The Role of Different Risk Groups and Treatment Assignment Probabilities in Subgroup Analysis of Randomized Trials

IF 3.9 4区 医学 Q2 HEMATOLOGY
Vadim Lesan, Vlada Odaie, Cristian Munteanu
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引用次数: 0

Abstract

Retrospective subgroup analyses can introduce significant bias in the estimation of hazard ratios (HRs), particularly when patient distributions across treatment arms are imbalanced. Such disparities can distort the validity of HR outcomes, especially in the presence of unequal risk group compositions and varying treatment assignment probabilities. These factors may artificially shift HR estimates across different risk populations, leading to misleading correlations between subgroup classifications and treatment effects. To quantify this phenomenon, we conducted Monte Carlo simulations across 1000 trials, demonstrating how hazard ratios vary systematically with changes in the underlying risk group population. These findings underscore the need for caution in interpreting HRs from subgroup analyses and highlight the importance of robust trial design to mitigate bias.

不同风险组和治疗分配概率在随机试验亚组分析中的作用
回顾性亚组分析在估计风险比(hr)时可能会引入明显的偏倚,特别是当各个治疗组的患者分布不平衡时。这种差异会扭曲人力资源结果的有效性,特别是在存在不平等的风险组组成和不同的治疗分配概率的情况下。这些因素可能在不同的危险人群中人为地改变HR估计,导致亚组分类和治疗效果之间的误导性相关性。为了量化这一现象,我们在1000个试验中进行了蒙特卡罗模拟,展示了风险比如何随着潜在风险群体人口的变化而系统地变化。这些发现强调了在解释亚组分析的hr时需要谨慎,并强调了稳健的试验设计对减轻偏倚的重要性。
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来源期刊
Hematological Oncology
Hematological Oncology 医学-血液学
CiteScore
4.20
自引率
6.10%
发文量
147
审稿时长
>12 weeks
期刊介绍: Hematological Oncology considers for publication articles dealing with experimental and clinical aspects of neoplastic diseases of the hemopoietic and lymphoid systems and relevant related matters. Translational studies applying basic science to clinical issues are particularly welcomed. Manuscripts dealing with the following areas are encouraged: -Clinical practice and management of hematological neoplasia, including: acute and chronic leukemias, malignant lymphomas, myeloproliferative disorders -Diagnostic investigations, including imaging and laboratory assays -Epidemiology, pathology and pathobiology of hematological neoplasia of hematological diseases -Therapeutic issues including Phase 1, 2 or 3 trials as well as allogeneic and autologous stem cell transplantation studies -Aspects of the cell biology, molecular biology, molecular genetics and cytogenetics of normal or diseased hematopoeisis and lymphopoiesis, including stem cells and cytokines and other regulatory systems. Concise, topical review material is welcomed, especially if it makes new concepts and ideas accessible to a wider community. Proposals for review material may be discussed with the Editor-in-Chief. Collections of case material and case reports will be considered only if they have broader scientific or clinical relevance.
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