This pioneering approach not only improves the precision of PD-L1 measurement but also expands our insight into its role within the TIME, thereby offering a more nuanced understanding of the interplay between tumoral and stromal components in ESCC. Here, CD274 is linked to esophageal squamous cell carcinoma.