Suppr超能文献

比较两个具有删失生存数据的相关C指数。

On comparing 2 correlated C indices with censored survival data.

作者信息

Han Xiaoxia, Zhang Yilong, Shao Yongzhao

机构信息

Departments of Population Health, New York University School of Medicine, New York, NY10016, USA.

Merck Research Laboratories, Rahway, 07065, NJ, USA.

出版信息

Stat Med. 2017 Nov 10;36(25):4041-4049. doi: 10.1002/sim.7414. Epub 2017 Jul 31.

Abstract

As new biomarkers and risk prediction procedures are in rapid development, it is of great interest to develop valid methods for comparing predictive power of 2 biomarkers or risk score systems. Harrell C statistic has been routinely used as a global adequacy assessment of a risk score system, and the difference of 2 Harrell C statistics as a test statistic has been suggested in recent literature for comparison of predictive power of 2 biomarkers for censored outcome. In this study, we showed that such a test can have severely inflated type I errors as the difference between the 2 Harrell C statistics does not converge to zero under the null hypothesis of equal predictive power measured by concordance probabilities, as illustrated by 2 counterexamples and corresponding numerical simulations. We further investigate a necessary and sufficient condition under which the difference of 2 Harrell C statistics converges to zero under the null hypothesis.

摘要

随着新的生物标志物和风险预测程序迅速发展,开发用于比较两种生物标志物或风险评分系统预测能力的有效方法具有重大意义。哈雷尔C统计量一直被常规用作风险评分系统的整体充分性评估,最近的文献中建议将两个哈雷尔C统计量的差异作为检验统计量,用于比较两种生物标志物对删失结局的预测能力。在本研究中,我们表明,这样的检验可能会有严重膨胀的I型错误,因为在由一致性概率衡量的同等预测能力的原假设下,两个哈雷尔C统计量之间的差异不会收敛到零,这通过两个反例和相应的数值模拟得到了说明。我们进一步研究了在原假设下两个哈雷尔C统计量的差异收敛到零的充要条件。

相似文献

1
On comparing 2 correlated C indices with censored survival data.
Stat Med. 2017 Nov 10;36(25):4041-4049. doi: 10.1002/sim.7414. Epub 2017 Jul 31.
2
Comparing two correlated C indices with right-censored survival outcome: a one-shot nonparametric approach.
Stat Med. 2015 Feb 20;34(4):685-703. doi: 10.1002/sim.6370. Epub 2014 Nov 17.
6
Bayesian multiple testing for two-sample multivariate endpoints.
Biometrics. 2003 Mar;59(1):76-82. doi: 10.1111/1541-0420.00009.
7
Asymptotic distribution of ∆AUC, NRIs, and IDI based on theory of U-statistics.
Stat Med. 2017 Sep 20;36(21):3334-3360. doi: 10.1002/sim.7333. Epub 2017 Jun 19.
8
On the C-statistics for evaluating overall adequacy of risk prediction procedures with censored survival data.
Stat Med. 2011 May 10;30(10):1105-17. doi: 10.1002/sim.4154. Epub 2011 Jan 13.
9
Optimal survival time-related cut-point with censored data.
Stat Med. 2015 Feb 10;34(3):515-24. doi: 10.1002/sim.6360. Epub 2014 Nov 10.
10
Concordance indices with left-truncated and right-censored data.
Biometrics. 2023 Sep;79(3):1624-1634. doi: 10.1111/biom.13714. Epub 2022 Jul 11.

引用本文的文献

4
Development of a Spine X-Ray-Based Fracture Prediction Model Using a Deep Learning Algorithm.
Endocrinol Metab (Seoul). 2022 Aug;37(4):674-683. doi: 10.3803/EnM.2022.1461. Epub 2022 Aug 5.
9
A numerical strategy to evaluate performance of predictive scores via a copula-based approach.
Stat Med. 2020 Sep 10;39(20):2671-2684. doi: 10.1002/sim.8566. Epub 2020 May 11.

本文引用的文献

1
CSF and blood biomarkers for the diagnosis of Alzheimer's disease: a systematic review and meta-analysis.
Lancet Neurol. 2016 Jun;15(7):673-684. doi: 10.1016/S1474-4422(16)00070-3. Epub 2016 Apr 8.
2
Comparing two correlated C indices with right-censored survival outcome: a one-shot nonparametric approach.
Stat Med. 2015 Feb 20;34(4):685-703. doi: 10.1002/sim.6370. Epub 2014 Nov 17.
5
Combined plasma biomarkers for diagnosing mild cognition impairment and Alzheimer's disease.
ACS Chem Neurosci. 2013 Dec 18;4(12):1530-6. doi: 10.1021/cn400129p. Epub 2013 Oct 23.
6
Plasma tau levels in Alzheimer's disease.
Alzheimers Res Ther. 2013 Mar 28;5(2):9. doi: 10.1186/alzrt163. eCollection 2013.
7
Testing for improvement in prediction model performance.
Stat Med. 2013 Apr 30;32(9):1467-82. doi: 10.1002/sim.5727. Epub 2013 Jan 7.
8
Comparing paired biomarkers in predicting quantitative health outcome subject to random censoring.
Stat Methods Med Res. 2016 Feb;25(1):447-57. doi: 10.1177/0962280212460434. Epub 2012 Oct 14.
9
Post-dural (post-lumbar) puncture headache: risk factors and clinical features.
Cephalalgia. 2012 Sep;32(12):916-23. doi: 10.1177/0333102412453951. Epub 2012 Jul 27.
10
On the C-statistics for evaluating overall adequacy of risk prediction procedures with censored survival data.
Stat Med. 2011 May 10;30(10):1105-17. doi: 10.1002/sim.4154. Epub 2011 Jan 13.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验