Genomically Adjusted Radiation Dose Predicts Outcomes in Pediatric Brain Tumors and Supports Biologically Personalized Radiotherapy
Joshi, N.; Bergman, D.; Nellore, S.; Chen, P.; Murphy, E.; Sheikh, S.; LaRiviere, M.; Foster, J.; Durkin, J.; Ajao, A.; Matulis, T.; Nanda, R.; Yamoah, K.; Stapleton, S.; Beltran, C.; Eschrich, S. A.; Torres-Roca, J. F.; Scott, J. G.
Show abstract
Background: Radiotherapy is a cornerstone of treatment for pediatric central nervous system (CNS) tumors, but dose selection remains largely uniform despite substantial interpatient variability in tumor radiosensitivity. This limitation is particularly consequential in children, in whom radiation-associated toxicity has lifelong impact. The genomic-adjusted radiation dose (GARD), which integrates tumor genomics with delivered radiation dose, quantifies the biological effect of radiotherapy and has been validated across multiple adult malignancies. Its relevance in pediatric CNS tumors remains unknown. Methods: We performed a retrospective cohort study using gene expression and clinical data from 246 pediatric patients with high-grade glioma, medulloblastoma, or ependymoma from the Childrens Brain Tumor Network. GARD was calculated using a sequencing-adapted radiosensitivity index integrated with radiation dose via the linear-quadratic model. Associations between GARD, physical radiation dose, and clinical outcomes (event-free survival and overall survival) were evaluated using Cox proportional hazards models stratified by tumor type and anatomic location. Patients who did not receive radiotherapy were analyzed as a negative control cohort (sham-GARD). Results: Among patients receiving radiotherapy, physical radiation dose was relatively uniform, yet GARD demonstrated substantial interpatient variability in predicted biological effect. Higher GARD was significantly associated with improved event-free survival (hazard ratio [HR] 0.90, 95% CI 0.83-0.97; p=0.004) and overall survival (HR 0.90, 0.83-0.99; p=0.018). By contrast, physical radiation dose was not associated with either endpoint. In patients who did not receive radiotherapy, sham-GARD was not associated with outcomes, supporting its role as a treatment-specific predictor rather than a general prognostic biomarker. Conclusions: In pediatric CNS tumors, the biological effect of radiotherapy as quantified by GARD is associated with clinical outcomes, whereas physical dose alone is not. These findings challenge the current paradigm of uniform radiotherapy dosing and support a genomically informed approach to dose individualization. Prospective evaluation of GARD-guided radiotherapy is warranted to optimize tumor control while minimizing long-term toxicity in children.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- FLASH Radiotherapy Mitigates Radiation-Induced Lymphopenia and Prevents Immunosuppression via Chk1-STAT3 Axis Modulation in a Preclinical Thoracic Irradiation Model 94%
- Risk of Clonal Hematopoiesis of Indeterminate Potential after Cancer Radiation Therapy 94%
- MET Inhibitor Capmatinib Radiosensitizes MET Exon 14-Mutated and MET-Amplified Non-Small Cell Lung Cancer 92%
Similar papers in this journal
- Dose-dependent volume loss in subcortical deep grey matter structures after cranial radiotherapy 94%
- Morphological changes after cranial fractionated photon radiotherapy: localized loss of white matter and grey matter volume with increasing dose 94%
- Detection of Alteration in Carotid Artery Volumetry Using Standard-of-care Computed Tomography Surveillance Scans Following Unilateral Radiation Therapy for Early-stage Tonsillar Squamous Cell Carcinoma Survivors: A Cross-Sectional Internally-Matched Carotid Isodose Analysis 91%
Similar papers in this journal
- Precision association of lymphatic disease spread with radiation-associated toxicity in oropharyngeal squamous carcinomas 94%
- Synergistic Effects of the DRD2/3 Antagonist ONC201 and Radiation in Glioblastoma 93%
- Serum miRNA-based signature indicates radiation exposure and dose in humans: a multicenter diagnostic biomarker study 93%
Similar papers in this journal
- Short-term Topiramate treatment prevents radiation-induced cytotoxic edema in preclinical models of breast-cancer brain metastasis 94%
- Spatial Transcriptomics Characterisation of Radionecrotic Changes in Glioblastoma Patients 93%
- 1--4-phenylpiperazine Treatment After Brain Irradiation Preserves Cognitive Function in Mice 93%
Similar papers in this journal
- MSCs Successfully Deliver Oncolytic Virotherapy to Diffuse Intrinsic Pontine Glioma 93%
- Human Papilloma Virus Circulating Cell-Free DNA Kinetics in Cervical Cancer Patients Undergoing Definitive Chemoradiation 91%
- Preclinical modeling of surgery and steroid therapy for glioblastoma reveals changes in immunophenotype that are associated with tumor growth and outcome 89%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.