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新型数字测量变化的解读:统计回顾与教程

Interpretation of Change in Novel Digital Measures: A Statistical Review and Tutorial.

作者信息

Trigg Andrew, Ratitch Bohdana, Kruesmann Frank, Majumder Madhurima, Parfionovas Andrejus, Krahn Ulrike

机构信息

Medical Affairs Statistics, Bayer plc, Reading, Berkshire, UK.

Statistics and Data Insights, Bayer Inc., Mississauga, ON, Canada.

出版信息

Digit Biomark. 2025 Feb 3;9(1):52-66. doi: 10.1159/000543899. eCollection 2025 Jan-Dec.

DOI:10.1159/000543899
PMID:40103940
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11919315/
Abstract

BACKGROUND

Novel clinical measures assessed by a digital health technology tool require thresholds to interpret change over time, such as the minimal clinically important difference. Establishing such thresholds is a key component of clinical validation, facilitating understanding of relevant treatment effects.

SUMMARY

Many of the approaches to derive interpretative thresholds for patient-reported outcomes can be applied to digital clinical measures. We present theoretical background to the use of interpretative thresholds, including the distinction between thresholds based on perceived importance versus measurement error, and thresholds for group- versus individual-level interpretations. We then review methods to estimate such thresholds, including anchor-based approaches. We illustrate the methods using data on cough frequency counts as measured by a wearable device in a clinical trial.

KEY MESSAGES

This paper provides an overview of statistical methodologies to estimate thresholds for the interpretation of change.

摘要

背景

通过数字健康技术工具评估的新型临床指标需要阈值来解释随时间的变化,例如最小临床重要差异。确定此类阈值是临床验证的关键组成部分,有助于理解相关治疗效果。

总结

许多用于得出患者报告结局的解释性阈值的方法可应用于数字临床指标。我们介绍了使用解释性阈值的理论背景,包括基于感知重要性与测量误差的阈值之间的区别,以及用于组水平与个体水平解释的阈值。然后我们回顾了估计此类阈值的方法,包括基于锚定的方法。我们使用一项临床试验中可穿戴设备测量的咳嗽频率计数数据来说明这些方法。

关键信息

本文概述了用于估计变化解释阈值的统计方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80c3/11919315/c9284cbd6b30/dib-2025-0009-0001-543899_F02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80c3/11919315/7d0e7913e366/dib-2025-0009-0001-543899_F01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80c3/11919315/c9284cbd6b30/dib-2025-0009-0001-543899_F02.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80c3/11919315/7d0e7913e366/dib-2025-0009-0001-543899_F01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/80c3/11919315/c9284cbd6b30/dib-2025-0009-0001-543899_F02.jpg

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本文引用的文献

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3
Efficacy and Safety of Eliapixant in Refractory Chronic Cough: The Randomized, Placebo-Controlled Phase 2b PAGANINI Study.
难治性慢性咳嗽的埃利派赞疗效和安全性:一项随机、安慰剂对照的 2b 期 PAGANINI 研究。
Lung. 2023 Jun;201(3):255-266. doi: 10.1007/s00408-023-00621-x. Epub 2023 Jun 1.
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Introduction to the special section: "Methodologies and considerations for meaningful change".特刊介绍:“实现有意义变革的方法与考量”
Qual Life Res. 2023 May;32(5):1223-1230. doi: 10.1007/s11136-023-03413-1.
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From Meaningful Outcomes to Meaningful Change Thresholds: A Path to Progress for Establishing Digital Endpoints.从有意义的结局到有意义的变化阈值:建立数字终点的进展之路。
Ther Innov Regul Sci. 2023 Jul;57(4):629-645. doi: 10.1007/s43441-023-00502-8. Epub 2023 Apr 5.
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