1. On dose cube pixel spacing pre-processing for features extraction stability in dosiomic studies.
- Author
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Placidi, L., Cusumano, D., Lenkowicz, J., Boldrini, L., and Valentini, V.
- Abstract
• Dosiomic is a novel texture analysis method to encode 3D dose distribution. • Stability of dosiomic features is a mandatory step to support predictive modelling. • Dose cube pixel spacing pre-processing can affect features extraction stability. • PTV texture features has been found more unstable in terms of CV and ICC. • Different dose cube pixel spacing can vary notably dosiomic features extraction. Dosiomics allows to parameterize regions of interest (ROIs) and to produce quantitative dose features encoding the spatial and statistical distribution of radiotherapy dose. The stability of dosiomics features extraction on dose cube pixel spacing variation has been investigated in this study. Based on 17 clinical delivered dose distributions (P n), dataset has been generated considering all the possible combinations of four dose grid resolutions and two calculation algorithms. Each dose voxel cube has been post-processed considering 4 different dose cube pixel spacing values: 1x1x1, 2x2x2, 3x3x3 mm
3 and the one equal to the planning CT. Dosiomics features extraction has been performed from four different ROIs. The stability of each extracted dosiomic feature has been analyzed in terms of coefficient of variation (CV) intraclass correlation coefficient (ICC). The highest CV mean values were observed for PTV ROI and for the grey level size zone matrix features family. On the other hand, the lowest CV mean values have been found for RING ROI for the grey level co-occurrence matrix features family. P 3 showed the highest percentage of CV >1 (1.14%) followed by P 15 (0.41%), P 1 (0.29%) and P13 (0.19%). ICC analysis leads to identify features with an ICC >0.95 that could be considered stable to use in dosiomic studies when different dose cube pixel spacing are considered, especially the features in common among the seventeen plans. Considering the observed variability, dosiomic studies should always provide a report not only on grid resolution and algorithm dose calculation, but also on dose cube pixel spacing. [ABSTRACT FROM AUTHOR]- Published
- 2021
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