Based on the research platform constructed in the process of upgrading of the clinical scientific research sharing system, the paper optimizes the scientific research data structure, analyzes the problem of the original data quality, optimizes the original storage mode, and establishes a new data quality control system, so as to connect the clinical scientific research sharing system with the future development orientation of the medical big data era and precision medicine.