Department of Endocrinology and Metabolism, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto 602-8566, Japan.
Oishi Kenko Incorporated, Tokyo 103-0024, Japan.
Nutrients. 2022 Oct 14;14(20):4290. doi: 10.3390/nu14204290.
(1) Background: From the perspective of patient-centered care, it is important for medical professionals involved in diabetes care to know the role of choice behavior when individuals with type 2 diabetes mellitus select their meals at home. In Japan, online meal management applications are widely used to help individuals to prepare healthy, colorful, and tasty meals. (2) Objective: To assess menu selection from an online diet management application in individuals with type 2 diabetes mellitus over a period of 24 months. (3) Method: The saved data of the selected food menus on the online diet management application were analyzed. We identified specific nutritional groups of the food menus, called nutritional clusters, by clustering the multidimensional data of the nutrients after de-dimensioning them. Then, we analyzed the constitutional nutrients of each nutritional cluster with the highest and lowest frequencies of selection by the users of the application. (4) Results: In all, 9674 food menus made by 3164 people were included in the analysis, and 12 nutritional clusters were identified. Low-carbohydrate and low-calorie food clusters showed the highest selection frequency. The average caloric value of 149.7 kcal and average carbohydrate ratio of 47% in the cluster with the highest selection frequency were significantly lower than the average caloric value of 435.2 kcal and carbohydrate ratio of 63% in the cluster with the lowest selection frequency (p < 0.001, respectively). (5) Conclusion: Individuals with type 2 diabetes in this population preferred to select lower-carbohydrate and lower-calorie food menus at home using online diet management applications. To improve sustained self-management and quality of life, medical professionals may consider incorporating preferred dietary behaviors into medical management of type 2 diabetes mellitus.
(1) 背景:从以患者为中心的护理角度来看,了解 2 型糖尿病患者在家选择餐食时的选择行为的作用对于参与糖尿病护理的医疗专业人员很重要。在日本,广泛使用在线膳食管理应用程序来帮助个人准备健康、多彩和美味的膳食。(2) 目的:在 24 个月的时间内评估 2 型糖尿病患者通过在线饮食管理应用程序选择的菜单。(3) 方法:通过对在线饮食管理应用程序中选择的食物菜单的保存数据进行分析。我们通过降维对营养物质的多维数据进行聚类,从而确定食物菜单的特定营养组,称为营养簇。然后,我们分析了应用程序使用者选择频率最高和最低的每个营养簇的构成营养素。(4) 结果:总共分析了 3164 人制作的 9674 种食物菜单,确定了 12 个营养簇。低碳水化合物和低热量食物簇的选择频率最高。选择频率最高的簇的平均热量值为 149.7 卡路里,平均碳水化合物比例为 47%,明显低于选择频率最低的簇的平均热量值 435.2 卡路里和 63%的碳水化合物比例(p<0.001)。(5) 结论:该人群中的 2 型糖尿病患者更喜欢使用在线饮食管理应用程序在家中选择低碳水化合物和低热量的食物菜单。为了改善持续的自我管理和生活质量,医疗专业人员可能会考虑将患者偏好的饮食行为纳入 2 型糖尿病的医疗管理中。