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Twenty years since Joinpoint 1.0: Two major enhancements, their justification, and impact
Hyune-Ju Kim1, Huann-Sheng Chen2, Jeffrey Byrne3
1Department of Mathematics, Syracuse University, Syracuse, New York, USA.
Statistics in Medicine
|May 6, 2022
Summary
Joinpoint software enhancements improve cancer trend analysis accuracy and efficiency. New methods offer better model selection and confidence intervals, advancing cancer surveillance.
Area of Science:
- Biostatistics
- Cancer Epidemiology
- Health Informatics
Background:
- Joinpoint software, developed by the US National Cancer Institute, is widely used for cancer trend analysis.
- Initial versions (1.0) utilized permutation tests for joinpoint selection and parametric methods for inference.
- Previous methods had limitations in accuracy and computational efficiency.
Purpose of the Study:
- To review Joinpoint software's basic features and summarize updates since 1998.
- To detail two major enhancements improving accuracy and computational efficiency.
- To demonstrate the impact of these enhancements on US National Cancer Institute cancer trend analyses.
Main Methods:
- Review of Joinpoint software features and historical updates.
- Description of new data-driven model selection methods.
- Explanation of the empirical quantile method for confidence interval construction.
Main Results:
- New data-driven methods are more accurate and computationally efficient than permutation tests.
- Empirical quantile method provides more accurate confidence interval coverage for slope parameters and joinpoint locations.
- These enhancements address prior limitations in Joinpoint software.
Conclusions:
- The updated Joinpoint software offers significant improvements in cancer trend analysis.
- Enhanced accuracy and efficiency benefit cancer surveillance and epidemiological studies.
- The software's advancements support more reliable cancer trend reporting and interpretation.
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