Behavioral Science Institute, Radboud University, the Netherlands; Department of Developmental Psychology, Radboud University, the Netherlands; Department of Developmental, Personality and Social Psychology, Ghent University, Belgium.
Department of Developmental, Personality and Social Psychology, Ghent University, Belgium; Odisee University College, Department Health Care (Dietetics), Ghent, Belgium.
Appetite. 2022 Jan 1;168:105723. doi: 10.1016/j.appet.2021.105723. Epub 2021 Oct 1.
Psychological mechanisms play a crucial role in explaining weight gain. Aim of the present study was to identify subtypes in youngsters with obesity in line with these mechanisms. Defining homogeneous clusters within this heterogeneous group provides relevant information for personalized treatments. Data were collected in N = 572 participants (51% boys, aged 7-19) with extreme obesity (%BMI M = 187.8; SD = 30.9) recruited in an inpatient treatment centre. Based on psychological models of overweight/obesity, the Affect Regulation Model, the Reward Deficiency Model and The Dual Pathway Model, cluster variables were selected assessing emotional eating, reward reactivity and regulative capacities. Youngsters reported on emotional eating (DEBQ Emotional Eating) and reward sensitivity (BAS), while parents reported on children's regulative Executive Functions (BRIEF). Characteristics of the different clusters were examined concerning weight variables (pre and post treatment) and variables indexing problematic eating (DEBQ External Eating, Ch-EDE), affect regulation (FEEL-KJ) and depressive symptoms (CDI). Hierarchical cluster analyses supported the presence of three clusters, further evaluated by K-means cluster analyses. The cluster solutions differed according to age and sex (boys 7-13, boys 14-19, girls 7-13, girls 14-19). In all four age and gender subsamples, an "Emotional Eating" cluster displaying a vulnerable profile (high depression, maladaptive emotion regulation, problematic eating) and a "Reward Deficiency" cluster displaying a more resilient profile were detected. In girls 7-13, a "Weak Executive Functioning" indicative of insufficient self-regulative capacities, showed moderate to high emotional problems and problematic eating. In the other subgroups, the "Mean Level Functioning" cluster also showed elevated emotional problems and problematic eating. Given that different clusters can be identified, and given that these clusters have different profiles on emotional problems and problematic eating, subtyping youngsters with severe obesity is indicated, setting the stage for personalized treatments.
心理机制在解释体重增加方面起着至关重要的作用。本研究的目的是根据这些机制确定肥胖青少年的亚型。在这个异质群体中定义同质聚类为个性化治疗提供了相关信息。数据来自于在一家住院治疗中心招募的 572 名极端肥胖参与者(51%为男孩,年龄为 7-19 岁),%BMI 平均值为 187.8,标准差为 30.9。基于超重/肥胖的心理模型,即情绪调节模型、奖励缺陷模型和双路径模型,选择了聚类变量来评估情绪性进食、奖励反应和调节能力。青少年报告了情绪性进食(DEBQ 情绪性进食)和奖励敏感性(BAS),而父母报告了孩子的调节性执行功能(BRIEF)。根据体重变量(治疗前后)和索引问题性进食(DEBQ 外显进食、Ch-EDE)、情绪调节(FEEL-KJ)和抑郁症状(CDI)的变量,检查了不同聚类的特征。分层聚类分析支持存在三个聚类,进一步通过 K-均值聚类分析进行评估。聚类解决方案因年龄和性别而异(7-13 岁男孩、14-19 岁男孩、7-13 岁女孩、14-19 岁女孩)。在所有四个年龄和性别亚组中,都发现了一个“情绪性进食”聚类,显示出脆弱的特征(高抑郁、适应性情绪调节、问题性进食)和一个“奖励缺陷”聚类,显示出更有弹性的特征。在 7-13 岁的女孩中,一个“弱执行功能”表明自我调节能力不足,表现出中度到高度的情绪问题和问题性进食。在其他亚组中,“平均水平功能”聚类也表现出较高的情绪问题和问题性进食。鉴于可以识别出不同的聚类,并且这些聚类在情绪问题和问题性进食方面具有不同的特征,因此需要对严重肥胖的青少年进行亚型分类,为个性化治疗奠定基础。