Answers are grounded in this paper and cite their sources.
Background To determine whether hormone receptor (HR) status modifies the association between pretreatment enhancing-tumor (ET) MRI radiomics and 12-month lesion-level local progression after Gamma Knife radiosurgery (GKRS) for breast cancer brain metastases (BCBM). Methods We screened 61 patients and locked a cohort of 49 patients with 105 lesions, including 33 progressed and 72 non-progressed lesions. Enhancing tumor (ET) was manually delineated on pretreatment contrast-enhanced T1-weighted MRI. The prespecified model combined ET Rad-score, hormone receptor (HR) status and the ET Rad-score × HR interaction. Performance was evaluated using patient-grouped repeated nested cross-validation. Results The locked model achieved lesion-level ROC-AUC 0.750, average precision (AP) 0.567 and Brier score 0.204. Patient-balanced evaluation yielded ROC-AUC 0.786, AP 0.621 and Brier score 0.194. The ET Rad-score × HR interaction was positive in 98 of 100 outer folds. HR-positive lesions had higher ROC-AUC and AP and a lower Brier score (ROC-AUC 0.827, AP 0.664, Brier score 0.174). Patient-level maximum predicted risk achieved ROC-AUC 0.803 and AP 0.694. Descriptive median-risk stratification separated lesions with progression rates of 50.9% versus 11.5%. Conclusion Pretreatment ET radiomics showed an HR-dependent association with 12-month lesion-level local progression after GKRS in BCBM, supporting further investigation of HR-informed radiomic risk stratification. Public datasets provided construct support; endpoint-matched external validation is needed before clinical application.
No takes yet. Share an insight, caveat, or question.
Diao et al. (2026) studied this question.
Synapse has enriched 10 related papers. Consider them for comparative context: