This study is a single-center observational investigation aimed at systematically exploring the key molecular features influencing the prognosis of malignant tumors by integrating multidimensional clinical information with multi-omics molecular data. The goal is to provide a critical scientific basis for constructing precise prognostic prediction models, identifying potential therapeutic targets, and optimizing clinical treatment strategies. The study plans to consecutively enroll adult patients with histologically confirmed malignant tumors who received antitumor therapy at our hospital between January 2017 and December 2025. Clinical data (including demographic characteristics, tumor pathology information, treatment histories, and survival follow-up data) will be systematically collected from electronic medical records. Additionally, tumor tissue or blood samples will be obtained from the patients for sequencing, staining, ELISA, drug sensitivity testing, and flow cytometry analysis to comprehensively characterize the genomic features, immune microenvironment, and cellular heterogeneity of the tumors.