An in silico canine cardiac midmyocardial action potential duration model as a tool for early drug safety assessment

被引:58
|
作者
Davies, M. R. [2 ]
Mistry, H. B. [2 ]
Hussein, L. [1 ]
Pollard, C. E. [1 ]
Valentin, J. -P. [1 ]
Swinton, J. [2 ]
Abi-Gerges, N. [1 ]
机构
[1] AstraZeneca R&D, Safety Pharmacol, Safety Assessment United Kingdom, Macclesfield, Cheshire, England
[2] AstraZeneca, Safety Assessment United Kingdom, Discovery Sci, Computat Biol,R&D, Macclesfield SK10 4TG, Cheshire, England
关键词
computational modeling; ion channels; compound potency; QT prolongation; Torsades de Pointes arrhythmia; VENTRICULAR REPOLARIZATION; SYSTEMS BIOLOGY; VALIDATION; MECHANISMS; HETEROGENEITY; OPTIMIZATION; ADAPTATION; DEPENDENCE; DISCOVERY; TRANSIENT;
D O I
10.1152/ajpheart.00808.2011
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Davies MR, Mistry HB, Hussein L, Pollard CE, Valentin JP, Swinton J, Abi-Gerges N. An in silico canine cardiac midmyocardial action potential duration model as a tool for early drug safety assessment. Am J Physiol Heart Circ Physiol 302: H1466-H1480, 2012. First published December 23, 2011; doi: 10.1152/ajpheart.00808.2011.-Cell lines expressing ion channels (IC) and the advent of plate-based electrophysiology device have enabled a molecular understanding of the action potential (AP) as a means of early QT assessment. We sought to develop an in silico AP (isAP) model that provides an assessment of the effect of a compound on the myocyte AP duration (APD) using concentration-effect curve data from a panel of five ICs (hNav1.5, hCav1.2, hKv4.3/hKChIP2.2, hKv7.1/hminK, hKv11.1). A test set of 53 compounds was selected to cover a range of selective and mixed IC modulators that were tested for their effects on optically measured APD. A threshold of >10% change in APD at 90% repolarization (APD(90)) was used to signify an effect at the top test concentration. To capture the variations observed in left ventricular midmyocardial myocyte APD data from 19 different dogs, the isAP model was calibrated to produce an ensemble of 19 model variants that could capture the shape and form of the APs and also quantitatively replicate dofetilide-and diltiazem-induced APD90 changes. Provided with IC panel data only, the isAP model was then used, blinded, to predict APD(90) changes greater than 10%. At a simulated concentration of 30 mu M and based on a criterion that six of the variants had to agree, isAP prediction was scored as showing greater than 80% predictivity of compound activity. Thus, early in drug discovery, the isAP model allows integrating separate IC data and is amenable to the throughput required for use as a virtual screen.
引用
收藏
页码:H1466 / H1480
页数:15
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