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癌症免疫疗法早期临床开发相关生物标志物的统计方法概述。

An overview of statistical methods for biomarkers relevant to early clinical development of cancer immunotherapies.

机构信息

Data Sciences, Product Development, F. Hoffmann-La Roche AG, Basel, Switzerland.

Roche Pharma Research and Early Development Oncology, F. Hoffmann-La Roche AG, Basel, Switzerland.

出版信息

Front Immunol. 2024 Aug 21;15:1351584. doi: 10.3389/fimmu.2024.1351584. eCollection 2024.

Abstract

Over the last decade, a new paradigm for cancer therapies has emerged which leverages the immune system to act against the tumor. The novel mechanism of action of these immunotherapies has also introduced new challenges to drug development. Biomarkers play a key role in several areas of early clinical development of immunotherapies including the demonstration of mechanism of action, dose finding and dose optimization, mitigation and prevention of adverse reactions, and patient enrichment and indication prioritization. We discuss statistical principles and methods for establishing the prognostic, predictive aspect of a (set of) biomarker and for linking the change in biomarkers to clinical efficacy in the context of early development studies. The methods discussed are meant to avoid bias and produce robust and reproducible conclusions. This review is targeted to drug developers and data scientists interested in the strategic usage and analysis of biomarkers in the context of immunotherapies.

摘要

在过去的十年中,癌症治疗出现了一种新的模式,即利用免疫系统来对抗肿瘤。这些免疫疗法的新颖作用机制也给药物研发带来了新的挑战。生物标志物在免疫疗法的早期临床开发的多个领域中起着关键作用,包括作用机制的证明、剂量发现和优化、不良反应的缓解和预防,以及患者选择和适应症优先级。我们讨论了用于建立(一组)生物标志物的预后和预测方面以及将生物标志物的变化与早期开发研究中的临床疗效联系起来的统计原则和方法。讨论的方法旨在避免偏差并得出稳健且可重复的结论。本综述面向对免疫疗法中生物标志物的战略使用和分析感兴趣的药物开发者和数据科学家。

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