Trebeschi et al. [33] performed an artificial intelligence-based characterization of each lesion on the pretreatment contrast-enhanced CT imaging data to develop and validate a noninvasive machine learning biomarker for distinguishing between anti-PD1 immunotherapy responding and non-responding patients with advanced melanoma and NSCLC. Here, PDCD1 is linked to melanoma.