This study used a retrospective cohort study based on Multi-time longitudinal monitoring data were used to analyze the correlation mechanism between the dynamic evolution characteristics of nutrition-related biochemical indicators and individualized nutritional intervention in patients with mechanical ventilation. The inflammation-nutrition interaction model was constructed to correct the interference effect of inflammatory microenvironment on nutritional status assessment, so as to provide a basis for further achieving precision nutritional support.