However, PD-L1 expression lacks predictive value for identifying ICI-sensitive subgroups of ABTC, underscoring the need for further research to elucidate the tumor immune microenvironment and identify predictors of ICI response [9, 10]. Here, CD274 is linked to neoplasm.