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基于证据的结直肠癌微观模拟模型:验证与应用。

An evidence-based microsimulation model for colorectal cancer: validation and application.

机构信息

Group Health Research Institute, 1630 Minor Avenue, Seattle, WA 98101, USA.

出版信息

Cancer Epidemiol Biomarkers Prev. 2010 Aug;19(8):1992-2002. doi: 10.1158/1055-9965.EPI-09-0954. Epub 2010 Jul 20.

Abstract

BACKGROUND

The Colorectal Cancer Simulated Population model for Incidence and Natural history (CRC-SPIN) is a new microsimulation model for the natural history of colorectal cancer that can be used for comparative effectiveness studies of colorectal cancer screening modalities.

METHODS

CRC-SPIN simulates individual event histories associated with colorectal cancer, based on the adenoma-carcinoma sequence: adenoma initiation and growth, development of preclinical invasive colorectal cancer, development of clinically detectable colorectal cancer, death from colorectal cancer, and death from other causes. We present the CRC-SPIN structure and parameters, data used for model calibration, and model validation. We also provide basic model outputs to further describe CRC-SPIN, including annual transition probabilities between various disease states and dwell times. We conclude with a simple application that predicts the impact of a one-time colonoscopy at age 50 on the incidence of colorectal cancer assuming three different operating characteristics for colonoscopy.

RESULTS

CRC-SPIN provides good prediction of both the calibration and the validation data. Using CRC-SPIN, we predict that a one-time colonoscopy greatly reduces colorectal cancer incidence over the subsequent 35 years.

CONCLUSIONS

CRC-SPIN is a valuable new tool for combining expert opinion with observational and experimental results to predict the comparative effectiveness of alternative colorectal cancer screening modalities.

IMPACT

Microsimulation models such as CRC-SPIN can serve as a bridge between screening and treatment studies and health policy decisions by predicting the comparative effectiveness of different interventions. As such, it is critical to publish model descriptions that provide insight into underlying assumptions along with validation studies showing model performance.

摘要

背景

结直肠癌模拟人群发病和自然史模型(CRC-SPIN)是一种新的结直肠癌自然史的微观模拟模型,可用于结直肠癌筛查方法的比较效果研究。

方法

CRC-SPIN 根据腺瘤-癌序列模拟与结直肠癌相关的个体事件史:腺瘤的起始和生长、临床前侵袭性结直肠癌的发展、临床可检测到的结直肠癌的发展、结直肠癌死亡以及其他原因导致的死亡。我们介绍了 CRC-SPIN 的结构和参数、用于模型校准的数据以及模型验证。我们还提供了基本的模型输出,以进一步描述 CRC-SPIN,包括各种疾病状态之间的年度转移概率和停留时间。最后,我们通过一个简单的应用程序进行了总结,假设结肠镜检查的三种不同操作特征,预测 50 岁时进行一次性结肠镜检查对结直肠癌发病率的影响。

结果

CRC-SPIN 对校准数据和验证数据都有很好的预测。使用 CRC-SPIN,我们预测一次性结肠镜检查可大大降低随后 35 年内结直肠癌的发病率。

结论

CRC-SPIN 是一种有价值的新工具,可将专家意见与观察和实验结果相结合,预测替代结直肠癌筛查方法的比较效果。

意义

CRC-SPIN 等微观模拟模型可以作为筛查和治疗研究与卫生政策决策之间的桥梁,通过预测不同干预措施的比较效果。因此,发布提供模型假设和验证研究结果的模型描述至关重要,以展示模型性能。

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