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量化阿尔茨海默病认知功能的异质性,以扩展安慰剂治疗二分法:来自多奈哌齐五项关键性随机临床试验的个体参与者数据的潜在类别分析。

Quantifying the heterogeneity of cognitive functioning in Alzheimer's disease to extend the placebo-treatment dichotomy: Latent class analysis of individual-participant data from five pivotal randomized clinical trials of donepezil.

机构信息

Department of Community Mental Health, University of Haifa, Haifa3498838, Israel.

Faculty of Industrial Engineering and Management, Technion-Israel Institute of Technology, Haifa, Israel.

出版信息

Eur Psychiatry. 2021 Feb 15;64(1):e16. doi: 10.1192/j.eurpsy.2021.8.

Abstract

BACKGROUND

The extent and profiles of heterogeneity in cognitive functioning among participants in clinical trials of antidementia medication are unknown. We aimed to quantify and identify profiles of heterogeneity of cognition in Alzheimer's disease.

METHODS

Individual-level participant data were analyzed from five pivotal clinical trials of donepezil for Alzheimer's disease (N = 2,919). Based on Alzheimer's Disease Assessment Scale-Cognitive Subscale total scores from baseline up to week 12, a latent class model was used to identify heterogeneous groups. A logistic regression model was used to examine factors associated with group membership. Sensitivity analysis was conducted, restricted to the donepezil, and then the placebo arm.

RESULTS

The latent class model identified three classes labeled as low scorers (i.e., least cognitive impairment; N = 1,666, 76.04%), improvers (N = 27, 1.23%), and high scorers (N = 498, 22.73%). Logistic modeling showed that donepezil compared to placebo was significantly (p < 0.05) positively associated with membership in the improvers class (OR = 6.88, 95% CI = 2.03, 42.95), and negatively with high scorers (OR = 0.79, 95% CI = 0.64, 0.98). Sensitivity analysis restricted to the placebo, then donepezil arms replicated similar heterogeneity patterns.

CONCLUSIONS

Our results inform clinicians regarding the extent of heterogeneity in cognitive functioning during treatment and contribute to trial design considerations.

摘要

背景

抗痴呆药物临床试验参与者的认知功能异质性的程度和特征尚不清楚。我们旨在量化和确定阿尔茨海默病认知异质性的特征。

方法

对来自五项多奈哌齐治疗阿尔茨海默病的关键性临床试验的个体参与者数据(N=2919)进行了分析。根据基线至第 12 周时的阿尔茨海默病评估量表认知子量表总分,使用潜在类别模型确定异质组。使用逻辑回归模型检查与组内成员身份相关的因素。进行了敏感性分析,限制在多奈哌齐,然后是安慰剂组。

结果

潜在类别模型确定了三个类别,标记为低得分者(即认知障碍最少;N=1666,占 76.04%)、改善者(N=27,占 1.23%)和高得分者(N=498,占 22.73%)。逻辑建模显示,与安慰剂相比,多奈哌齐显著(p<0.05)与改善者类别(OR=6.88,95%CI=2.03,42.95)的成员资格呈正相关,与高得分者(OR=0.79,95%CI=0.64,0.98)呈负相关。仅限于安慰剂,然后是多奈哌齐臂的敏感性分析复制了类似的异质性模式。

结论

我们的研究结果为临床医生提供了治疗期间认知功能异质性的程度,并为临床试验设计提供了参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f315/8057455/6da39b093cde/S0924933821000080_fig1.jpg

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