PocketNet matched nnU-Net segmentation with 40-fold lower model storage
PocketNet matched nnU-Net accuracy for cervical MRI segmentation while using 40-fold less storage and approximately half the training time.
PocketNet matched nnU-Net accuracy for cervical MRI segmentation while using 40-fold less storage and approximately half the training time.
MRI-defined biopsy-confirmed lesions can be boosted safely when robust image guidance and normal-tissue constraints take priority over complete boost coverage.
Tumour-size strata showed non-monotonic BED–control relationships, while machine-learning performance remained unvalidated outside a single retrospective centre.
A 55-gene hypoxia classifier independently predicted worse survival and retained prognostic value across Manchester, Seoul, and Norwegian cervical cancer cohorts.
Successful breast brachytherapy depends on careful patient selection, suitable cavity anatomy, sound implant geometry, accurate reconstruction, and rigorous treatment QA.
Iodine-125 seed implantation produced 90% three-month disease control, but median local progression-free survival was nine months.
Planning-CT calcification and age predicted atherosclerotic events, while anthracyclines and respiratory toxicity predicted other cardiac complications.
Pretreatment lymphocyte-to-monocyte ratio was independently associated with cervical tumour shrinkage, but its standalone discrimination was poor.
Strict exit-dose gamma thresholds correlated with anatomical change and identified all clinically replanned patients in a retrospective validation cohort.
Patient-specific reinforcement learning improved moving-target coverage over static GTV plans while reducing some normal-tissue exposure compared with ITV planning.
Systemic tetrathiomolybdate reduced collagen deposition and preserved saliva secretion after irradiation of mouse submandibular glands.
ESTRO recommends prostate SBRT for selected intermediate-risk disease with MRI-based contouring, rigorous quality assurance, and daily image guidance.
Optimizing dose to blood- and immune-rich structures reduced lymphocyte depletion and prevented grade 3 lymphopenia after early-stage lung SBRT.
Convection-enhanced actinium-225 markedly reduced modelled clonogenic survival, but effective coverage extended only about 1.4 cm from each catheter.
Automatically predicted coronary habitats captured most arteries and enabled substantial dose reductions in three retrospectively replanned thoracic cases.