ObjectiveTo explore the effect of early graded respiratory severe rehabilitation training for patients with mechanical ventilation under a multidisciplinary model.MethodsTwo hundred and thirty-six patients were surveyed, who were hospitalized in the intensive care unit of the First Affiliated Hospital of Anhui Medical University from June 3, 2019 to March 31, 2020. They were randomly divided into an observation group and a control group, with 118 patients in each group. The observation group received rehabilitation training using early graded rehabilitation training under the mode of multidisciplinary cooperation, while the control group received routine respiratory rehabilitation training. Diaphragmatic excursion (DE) and diaphragmatic thickening fraction (DTF) of the patients before ventilator weaning were measured by ultrasound. The differences of DE, DTF, peak expiratory flow (PEF), maximal inspiratory pressure (MIP), success rate of withdrawal, duration of mechanical ventilation and intensive care unit (ICU) stay between the two groups were recorded and compared.ResultsAll evaluation indexes were statistically significant between the observation group and the control group (all P<0.05). There were interaction between oxygenation index, PEF, MIP, Acute Physiology and Chronic Health Score, Clinical Pulmonary Infection Score and recovery time.ConclusionRehabilitation training on early graded severe respiratory diseases under a multidisciplinary model can improve the respiratory function of patients on mechanical ventilation and shorten the duration of mechanical ventilation and ICU stay.