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用于指导结直肠癌筛查指南的模型验证:准确性及影响

Validation of Models Used to Inform Colorectal Cancer Screening Guidelines: Accuracy and Implications.

作者信息

Rutter Carolyn M, Knudsen Amy B, Marsh Tracey L, Doria-Rose V Paul, Johnson Eric, Pabiniak Chester, Kuntz Karen M, van Ballegooijen Marjolein, Zauber Ann G, Lansdorp-Vogelaar Iris

机构信息

RAND Corporation, Santa Monica, CA, USA (CMR)

Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA, USA (ABK)

出版信息

Med Decis Making. 2016 Jul;36(5):604-14. doi: 10.1177/0272989X15622642. Epub 2016 Jan 8.

Abstract

BACKGROUND

Microsimulation models synthesize evidence about disease processes and interventions, providing a method for predicting long-term benefits and harms of prevention, screening, and treatment strategies. Because models often require assumptions about unobservable processes, assessing a model's predictive accuracy is important.

METHODS

We validated 3 colorectal cancer (CRC) microsimulation models against outcomes from the United Kingdom Flexible Sigmoidoscopy Screening (UKFSS) Trial, a randomized controlled trial that examined the effectiveness of one-time flexible sigmoidoscopy screening to reduce CRC mortality. The models incorporate different assumptions about the time from adenoma initiation to development of preclinical and symptomatic CRC. Analyses compare model predictions to study estimates across a range of outcomes to provide insight into the accuracy of model assumptions.

RESULTS

All 3 models accurately predicted the relative reduction in CRC mortality 10 years after screening (predicted hazard ratios, with 95% percentile intervals: 0.56 [0.44, 0.71], 0.63 [0.51, 0.75], 0.68 [0.53, 0.83]; estimated with 95% confidence interval: 0.56 [0.45, 0.69]). Two models with longer average preclinical duration accurately predicted the relative reduction in 10-year CRC incidence. Two models with longer mean sojourn time accurately predicted the number of screen-detected cancers. All 3 models predicted too many proximal adenomas among patients referred to colonoscopy.

CONCLUSION

Model accuracy can only be established through external validation. Analyses such as these are therefore essential for any decision model. Results supported the assumptions that the average time from adenoma initiation to development of preclinical cancer is long (up to 25 years), and mean sojourn time is close to 4 years, suggesting the window for early detection and intervention by screening is relatively long. Variation in dwell time remains uncertain and could have important clinical and policy implications.

摘要

背景

微观模拟模型综合了有关疾病过程和干预措施的证据,提供了一种预测预防、筛查和治疗策略的长期益处和危害的方法。由于模型通常需要对不可观察的过程进行假设,因此评估模型的预测准确性很重要。

方法

我们对照英国柔性乙状结肠镜筛查(UKFSS)试验的结果验证了3个结直肠癌(CRC)微观模拟模型,该试验是一项随机对照试验,研究了一次性柔性乙状结肠镜筛查降低CRC死亡率的有效性。这些模型对从腺瘤发生到临床前和有症状CRC发展的时间纳入了不同的假设。分析将模型预测与一系列结果的研究估计值进行比较,以深入了解模型假设的准确性。

结果

所有3个模型都准确预测了筛查后10年CRC死亡率的相对降低(预测风险比,95%百分位数区间:0.56[0.44,0.71]、0.63[0.51,0.75]、0.68[0.53,0.83];估计95%置信区间:0.56[0.45,0.69])。两个平均临床前期较长的模型准确预测了10年CRC发病率的相对降低。两个平均停留时间较长的模型准确预测了筛查发现的癌症数量。所有3个模型在接受结肠镜检查的患者中预测的近端腺瘤数量都过多。

结论

模型准确性只能通过外部验证来确定。因此,此类分析对于任何决策模型都至关重要。结果支持了以下假设:从腺瘤发生到临床前癌症发展的平均时间较长(长达25年),平均停留时间接近4年,这表明通过筛查进行早期检测和干预的窗口期相对较长。停留时间的变化仍不确定,可能具有重要的临床和政策意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dc59/5009464/b55bd0a274c9/nihms741360f1.jpg

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