基于人工智能系统的慢性肾病患者饮食评估智能手机应用减盐:一项单中心回顾性队列研究

Akane Yanai, K. Uchiyama, S. Suganuma
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摘要

本研究评估了人工智能驱动的智能手机应用程序在减少慢性肾脏疾病(CKD)患者每日盐摄入量方面的临床实用性。本研究包括35名CKD患者,他们被分为应用程序用户(即13名门诊患者使用该应用程序3个月,并在使用该应用程序前后评估其盐摄入量)和应用程序非用户(即22名门诊患者不使用该应用程序;他们的盐摄入量也进行了类似的评估)。主要结果是使用该应用程序3个月后的盐摄入量和6个月的随访。线性混合模型分析显示,应用程序用户在3个月后的估计盐摄入量显著下降(- 2.12 g/天;95% CI,−4.05 ~−0.19;P = 0.03),但6个月后(- 0.96 g/天;95% CI,−3.13 ~ 1.20;P = 0.38)。应用程序用户在3个月时体重指数显著下降(- 0.42 kg/m2 [95% CI, - 0.78至- 0.049;p = 0.03])和6个月(- 0.65 kg/m2 [95% CI, - 1.06至- 0.24;P = 0.002])。该应用促进了短期内盐摄入量的减少。这些结果为未来的试验提供了强有力的依据。
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Salt Reduction Using a Smartphone Application Based on an Artificial Intelligence System for Dietary Assessment in Patients with Chronic Kidney Disease: A Single-Center Retrospective Cohort Study
This study evaluated the clinical usefulness of an artificial intelligence-powered smartphone application in reducing the daily salt intake of patients with chronic kidney disease (CKD). This study included 35 patients with CKD who were classified into app users (i.e., 13 outpatients who used the app for 3 months and whose salt intake was evaluated before and after using the app) and app nonusers (i.e., 22 outpatients not using the application; their salt intake was similarly evaluated). The primary outcome was estimated as salt intake after 3 months of using the application and at a 6-month follow-up. Linear mixed model analysis revealed that app users had a significant decrease in estimated salt intake after 3 months (−2.12 g/day; 95% CI, −4.05 to −0.19; p = 0.03) compared with app nonusers but not after 6 months (−0.96 g/day; 95% CI, −3.13 to 1.20; p = 0.38). App users showed a significant decrease in body mass index at 3 months (−0.42 kg/m2 [95% CI, −0.78 to −0.049; p = 0.03]) and 6 months (−0.65 kg/m2 [95% CI, −1.06 to −0.24; p = 0.002]). The application promoted short-term reduction in salt intake. These results provide a strong rationale for future trials.
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