A 2026 review found PD-L1 and TMB have limited predictive utility in NSCLC. Multi-omic signatures with ctDNA and immune profiling improve ICI selection; AI-based digital immune twin frameworks guide personalized immunotherapy in advanced NSCLC.
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Vivek VermaYesterdayOf note, AI is great but that and radiomics are very hard to standardize so as to be able to apply to diverse populations across the world. -
SACHINKUMAR PANCHAL6dThis review highlights the limitations of relying on PD-L1 and TMB alone to predict response to immunotherapy in NSCLC. Combining ctDNA, immune profiling, and other multi-omic data may provide a Show More


