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Cumulative sum method in nonzero fixed action level setup correction strategy: an application of statistical process
1School of Physics, The University of Western Australia, Crawley, Western Australia, Australia. nm_ung@um.edu.my
Medical Physics
|May 8, 2012
Summary
This study introduces a new method using cumulative sum (CUSUM) charts to detect and correct systematic shifts in patient prostate positioning during radiotherapy. This approach improves accuracy and reduces treatment errors by adapting to changes in setup positions.
Area of Science:
- Radiation Oncology
- Medical Physics
- Statistical Process Control
Background:
- Accurate patient positioning is critical in image-guided radiotherapy (IGRT) to ensure precise radiation delivery.
- Systematic shifts in prostate position can lead to underdosage or overdosing of the target and surrounding organs.
- Existing methods for detecting and correcting setup errors may not be sufficiently sensitive or timely.
Purpose of the Study:
- To integrate the cumulative sum (CUSUM) method into a nonzero fixed action level setup correction strategy.
- To detect and correct systematic shifts in prostate position during image-guided radiotherapy.
- To evaluate the efficacy of this strategy in improving treatment accuracy.
Main Methods:
- A retrospective analysis was performed on 34 patients undergoing prostate radiotherapy with fiducial markers.
- A daily nonzero action level setup correction strategy utilizing CUSUM charts was implemented.
- A cumulative error index monitored localization offsets; exceeding a decision interval triggered correction of prescribed offsets.
Main Results:
- The CUSUM-based strategy demonstrated high detection rates for systematic shifts, with 42% detection for a 3 mm shift.
- The mean magnitude of detected systematic shifts were 3.1, 4.4, and 5.2 mm for shifts of 3, 5, and 7 mm, respectively.
- Implementing the protocol reduced the frequency of localization offsets exceeding action levels by approximately half.
Conclusions:
- The CUSUM chart incorporation provides an objective method for detecting systematic shifts in patient localization offsets.
- The strategy effectively quantifies the magnitude of systematic changes based on cumulative observations.
- This approach enables correction of prescribed offsets, accounting for systematic shifts in patient setup position.

