Signal Detection Using Change Point Analysis to Identify Safety Signals from Spontaneous Reports in Aortic Stent
Kohei Takahashi1, Hideto Yokoi2,3, Fumiaki Mikami2
1Biostatistics section, Clinical Research Center, Chiba University Hospital, Chiba, Japan. kohei.high84@chiba-u.jp.
Journal of Medical Systems
|April 23, 2026
Summary
Change point analysis (CPA) detected a significant rise in aortic stent graft endoleak reports years before a regulatory alert. This method may aid in prioritizing medical device safety investigations.
Area of Science:
- Medical device safety
- Regulatory science
- Biostatistics
Background:
- Signal detection is crucial for identifying potential safety issues with medical devices.
- Change point analysis (CPA) is a statistical method for detecting changes in longitudinal data.
- Aortic stent grafts are medical devices requiring continuous safety monitoring.
Purpose of the Study:
- To investigate the temporal relationship between endoleak reports for aortic stent grafts and regulatory alerts.
- To evaluate the utility of CPA in identifying changes in medical device adverse event reports.
Main Methods:
- Analysis of device malfunction and adverse event reports for aortic stent grafts submitted to the PMDA (April 2008 - September 2022).
- Mapping reports to the Medical Device Problem Terminology.
- Application of CPA to identify temporal changes in endoleak report counts with a significance threshold of 90% confidence.
Main Results:
- A total of 20,678 reports were analyzed, with 10,779 related to endoleaks.
- CPA identified a significant increase in endoleak events in April 2015, two years before the PMDA alert.
- Significant change points were also detected in July 2008 and April 2016.
Conclusions:
- CPA may assist in prioritizing investigations of medical device malfunctions and adverse events.
- The study did not demonstrate earlier or superior signal detection compared to regulatory authorities.
- Further research is needed to assess CPA's applicability to other medical devices and malfunctions.


