AI Article Synopsis

  • The study focused on improving the efficiency of outlining organs at risk (OARs) during intensity-modulated radiation therapy by automating the contouring process using atlas-based auto-segmentation (ABAS).
  • Results showed that automation reduced the average time for contour delineation from 57 minutes to 29 minutes, while some OARs still need further geometric accuracy improvements.
  • Overall, the ABAS model successfully minimized both work time and software operations, indicating potential for even greater efficiency with enhancements to contour accuracy.

Article Abstract

Background/aim: Intensity-modulated radiation therapy can deliver a highly conformal dose to a target while minimizing the dose to the organs at risk (OARs). Delineating the contours of OARs is time-consuming, and various automatic contouring software programs have been employed to reduce the delineation time. However, some software operations are manual, and further reduction in time is possible. This study aimed to automate running atlas-based auto-segmentation (ABAS) and software operations using a scripting function, thereby reducing work time.

Materials And Methods: Dice coefficient and Hausdorff distance were used to determine geometric accuracy. The manual delineation, automatic delineation, and modification times were measured. While modifying the contours, the degree of subjective correction was rated on a four-point scale.

Results: The model exhibited generally good geometric accuracy. However, some OARs, such as the chiasm, optic nerve, retina, lens, and brain require improvement. The average contour delineation time was reduced from 57 to 29 min (p<0.05). The subjective revision degree results indicated that all OARs required minor modifications; only the submandibular gland, thyroid, and esophagus were rated as modified from scratch.

Conclusion: The ABAS model and scripted automation in head and neck cancer reduced the work time and software operations. The time can be further reduced by improving contour accuracy.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11215612PMC
http://dx.doi.org/10.21873/invivo.13621DOI Listing

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