COMPASS Identifies TGFβ Resistance Mechanisms in Immune-Inflammatory Non-Responders
marinkazitnik · x · 2026-07-03
By leveraging its concept hierarchy to trace prediction paths, COMPASS identified specific resistance mechanisms in non-responders with an immune-inflammatory phenotype, such as TGFβ-driven immunosuppression, vascular exclusion, and CD4+ T cell and B cell deficiencies. This resolves clinical cases incorrectly predicted as responders by phenotype classification alone, demonstrating the potential value of explainable AI in precision oncology.
More from Research
- Causal-only attention for non-generative tasks is wasteful, argues HF engineer — antoine_chaffin · 2026-09-11
- Catholic University of Chile researcher: scaling AI feedback is key to sustainable medical education — julianvarascom · 2026-09-11
- Nature paper images cellular activity across all organs, revealing body-wide circuits — arjunrajlab · 2026-09-11
- SignNet 1M Dataset Released for Sign Language Research — ducha_aiki · 2026-09-11
- ECCV26 Oral: Flow Matching Enables Single-Stage Multi-View Point Cloud Registration — ducha_aiki · 2026-09-11
- InFlux++ Method Released — ducha_aiki · 2026-09-11