DOI 10.1016/j.ejrad.2026.113057
Automated volumetric iRECIST-inspired CT assessment of treatment response to dual immune checkpoint inhibition in metastatic renal cell carcinoma: A feasibility study.
Аннотация
OBJECTIVES
Evaluate the feasibility and interobserver variability of automated volumetric immune Response Evaluation Criteria in Solid Tumours (iRECIST)-inspired scoring of treatment response in metastatic renal cell carcinoma (mRCC).
MATERIALS AND
METHODS
Pretreatment and follow-up CECT or PET/CT scans at 12-week intervals were retrospectively collected from 75 mRCC patients receiving ipilimumab/nivolumab at a single centre (2019-2024). Whole-body lesion segmentation and longitudinal tracking were used to derive volumetric iRECIST-inspired scores. Three radiologists independently assigned iRECIST scores, then re-evaluated 15 test patients using the automated output. Performance was assessed using Dice score, false positives, tracking accuracy, F1, and new lesion detection accuracy (NLDA). Interobserver agreement was compared before and after AI assistance using multi-level κ statistics (p < 0.05).
RESULTS
Seventy-five patients (65.6 ± 9.8 years, 74.7 % male) were included. Dice scores post-revision were 0.74 (IQR: 0.71-0.78) and 0.60 (IQR: 0.56-0.64) at baseline and follow-up, with 2.4 (IQR: 2.1-2.7) and 0.6 (IQR: 0.5-0.8) false positives per scan, respectively. Tracking accuracy was 0.98 (IQR: 0.98-1.00), F1 score 0.90 (IQR: 0.80-1.00), and NLDA 0.85 (IQR: 0.80-1.00). Agreement with the consensus yielded κ = 0.60 (95 % CI: 0.50-0.68) and κ = 0.44 (95 % CI: 0.31-0.54) at first and second follow-up. AI assistance significantly improved interobserver agreement from κ = 0.34 (95 % CI 0.11-0.56) to κ = 0.67 (95 % CI 0.40-0.89; p = 0.04).
CONCLUSION
Automated volumetric iRECIST-inspired scoring in mRCC patients is feasible and improves interobserver agreement, supporting an interpretable iRECIST-based response assessment.
Предметные рубрики MeSH
Подготовка и перевод публикации
Обработка статьи · этапы, ошибки и управление
Ошибки и ограничения
История · было → стало
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