Texture analysis on the fluence map to evaluate the degree of modulation for volumetric modulated arc therapy

Journal Article · Sat Nov 01 00:00:00 EDT 2014 · Medical Physics

DOI:https://doi.org/10.1118/1.4897388· OSTI ID:22317949

Park, So-Yeon ^[1]; Kim, Il Han ^[1]; Ye, Sung-Joon ^[2]; Carlson, Joel ^[3]; others, and

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1. Department of Radiation Oncology, Seoul National University Hospital, Seoul 110-744 (Korea, Republic of)
2. Department of Radiation Oncology, Seoul National University Hospital, Seoul 110-744, (Korea, Republic of)
3. Biomedical Research Institute, Seoul National University College of Medicine, Seoul 110-744 (Korea, Republic of)

Purpose: Texture analysis on fluence maps was performed to evaluate the degree of modulation for volumetric modulated arc therapy (VMAT) plans. Methods: A total of six textural features including angular second moment, inverse difference moment, contrast, variance, correlation, and entropy were calculated for fluence maps generated from 20 prostate and 20 head and neck VMAT plans. For each of the textural features, particular displacement distances (d) of 1, 5, and 10 were adopted. To investigate the deliverability of each VMAT plan, gamma passing rates of pretreatment quality assurance, and differences in modulating parameters such as multileaf collimator (MLC) positions, gantry angles, and monitor units at each control point between VMAT plans and dynamic log files registered by the Linac control system during delivery were acquired. Furthermore, differences between the original VMAT plan and the plan reconstructed from the dynamic log files were also investigated. To test the performance of the textural features as indicators for the modulation degree of VMAT plans, Spearman’s rank correlation coefficients (r{sub s}) with the plan deliverability were calculated. For comparison purposes, conventional modulation indices for VMAT including the modulation complexity score for VMAT, leaf travel modulation complexity score, and modulation index supporting station parameter optimized radiation therapy (MI{sub SPORT}) were calculated, and their correlations were analyzed in the same way. Results: There was no particular textural feature which always showed superior correlations with every type of plan deliverability. Considering the results comprehensively, contrast (d = 1) and variance (d = 1) generally showed considerable correlations with every type of plan deliverability. These textural features always showed higher correlations to the plan deliverability than did the conventional modulation indices, except in the case of modulating parameter differences. The r{sub s} values of contrast to the global gamma passing rates with criteria of 2%/2 mm, 2%/1 mm, and 1%/2 mm were 0.536, 0.473, and 0.718, respectively. The respective values for variance were 0.551, 0.481, and 0.688. In the case of local gamma passing rates, the r{sub s} values of contrast were 0.547, 0.578, and 0.620, respectively, and those of variance were 0.519, 0.527, and 0.569. All of the r{sub s} values in those cases were statistically significant (p < 0.003). In the cases of global and local gamma passing rates, MI{sub SPORT} showed the highest correlations among the conventional modulation indices. For global passing rates, r{sub s} values of MI{sub SPORT} were −0.420, −0.330, and −0.632, respectively, and those for local passing rates were −0.455, −0.490 and −0.502. The values of r{sub s} of contrast, variance, and MI{sub SPORT} with the MLC errors were −0.863, −0.828, and 0.795, respectively, all with statistical significances (p < 0.001). The correlations with statistical significances between variance and dose-volumetric differences were observed more frequently than the others. Conclusions: The contrast (d = 1) and variance (d = 1) calculated from fluence maps of VMAT plans showed considerable correlations with the plan deliverability, indicating their potential use as indicators for assessing the degree of modulation of VMAT plans. Both contrast and variance consistently showed better performance than the conventional modulation indices for VMAT.

• OSTI ID: 22317949
• Journal Information: Medical Physics, Vol. 41, Issue 11; Other Information: (c) 2014 American Association of Physicists in Medicine; Country of input: International Atomic Energy Agency (IAEA); ISSN 0094-2405
• Country of Publication: United States
• Language: English

Related Subjects

62 RADIOLOGY AND NUCLEAR MEDICINE
60 APPLIED LIFE SCIENCES
COLLIMATORS
COMPARATIVE EVALUATIONS
CONTROL SYSTEMS
CORRELATIONS
DELIVERY
DISTANCE
DOSES
ENTROPY
ERRORS
HEAD
INDICATORS
LEAVES
LINEAR ACCELERATORS
MAPS
MODULATION
MONITORS
NECK
PERFORMANCE
POTENTIALS
PROSTATE
QUALITY ASSURANCE
RADIOTHERAPY
SUPPORTS
TEXTURE