This study is a prospective, multicenter, open-label, umbrella phase II clinical trial. Based on different multigene expression profiling subtypes and potential molecular characteristics of various pathways, 8 treatment arms and 13 treatment groups are preliminarily designed. After successful screening, investigators will assign eligible subjects to a treatment group based on the patient's genetic test report (if available) and performance status. For subjects without a genetic test report, they will be allocated to Arm H to receive immunotherapy combined with chemotherapy or other regimens.