Toward real-time reporting of cancer incidence: methodology, pilot study, and SEER Program implementation.

Huann-Sheng Chen, Serban Negoita, Steve Schwartz, Elizabeth Hsu, Jennifer Hafterson, Linda Coyle, Jennifer Stevens, Anna Fernandez, Mary Potts, Eric J Feuer
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引用次数: 0

Abstract

Background: A lag time between cancer case diagnosis and incidence reporting impedes the ability to monitor the impact of recent events on cancer incidence. Currently, the data submission standard is 22 months after a diagnosis year ends, and the reporting standard is 27.5 months after a diagnosis year ends. This paper presents the National Cancer Institute (NCI) Surveillance, Epidemiology, and End Results (SEER) Program's efforts to minimize the lag and achieve "real-time" reporting, operationalized as submission within 2 months from the end of a diagnosis year.

Methods: Technology for rapidly creating a consolidated tumor case (CTC) from electronic pathology (e-path) reports is described. Statistical methods are extended to adjust for biases in incidence rates due to reporting delays for the most recent diagnosis years.

Results: A registry pilot study demonstrated that real-time submissions can approximate rates obtained from 22-month submissions after adjusting for reporting delays. A plan to be implemented across the SEER Program rapidly ascertains unstructured e-path reports and uses machine learning algorithms to translate the reports into the core data items that comprise a CTC for incidence reporting. Across the program, cases were submitted 2 months after the end of the calendar year. Registries with the most promising baseline values and a willingness to modify registry operations have joined a program to become certified as real-time reporting.

Conclusion: Advances in electronic reporting, natural language processing, registry operations, and statistical methodology, energized by the SEER Program's mobilization and coordination of these efforts, will make real-time reporting an achievable goal.

实现癌症发病率的实时报告:方法、试点研究和 SEER 计划的实施。
背景:癌症病例诊断与发病率报告之间的滞后期阻碍了监测近期事件对癌症发病率影响的能力。目前,数据提交标准为诊断年结束后 22 个月,报告标准为诊断年结束后 27.5 个月。本文介绍了美国国家癌症研究所(NCI)监测、流行病学和最终结果(SEER)项目为尽量减少滞后并实现 "实时 "报告(即在诊断年结束后 2 个月内提交报告)所做的努力:方法:介绍了从电子病理(e-path)报告中快速创建合并肿瘤病例(CTC)的技术。方法:介绍了从电子病理(eath)报告中快速创建综合肿瘤病例(CTC)的技术,并扩展了统计方法,以调整因最近诊断年报告延迟而导致的发病率偏差:一项登记处试点研究表明,在对报告延迟进行调整后,实时提交的报告可以接近从 22 个月提交的报告中获得的发病率。一项将在整个 SEER 计划中实施的计划可快速确定非结构化的电子路径报告,并使用机器学习算法将报告转化为核心数据项,这些数据项构成了用于发病率报告的 CTC。在整个计划中,病例在日历年结束后 2 个月提交。基线值最有希望且愿意修改注册表操作的注册表已加入一项计划,以获得实时报告认证:结论:在 SEER 计划的动员和协调下,电子报告、自然语言处理、登记操作和统计方法的进步将使实时报告成为一个可以实现的目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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