Furthermore, the image-derived tumor and TME features obtain using HDS strengthened the relationship between Gal-9 risk model and different cell nucleus diversity, which confirmed the reduced immune infiltration in high-risk patients with LCNEC. Here, LGALS9 is linked to large cell neuroendocrine carcinoma.