Results: The derived TLS-associated signature RiskScore, comprising CCL22, LOXL1, LIPA, ADAM8, and SAA1, effectively stratified patients into distinct prognostic groups and showed robust associations with clinical parameters, tumor microenvironment (TME) features, and predicted immunotherapy responses. The gene discussed is LIPA; the disease is neoplasm.