POLD1 and cancer: By elucidating POLD1’s multifaceted contributions—from replication stress to immune evasion—we aim to illuminate its potential as a predictive biomarker and therapeutic target, paving the way for tailored strategies that exploit its vulnerabilities in the fight against cancer.