel IC50 and Hill coefficients of CiPA drugs collected from previous reports by the CiPA team and others. The receiver operating characteristic curve area under curve (ROC AUC) values for TMS and Bnet(5×Cmax) as performance metrics in discerning low versus intermediate/high risk categories for the 28 CiPA drugs were similar. However, Bnet(5×Cmax) was much inferior to TMS at discerning between intermediate- and high-risk drugs. Dynamic Bnet, which used in silico hERG dynamic parameters unlike conventional Bnet, improved the misspecification. Thus, we propose that Bnet(5×Cmax) is used for quick screening of TdP risks of drug candidates and if the “intermediate/high” risk is predicted by Bnet(5×Cmax), in silico approaches, such as dynamic Bnet or TMS, may be further considered. Frontiers Media S.A. 2019-11-26 /pmc/articles/PMC6889857/ /pubmed/31849669 http://dx.doi.org/10.3389/fphar.2019.01419 Text en Copyright © 2019 Han, Han, Kim, Lee and Yim http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pharmacology Han, Sungpil Han, Seunghoon Kim, Ki-Suk Lee, Hyang-Ae Yim, Dong-Seok Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title | Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title_full | Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title_fullStr | Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title_full_unstemmed | Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title_short | Usefulness of Bnet, a Simple Linear Metric in Discerning Torsades De Pointes Risks in 28 CiPA Drugs |
title_sort | usefulness of bnet, a simple linear metric in discerning torsades de pointes risks in 28 cipa drugs |
topic | Pharmacology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6889857/ https://www.ncbi.nlm.nih.gov/pubmed/31849669 http://dx.doi.org/10.3389/fphar.2019.01419 |
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