• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

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.

DOI:10.1158/1055-9965.EPI-09-0954
PMID:20647403
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC2919657/
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。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/227b/2919657/485f13916a78/nihms208492f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/227b/2919657/485f13916a78/nihms208492f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/227b/2919657/485f13916a78/nihms208492f1.jpg

相似文献

1
An evidence-based microsimulation model for colorectal cancer: validation and application.基于证据的结直肠癌微观模拟模型:验证与应用。
Cancer Epidemiol Biomarkers Prev. 2010 Aug;19(8):1992-2002. doi: 10.1158/1055-9965.EPI-09-0954. Epub 2010 Jul 20.
2
Impact of screening and follow-up colonoscopy adenoma sensitivity on colorectal cancer screening outcomes in the CRC-AIM microsimulation model.在 CRC-AIM 微观模拟模型中,筛查和随访结肠镜腺瘤敏感度对结直肠癌筛查结果的影响。
Cancer Med. 2021 Apr;10(8):2855-2864. doi: 10.1002/cam4.3662. Epub 2020 Dec 13.
3
Calibration and Validation of the Colorectal Cancer and Adenoma Incidence and Mortality (CRC-AIM) Microsimulation Model Using Deep Neural Networks.基于深度神经网络的结直肠癌与腺瘤发病和死亡(CRC-AIM)微观模拟模型的校准和验证。
Med Decis Making. 2023 Aug;43(6):719-736. doi: 10.1177/0272989X231184175. Epub 2023 Jul 11.
4
Faecal haemoglobin can define risk of colorectal neoplasia at surveillance colonoscopy in patients at increased risk of colorectal cancer.粪便血红蛋白可定义结直肠腺瘤性息肉患者在结直肠肿瘤筛查中风险。
United European Gastroenterol J. 2020 Jun;8(5):559-566. doi: 10.1177/2050640620913674. Epub 2020 Mar 16.
5
Development of new non-invasive tests for colorectal cancer screening: the relevance of information on adenoma detection.用于结直肠癌筛查的新型非侵入性检测方法的开发:腺瘤检测信息的相关性
Int J Cancer. 2015 Jun 15;136(12):2864-74. doi: 10.1002/ijc.29343. Epub 2014 Dec 3.
6
Risk of Colorectal Neoplasia in Individuals With Self-Reported Family History: A Prospective Colonoscopy Study from 16 Asia-Pacific Regions.自我报告有家族病史者患结直肠肿瘤的风险:一项来自亚太16个地区的前瞻性结肠镜检查研究。
Am J Gastroenterol. 2016 Nov;111(11):1621-1629. doi: 10.1038/ajg.2016.52. Epub 2016 Mar 15.
7
Adenoma detection rate metrics in colorectal cancer surveillance colonoscopy.结直肠癌监测结肠镜检查中的腺瘤检出率指标。
Surg Endosc. 2018 Jul;32(7):3108-3113. doi: 10.1007/s00464-018-6025-3. Epub 2018 Jan 16.
8
CMOST: an open-source framework for the microsimulation of colorectal cancer screening strategies.CMOST:一种用于结直肠癌筛查策略微观模拟的开源框架。
BMC Med Inform Decis Mak. 2017 Jun 5;17(1):80. doi: 10.1186/s12911-017-0458-9.
9
Combining Colonoscopy With Fecal Immunochemical Test Can Improve Current Familial Colorectal Cancer Colonoscopy Surveillance: A Modelling Study.结肠镜检查与粪便免疫化学检测相结合可改善当前的家族性结直肠癌结肠镜监测:一项建模研究
Gastroenterology. 2025 Jan;168(1):136-149. doi: 10.1053/j.gastro.2024.08.025. Epub 2024 Aug 28.
10
Population health outcomes of blood-based screening for colorectal cancer in comparison to current screening modalities: insights from a discrete-event simulation model incorporating longitudinal adherence.基于血液的结直肠癌筛查与当前筛查方式的人群健康结果比较:纳入纵向依从性的离散事件模拟模型的见解。
J Med Econ. 2024 Jan-Dec;27(1):991-1002. doi: 10.1080/13696998.2024.2382036. Epub 2024 Aug 1.

引用本文的文献

1
A Scoping Review on Calibration Methods for Cancer Simulation Models.癌症模拟模型校准方法的范围综述
Med Decis Making. 2025 Aug 11:272989X251353211. doi: 10.1177/0272989X251353211.
2
Stress-Testing US Colorectal Cancer Screening Guidelines: Decennial Colonoscopy from Age 45 is Robust to Natural History Uncertainty and Colonoscopy Sensitivity Assumptions.对美国结直肠癌筛查指南进行压力测试:从45岁开始每十年进行一次结肠镜检查对自然病史的不确定性和结肠镜检查敏感性假设具有稳健性。
Med Decis Making. 2025 Jul;45(5):557-568. doi: 10.1177/0272989X251334373. Epub 2025 Apr 29.
3
Cost-Effectiveness of Noninvasive Colorectal Cancer Screening in Community Clinics.

本文引用的文献

1
Bayesian Calibration of Microsimulation Models.微观模拟模型的贝叶斯校准
J Am Stat Assoc. 2009 Dec 1;104(488):1338-1350. doi: 10.1198/jasa.2009.ap07466.
2
Polyp measurement based on CT colonography and colonoscopy: variability and systematic differences.基于 CT 结肠成像和结肠镜的息肉测量:变异性和系统差异。
Eur Radiol. 2010 Jun;20(6):1404-13. doi: 10.1007/s00330-009-1683-0. Epub 2009 Dec 22.
3
Association of colonoscopy and death from colorectal cancer.结肠镜检查与结直肠癌死亡的关联。
社区诊所中非侵入性结直肠癌筛查的成本效益
JAMA Netw Open. 2025 Jan 2;8(1):e2454938. doi: 10.1001/jamanetworkopen.2024.54938.
4
The nhppp package for simulating non-homogeneous Poisson point processes in R.R 中用于模拟非齐次泊松点过程的 nhppp 包。
PLoS One. 2024 Nov 21;19(11):e0311311. doi: 10.1371/journal.pone.0311311. eCollection 2024.
5
The NCC mathematical modeling framework for decision-making of six major cancers.用于六种主要癌症决策的NCC数学建模框架。
J Natl Cancer Cent. 2022 Nov 20;3(1):35-47. doi: 10.1016/j.jncc.2022.11.002. eCollection 2023 Mar.
6
Black-White disparities in colorectal cancer outcomes: a simulation study of screening benefit.黑人和白人在结直肠癌结局方面的差异:筛查获益的模拟研究。
J Natl Cancer Inst Monogr. 2023 Nov 8;2023(62):196-203. doi: 10.1093/jncimonographs/lgad019.
7
Cost-effectiveness of preventive aspirin use and intensive downstaging polypectomy in patients with familial adenomatous polyposis: A microsimulation modeling study.家族性腺瘤性息肉病患者中预防性使用阿司匹林和强化降期息肉切除术的成本效益:微观模拟模型研究。
Cancer Med. 2023 Sep;12(18):19137-19148. doi: 10.1002/cam4.6488. Epub 2023 Aug 30.
8
Comparison of Simulated Outcomes Between Stool- and Blood-Based Colorectal Cancer Screening Tests.粪便与血液结直肠癌筛查试验模拟结果比较。
Popul Health Manag. 2023 Aug;26(4):239-245. doi: 10.1089/pop.2023.0037. Epub 2023 Jul 19.
9
A progressive three-state model to estimate time to cancer: a likelihood-based approach.一种渐进式三状态模型来估计癌症发生时间:基于似然的方法。
BMC Med Res Methodol. 2022 Jun 27;22(1):179. doi: 10.1186/s12874-022-01645-2.
10
Microsimulation Model for Prevention and Intervention of Coloretal Cancer in China (MIMIC-CRC): Development, Calibration, Validation, and Application.中国结直肠癌预防与干预微模拟模型(MIMIC-CRC):开发、校准、验证与应用
Front Oncol. 2022 Apr 22;12:883401. doi: 10.3389/fonc.2022.883401. eCollection 2022.
Ann Intern Med. 2009 Jan 6;150(1):1-8. doi: 10.7326/0003-4819-150-1-200901060-00306. Epub 2008 Dec 15.
4
Annual report to the nation on the status of cancer, 1975-2005, featuring trends in lung cancer, tobacco use, and tobacco control.《1975 - 2005年美国癌症现状年度报告》,重点关注肺癌、烟草使用及烟草控制的趋势
J Natl Cancer Inst. 2008 Dec 3;100(23):1672-94. doi: 10.1093/jnci/djn389. Epub 2008 Nov 25.
5
Five-year risk of colorectal neoplasia after negative screening colonoscopy.结肠镜筛查阴性后结直肠肿瘤的五年风险
N Engl J Med. 2008 Sep 18;359(12):1218-24. doi: 10.1056/NEJMoa0803597.
6
Trends in colorectal cancer testing among Medicare subpopulations.医疗保险亚人群中结直肠癌检测的趋势。
Am J Prev Med. 2008 Sep;35(3):194-202. doi: 10.1016/j.amepre.2008.05.029. Epub 2008 Jul 10.
7
Screening and surveillance for the early detection of colorectal cancer and adenomatous polyps, 2008: a joint guideline from the American Cancer Society, the US Multi-Society Task Force on Colorectal Cancer, and the American College of Radiology.《2008年结直肠癌和腺瘤性息肉早期检测的筛查与监测:美国癌症协会、美国结直肠癌多学会特别工作组和美国放射学会联合指南》
Gastroenterology. 2008 May;134(5):1570-95. doi: 10.1053/j.gastro.2008.02.002. Epub 2008 Feb 8.
8
Cost-effectiveness of colorectal cancer screening with computed tomography colonography: the impact of not reporting diminutive lesions.计算机断层结肠成像用于结直肠癌筛查的成本效益:不报告微小病变的影响。
Cancer. 2007 Jun 1;109(11):2213-21. doi: 10.1002/cncr.22668.
9
Patterns of colorectal cancer screening uptake among men and women in the United States.美国男性和女性的结直肠癌筛查接受模式。
Cancer Epidemiol Biomarkers Prev. 2006 Feb;15(2):389-94. doi: 10.1158/1055-9965.EPI-05-0678.
10
Does a negative screening colonoscopy ever need to be repeated?阴性的结肠镜筛查结果是否需要复查?
Gut. 2006 Aug;55(8):1145-50. doi: 10.1136/gut.2005.087130. Epub 2006 Feb 9.