Fig. 4
From: Harnessing ferroptosis for precision oncology: challenges and prospects

A precision oncology scenario outline. A prospective workflow for ferroptosis-based cancer therapy, emphasizing the integration of liquid biopsy technology, real-time nanopore sequencing for epigenetic profiling, and machine learning (ML)-driven patient and treatment stratification based on ferroptosis responsiveness. Created with BioRender