Skylar S Gay, Carlos E Cardenas, Callistus Nguyen, Tucker J Netherton, Cenji Yu, Yao Zhao, Stephen Skett, Tina Patel, Delali Adjogatse, Teresa Guerrero Urbano, Komeela Naidoo, Beth M Beadle, Jinzhong Yang, Ajay Aggarwal, Laurence E Court
Planning for palliative radiotherapy is performed without the advantage of MR or PET imaging in many clinics. Here, we investigated CT-only GTV delineation for palliative treatment of head and neck cancer. Two multi-institutional datasets of palliative-intent treatment plans were retrospectively acquired: a set of 102 non-contrast-enhanced CTs and a set of 96 contrast-enhanced CTs. The nnU-Net auto-segmentation network was chosen for its strength in medical image segmentation, and five approaches separately trained: (1) heuristic-cropped, non-contrast images with a single GTV channel, (2) cropping around a manually-placed point in the tumor center for non-contrast images with a single GTV channel, (3) contrast-enhanced images with a single GTV channel, (4) contrast-enhanced images with separate primary and nodal GTV channels, and (5) contrast-enhanced images along with synthetic MR images with separate primary and nodal GTV channels...
December 9, 2023: Scientific Reports