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Evaluating the learning curve of robot-assisted partial nephrectomy with the cumulative sum method
Masakazu Gonda1, Takashi Nagai2, Daiki Ishikawa3
1Department of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.
Journal of Robotic Surgery
|July 24, 2025
Summary
The cumulative sum (CUSUM) method effectively assessed the robot-assisted partial nephrectomy (RAPN) learning curve. Surgeon B showed distinct learning transitions, while others may have been proficient prior to the study.
Area of Science:
- Urology
- Surgical Innovation
- Medical Education
Background:
- Robot-assisted partial nephrectomy (RAPN) is standard for small renal tumors, but learning curve evaluation is limited.
- The Trifecta criteria (negative margins, no complications, warm ischemia time ≤ 25 min) assess outcomes but not continuous proficiency.
- Objective assessment of the RAPN learning curve is crucial for surgical training and patient safety.
Purpose of the Study:
- To evaluate the robot-assisted partial nephrectomy (RAPN) learning curve using the cumulative sum (CUSUM) method.
- To assess proficiency based on Trifecta achievement and its individual components.
- To provide a tool for continuous, surgeon-specific learning curve assessment in RAPN.
Main Methods:
- Retrospective analysis of 119 RAPN cases performed by three experienced surgeons (2017-2022).
- Cumulative sum (CUSUM) charts were generated using Trifecta achievement rates and individual components.
- Analysis focused on identifying learning curve transitions and proficiency attainment.
Main Results:
- Distinct learning curve transitions were observed in one surgeon (Surgeon B) for complication rates (9th case) and overall Trifecta achievement (4th case).
- No clear learning curve transitions were identified for warm ischemia time, surgical margins, or in any component for the other two surgeons (A and C).
- Surgeons A and C may have already achieved proficiency before the study period.
Conclusions:
- The CUSUM method is a practical tool for visualizing and quantifying RAPN learning curves using clinically relevant criteria.
- CUSUM enables continuous, surgeon-specific assessment of proficiency in robot-assisted partial nephrectomy.
- Future research should incorporate additional metrics to enhance training programs and improve surgical outcomes.
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