The identification of reliable biomarkers is crucial for enhancing prognostic assessments and therapeutic strategies in lung cancer. A study employing a whole-genome, tumor-informed circulating tumor DNA (ctDNA) detection approach analyzed 2,994 plasma samples from 431 patients with non-small cell lung cancer (NSCLC). The findings revealed that ultrasensitive ctDNA detection, with a threshold below 80 parts per million, is highly prognostic, particularly when combining pre- and postoperative ctDNA statuses to identify an intermediate risk group, thereby improving disease stratification (ref: Black doi.org/10.1016/j.cell.2025.10.020/). Additionally, a randomized phase 2 trial demonstrated that local consolidative therapy (LCT) combined with immunotherapy significantly enhances survival in NSCLC patients with oligo-residual disease after anti-PD-1/L1 therapy. The study highlighted that cryoablation may offer superior survival benefits compared to thermal ablation (ref: Yang doi.org/10.1038/s41392-025-02460-z/). Furthermore, research into small cell lung cancer (SCLC) revealed that spatial proteomic profiling can uncover conserved prognostic immune microenvironment features across molecular subtypes, although these features showed limited prognostic power (ref: Zhai doi.org/10.1016/j.phrs.2025.108048/).