Telfer School of Management, University of Ottawa, Ottawa, ON, Canada; Department of General Surgery, University of Ottawa Faculty of Medicine, Ottawa, ON, Canada.
Canadian Partnership Against Cancer, Toronto, ON, Canada.
Int J Med Inform. 2021 Jun;150:104455. doi: 10.1016/j.ijmedinf.2021.104455. Epub 2021 Apr 8.
BACKGROUND & AIMS: Colorectal cancer (CRC) mortality in the Northwest Territories (NWT), a northern region of Canada, could be reduced by implementing a CRC screening program. However, this may require additional colonoscopy resources. We used participatory simulation modeling to predict colonoscopy demand and to develop strategies for implementing a feasible and effective CRC screening program in this complex remote northern health system.
Using a participatory simulation modeling approach, we first developed a conceptual model of CRC screening with local collaborators. This approach informed our parameter adjustments of an existing microsimulation model, OncoSim-CRC, using data from a retrospective cohort review of CRC screening between 2014-2019 and secondary data. Model scenarios reflecting program implementation were run for 500 million cases. Validity was assessed, and outputs analyzed with collaborators. Alternative scenarios were developed to reduce colonoscopy demand and results were presented to end-users.
We estimated that colonoscopy demand with a CRC screening program phased-in over 5 years would surpass capacity within 2 years. If demand is met, screen-detected cancers would increase by 110 %, and clinically-detected cases would reduce by 26 % over the next 30 years. We also found that prolonging the phase-in period, or revising adenoma follow-up guidelines would reduce colonoscopy demand while still improving cancer detection. Both strategies were considered feasible by collaborators. The adjusted model was valid, and the projections informed local end-users plans for CRC screening delivery.
Using participatory simulation modeling, we projected that a screening program would improve CRC detection but surpass current colonoscopy capacity. Phasing-in the screening program and reducing endoscopic adenoma follow-up would enhance feasibility of a CRC screening program in the NWT and help maintain its effectiveness.
加拿大北部地区西北地区(NWT)的结直肠癌(CRC)死亡率可以通过实施 CRC 筛查计划来降低。然而,这可能需要额外的结肠镜检查资源。我们使用参与式模拟建模来预测结肠镜检查需求,并为在这个复杂的偏远北部卫生系统中实施可行且有效的 CRC 筛查计划制定策略。
我们首先与当地合作者一起使用参与式模拟建模方法开发了 CRC 筛查的概念模型。该方法为我们提供了一个现有微观模拟模型 OncoSim-CRC 的参数调整信息,该模型使用了 2014-2019 年 CRC 筛查的回顾性队列研究和二级数据。为 5 亿例病例运行了反映计划实施的模型方案。与合作者一起评估了有效性,并分析了输出结果。开发了替代方案来减少结肠镜检查需求,并向最终用户展示了结果。
我们估计,在 5 年内逐步实施 CRC 筛查计划将在 2 年内超过容量。如果需求得到满足,筛查发现的癌症将增加 110%,而在未来 30 年内临床发现的病例将减少 26%。我们还发现,延长逐步实施的时间或修改腺瘤随访指南将减少结肠镜检查的需求,同时仍能提高癌症的检测率。合作者认为这两种策略都是可行的。调整后的模型是有效的,预测结果为当地最终用户的 CRC 筛查计划提供了依据。
使用参与式模拟建模,我们预测筛查计划将提高 CRC 的检出率,但超过当前的结肠镜检查能力。逐步实施筛查计划并减少内镜下腺瘤随访将提高 NWT 中 CRC 筛查计划的可行性,并有助于保持其有效性。