This is a prospective, single-center, open-label, real-world clinical study designed to evaluate the safety, efficacy, and immunogenicity of Personalized neoantigen-pulsed autologous dendritic cell Injections （ZSNeo-DC）in patients with malignant solid tumors. The study protocol received approval from the institutional review board and ethics committee of Beidaihe Hospital, adhering to ethical guidelines. Written informed consent was obtained from all participants in accordance with the principles of the Declaration of Helsinki. Approximately 100 patients will be enrolled in multiple tumor-specific cohorts which will be independently statistically analyzed. ZSNeo-DC will be manufactured by Good Manufacturing Practice (GMP). Participants will receive seven subcutaneous injections of personalized DCs administered on Days 1, 8, 15, 22, 36, 50, and 64, either as monotherapy or in combination with immune checkpoint inhibitors according to routine clinical practice. Tumor response, progression-free survival, overall survival, safety, and antigen-specific immune responses will be evaluated throughout the study.