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用于癌症筛查数据分析的两阶段模型。

Two-stage models for the analysis of cancer screening data.

作者信息

Brookmeyer R, Day N E

机构信息

Johns Hopkins University, Department of Biostatistics, Baltimore, Maryland 21205.

出版信息

Biometrics. 1987 Sep;43(3):657-69.

PMID:3663822
Abstract

Methods are proposed for the analysis of the natural history of disease from screening data when it cannot be assumed that untreated preclinical disease always progresses to clinical disease. The methodology is based on a two-stage model for preclinical disease in which stage 1 lesions may or may not progress to stage 2, but all stage 2 lesions progress to clinical disease. The focus is on joint estimation of the total preclinical duration and the sensitivity of the screening test. A partial likelihood is proposed for the analysis of prospectively collected screening data, and an analogous conditional likelihood is proposed for retrospective data. Some special cases for the joint sojourn distribution of the two stages are considered, including the independent model and limiting models where the duration of stage 2 is short relative to stage 1. The methods are applied to a case-control study of cervical cancer screening in Northeast Scotland.

摘要

当无法假定未经治疗的临床前疾病总会进展为临床疾病时,本文提出了从筛查数据中分析疾病自然史的方法。该方法基于临床前疾病的两阶段模型,其中1期病变可能进展也可能不进展至2期,但所有2期病变都会进展为临床疾病。重点在于联合估计临床前疾病的总持续时间和筛查试验的敏感性。本文提出了一个部分似然函数用于分析前瞻性收集的筛查数据,并针对回顾性数据提出了一个类似的条件似然函数。文中考虑了两阶段联合停留分布的一些特殊情况,包括独立模型以及2期持续时间相对于1期较短的极限模型。这些方法应用于苏格兰东北部宫颈癌筛查的病例对照研究。

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Two-stage models for the analysis of cancer screening data.用于癌症筛查数据分析的两阶段模型。
Biometrics. 1987 Sep;43(3):657-69.
2
An early- and late-stage convolution model for disease natural history.
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Downstaging of cervical cancer.宫颈癌的降期
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Nonparametric estimation of asymptomatic duration from a randomized prospective cancer screening trial.来自随机前瞻性癌症筛查试验的无症状持续时间的非参数估计。
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A novel design for estimating relative accuracy of screening tests when complete disease verification is not feasible.当无法进行完整疾病验证时,一种用于估计筛查试验相对准确性的新颖设计。
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Effect of screening for cancer in the Nordic countries on deaths, cost and quality of life up to the year 2017.北欧国家癌症筛查对截至2017年的死亡、成本和生活质量的影响。
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Simplified models of screening for chronic disease: estimation procedures from mass screening programmes.慢性病筛查简化模型:大规模筛查项目的估计程序
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Screening-preventable cervical cancer risks: evidence from a nationwide audit in Sweden.筛查可预防的宫颈癌风险:来自瑞典全国性审计的证据。
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[Screening for cancer].[癌症筛查]
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引用本文的文献

1
Quantifying the duration of the preclinical detectable phase in cancer screening: a systematic review.定量癌症筛查中临床前可检测阶段的持续时间:系统评价。
Epidemiol Health. 2022;44:e2022008. doi: 10.4178/epih.e2022008. Epub 2022 Jan 3.
2
Identifiability of the joint distribution of age and tumor size at detection in the presence of screening.在存在筛查的情况下,检测时年龄与肿瘤大小联合分布的可识别性。
Math Biosci. 2007 Aug;208(2):644-57. doi: 10.1016/j.mbs.2006.12.004. Epub 2007 Jan 12.
3
Withdrawing low risk women from cervical screening programmes. Conclusions cannot yet be drawn.
将低风险女性从宫颈癌筛查项目中撤出。目前尚无法得出结论。
BMJ. 1999 Jul 3;319(7201):58. doi: 10.1136/bmj.319.7201.58.
4
Age-specific sensitivities of mammographic screening for breast cancer.
Breast Cancer Res Treat. 1996;38(2):153-60. doi: 10.1007/BF01806669.
5
Statistical problems in epidemiologic studies of the natural history of disease.疾病自然史流行病学研究中的统计学问题。
Environ Health Perspect. 1990 Jul;87:43-9. doi: 10.1289/ehp.908743.
6
Epidemiological evidence for age-dependent regression of pre-invasive cervical cancer.宫颈原位癌年龄依赖性消退的流行病学证据。
Br J Cancer. 1991 Sep;64(3):559-65. doi: 10.1038/bjc.1991.350.