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PURPOSE: The present study aims to explore the effects of tacrolimus on proteinuria in patients with idiopathic membranous nephropathy (IMN) and recommend an appropriate dosage schedule via machine learning method. METHODS: The Emax model was constructed to analyze the effects of tacrolimus on proteinuria in patients with IMN. Data were mined from published literature and machine learning was built up with Emax model, among which the efficacy indicator was proteinuria change rates from baseline. 463 IMN patients were included for modeling, and tacrolimus therapeutic window concentrations were 4-10 ng/ml. RESULTS: In machine learning model, the Emax from tacrolimus effecting proteinuria in IMN patients was -72.7%, the ET50 was 0.43 months, and the time to achieving 25% Emax, 50% Emax, 75% Emax, and 80% (plateau) Emax of tacrolimus on proteinuria in patients with IMN were 0.15, 0.43, 1.29, and 1.72 months, respectively. CONCLUSION: For achieving better therapeutic effects from tacrolimus on proteinuria in patients with IMN, tacrolimus concentration range need to be maintained at 4-10 ng/ml for at least 1.72 months.
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PURPOSE: To compare outcomes between post-closure technique based on ProGlide and arteriotomy repair for veno-arterial extracorporeal membrane oxygenation (VA-ECMO) decannulation in this study. MATERIALS AND METHODS: Patients who received VA-ECMO treatment and successfully removed from its support in Changhai Hospital from January 2018 to December 2021 were included in this study. Patients was divided into post-closure group and surgical repair group according to the artery access closure method used. Clinical data of these patients were retrospectively collected and analyzed. RESULTS: A total of 58 patients were eventually enrolled in this study, including 26 (44.83%) patients in post-closure group and 32 (55.17%) patients in surgical repair group. Post-closure group had shorter procedure time, less minor bleeding events, estimated blood loss and packed cells transfused compared with the surgical repair group. The intensive care unit (ICU) length of stay after decannulation and the hospital length of stay after ICU in post-closure group were both shorter than surgical repair group. Nine patients (15.52%) died of multiple system organ failure after decannulation in this cohort and there were no significant differences between two groups. CONCLUSIONS: Our study showed the post-closure technique based on ProGlide for VA-ECMO decannulation is feasible, safe and effective.
