AI-quantified high-branching tumor vasculature (H&E) stratifies recurrence risk beyond TNM in adjuvant RCC
- Trial ID
- NCT03138512 on ClinicalTrials.gov
- Cancer type
- Kidney (Renal Cell) Carcinoma
- Published in
- DOUBLE ISSUE: New in Oncology - July 8, 2026
In a post-hoc biomarker analysis of CheckMate 914 (CM914; NCT03138512), an adjuvant randomized Phase 3 trial after nephrectomy in localized/high-risk RCC, investigators used a deep-learning model on H&E whole-slide images to quantify the tumor-wide fraction of “high-branching” (HB) vessels in 1,098/1,641 evaluable patients (67%). HB fraction was continuously prognostic: each +10% HB reduced recurrence/death risk (DFS HR 0.92, 95% CI 0.89–0.95) and mortality (OS HR 0.89, 95% CI 0.83–0.95; both p<0.005), with best outcomes in the top quartile (OS HR 0.39; DFS HR 0.47); a data-driven cutoff (≥74% HB; n=275) identified an “intermediate” group vs “high-risk” (<74% HB; n=823) with worse DFS (HR 2.11; C-index 0.57) and OS (HR 2.57; C-index 0.56). TNM-only risk performed slightly worse (DFS C-index 0.53; OS C-index 0.55), while combining HB+TNM improved discrimination (C-index 0.59); clinically, this aims to refine current adjuvant selection where pembrolizumab is the US standard option based on DFS benefit vs placebo in KEYNOTE-564 (DFS HR ~0.68–0.72), whereas nivolumab+ipilimumab in CheckMate 914 Part A did not improve DFS vs placebo.
Take home
If this vascular-architecture signal holds up prospectively, it could become a cheap, slide-native way to separate “biologically high-risk” from “anatomically high-risk” RCC—helping avoid overtreating some TNM-high patients while still escalating adjuvant therapy (or trials) for those with low HB fractions.
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