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Toward real-time reporting of cancer incidence: methodology, pilot study, and SEER Program implementation
Huann-Sheng Chen1, Serban Negoita1, Steve Schwartz2
1Division of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD, USA.
The National Cancer Institute (NCI) Surveillance, Epidemiology, and End Results (SEER) Program is developing real-time cancer reporting to reduce the lag between diagnosis and incidence data. This initiative uses technology and machine learning to achieve reporting within two months of diagnosis year-end.
Area of Science:
- Public Health
- Cancer Epidemiology
- Health Informatics
Background:
- Significant lag exists between cancer diagnosis and incidence reporting, hindering timely monitoring of cancer trends.
- Current data submission and reporting standards involve delays of 22 and 27.5 months, respectively.
- This delay impedes the assessment of recent events' impact on cancer incidence.
Purpose of the Study:
- To describe the National Cancer Institute (NCI) Surveillance, Epidemiology, and End Results (SEER) Program's strategy for minimizing reporting lag.
- To operationalize "real-time" cancer reporting, defined as submission within two months of the diagnosis year's end.
Main Methods:
- Development of technology for rapid creation of consolidated tumor cases (CTCs) from electronic pathology (e-path) reports.
- Application of statistical methods to adjust incidence rates for reporting delays.
- Utilization of machine learning algorithms to process unstructured e-path reports into essential data for incidence reporting.
Main Results:
- A pilot study confirmed that real-time submissions, after adjustment, approximate rates from 22-month submissions.
- The SEER Program is implementing a plan for rapid ascertainment of e-path reports and conversion to CTCs.
- Registries are being certified for real-time reporting, with cases submitted within two months post-diagnosis year.
Conclusions:
- Advancements in electronic reporting, natural language processing, and statistical methods are key to achieving real-time reporting.
- The SEER Program's coordinated efforts are crucial for mobilizing these technological and methodological improvements.
- Real-time cancer incidence reporting is an achievable goal through integrated technological and operational enhancements.
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