Evaluation of the sensitivity/specificity of statistical analysis strategies for detecting moxifloxacin-induced QTc prolongation

IF 1.8 4区 医学 Q4 PHARMACOLOGY & PHARMACY
Lawrence M. Carey, David Holdsworth, Jared Slain, Jill Dalton
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Abstract

In light of the implementation of the best practice guidelines as outlined in the ICH E14/S7B Q&A's, several strategies for enhancing the sensitivity of statistical analyses to detect drug-induced QT/QTc prolongation have been proposed. This study aimed to assess the sensitivity and selectivity of 3 standard statistical approaches. Moxifloxacin was administered orally at doses of 30, 80 and 175 mg/kg to male cynomolgus monkeys (n = 4) according to a Latin square design. Telemetry endpoints were monitored from 2 h prior to dosing to 24 h postdose. Three analysis strategies were employed to aid in the detection of QTc prolongation. Data were grouped into 3 analysis segments (0–6, 6–18, 18–24 h postdose). Approaches 1 and 2 utilized pairwise comparisons at each hourly interval within these segments or the entire segment based on the significance of the interaction effect, while approach 3 analyzed data pooled within each super-interval. Approach 1 employed a repeated measures analysis of variance (RMANOVA) strategy. Statistical significance was considered to have been attained when the p-value of each comparison was <0.05. Approach 2 utilized an RMANOVA analysis strategy examining the least squares mean differences between each treatment and control. Statistical significance was considered to have been obtained when these differences were greater than or equal to the least significant difference (LSD) for the study and the 95 % confidence intervals (CI) did not cross zero. Approach 3 utilized an analysis of variance approach with statistical significance considered attained when the mean difference between each treatment and control was greater than or equal to the LSD and the 95 % CI did not cross zero. In general, the 3 approaches performed similarly. Approach 3 demonstrated the highest sensitivity (most statistically significant differences identified) while approach 2 displayed the highest selectivity (fewest type I statistical errors). Approach 3 performed better than Approaches 1 and 2 in detecting QTc prolongation. Of note, only approach 3 identified every QTc change greater than 10 msec as significant. All 3 methods of analysis were adequate to detect moderate changes in QT/QTc, though differences in the sensitivity and selectivity were observed between analysis strategies.
莫西沙星致QTc延长统计分析方法的敏感性/特异性评价
根据ICH E14/S7B Q&;A's中概述的最佳实践指南的实施,提出了几种提高统计分析灵敏度的策略,以检测药物诱导的QT/QTc延长。本研究旨在评价3种标准统计方法的敏感性和选择性。根据拉丁方设计,雄性食蟹猴(n = 4)口服莫西沙星30、80和175 mg/kg剂量。从给药前2 h到给药后24 h监测遥测终点。采用三种分析策略来帮助检测QTc延长。数据分为3个分析段(0-6、6-18、18-24 h)。方法1和方法2根据相互作用效应的显著性,在这些段内的每个小时间隔或整个段内进行两两比较,而方法3分析了每个超级区间内汇集的数据。方法1采用重复测量方差分析(RMANOVA)策略。当每次比较的p值为<;0.05时,认为达到统计学意义。方法2使用RMANOVA分析策略检查每个处理和对照之间的最小二乘平均差异。当这些差异大于或等于研究的最小显著性差异(LSD)并且95% %置信区间(CI)不超过零时,认为获得了统计显著性。方法3采用方差分析方法,当每个处理和对照之间的平均差异大于或等于LSD且95% % CI不超过零时,认为达到统计学显著性。一般来说,这三种方法的表现相似。方法3显示出最高的灵敏度(发现的统计显著差异最多),而方法2显示出最高的选择性(I型统计误差最少)。方法3在检测QTc延长方面优于方法1和方法2。值得注意的是,只有方法3确定每个大于10 msec的QTc变化是显著的。所有3种分析方法都足以检测QT/QTc的中度变化,尽管分析策略之间的敏感性和选择性存在差异。
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来源期刊
Journal of pharmacological and toxicological methods
Journal of pharmacological and toxicological methods PHARMACOLOGY & PHARMACY-TOXICOLOGY
CiteScore
3.60
自引率
10.50%
发文量
56
审稿时长
26 days
期刊介绍: Journal of Pharmacological and Toxicological Methods publishes original articles on current methods of investigation used in pharmacology and toxicology. Pharmacology and toxicology are defined in the broadest sense, referring to actions of drugs and chemicals on all living systems. With its international editorial board and noted contributors, Journal of Pharmacological and Toxicological Methods is the leading journal devoted exclusively to experimental procedures used by pharmacologists and toxicologists.
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