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Cox 比例风险模型的局限性及在异时复发研究中的替代方法。

Limitations of the cox proportional hazards model and alternative approaches in metachronous recurrence research.

机构信息

Department of Nephrology, the Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, China.

出版信息

Gastric Cancer. 2024 Nov;27(6):1348-1349. doi: 10.1007/s10120-024-01554-x. Epub 2024 Sep 16.

DOI:10.1007/s10120-024-01554-x
PMID:39283553
Abstract

The article by Shin et al. provides valuable insights into the correlation between the gastric mucosa-associated gastric microbiome (MAM) and metachronous recurrence. However, the use of the Cox proportional hazards model in their analysis presents several limitations. The study may result in mixed censoring outcomes, and the assumption of constant hazard ratios over time may not hold. Considering these limitations, future research should adopt alternative approaches, such as the accelerated failure time (AFT) model, to provide a more comprehensive understanding of the relationship between gastric MAM and metachronous recurrence.

摘要

申等人的文章提供了关于胃黏膜相关胃微生物组(MAM)与异时性复发之间相关性的有价值的见解。然而,他们在分析中使用 Cox 比例风险模型存在几个局限性。该研究可能导致混合删失结果,并且随着时间的推移,风险比恒定的假设可能不成立。考虑到这些限制,未来的研究应采用替代方法,如加速失效时间(AFT)模型,以更全面地了解胃 MAM 与异时性复发之间的关系。

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本文引用的文献

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Correction: An artificial intelligence system for comprehensive pathologic outcome prediction in early gastric cancer through endoscopic image analysis (with video).更正:一种通过内镜图像分析(附视频)对早期胃癌综合病理结果进行预测的人工智能系统。
Gastric Cancer. 2024 Nov;27(6):1351. doi: 10.1007/s10120-024-01549-8.
2
Prioritising deteriorating patients using time-to-event analysis: prediction model development and internal-external validation.使用事件发生时间分析对病情恶化患者进行优先级排序:预测模型的开发与内部-外部验证
Crit Care. 2024 Jul 17;28(1):247. doi: 10.1186/s13054-024-05021-y.
3
A flexible parametric accelerated failure time model and the extension to time-dependent acceleration factors.
一种灵活的参数加速失效时间模型及其对时变加速因子的扩展。
Biostatistics. 2023 Jul 14;24(3):811-831. doi: 10.1093/biostatistics/kxac009.
4
Effects of Proportional Hazard Assumption on Variable Selection Methods for Censored Data.比例风险假设对删失数据变量选择方法的影响。
Stat Biopharm Res. 2020;12(2):199-209. doi: 10.1080/19466315.2019.1694578. Epub 2019 Dec 23.
5
Competing Risks, Treatment Switching, and Informative Censoring.竞争风险、治疗转换与信息删失
JAMA Cardiol. 2021 Aug 1;6(8):871-873. doi: 10.1001/jamacardio.2021.1239.
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Accelerated failure time models for semi-competing risks data in the presence of complex censoring.存在复杂删失情况下半竞争风险数据的加速失效时间模型
Biometrics. 2017 Dec;73(4):1401-1412. doi: 10.1111/biom.12696. Epub 2017 Apr 10.
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