Who benefits most from outpatient lifestyle intervention? An IMI‐SOPHIA study on pediatric individuals living with overweight and obesity

医学 超重 肥胖 减肥 多项式logistic回归 干预(咨询) 逻辑回归 体质指数 星团(航天器) 儿科 内科学 精神科 机器学习 计算机科学 程序设计语言
作者
Nicole Prinz,Hugo Pomares‐Millan,Almut Dannemann,Giuseppe N. Giordano,Christine Joisten,Antje Körner,Daniel Weghuber,Susann Blüher,Susanna Wiegand,Reinhard W. Holl,Stefanie Lanzinger
出处
期刊:Obesity [Wiley]
卷期号:31 (9): 2375-2385 被引量:3
标识
DOI:10.1002/oby.23844
摘要

The first-line approach for childhood obesity is lifestyle intervention (LI); however, success varies. This study aimed first to identify distinct subgroups of response in children living with overweight and obesity and second to elucidate predictors for subclusters.Based on the obesity patient follow-up registry the APV (Adipositas-Patienten-Verlaufsdokumentation) initiative, a total of 12,453 children and adolescents (median age: 11.5 [IQR: 9.7-13.2] years; BMI z score [BMIz]: 2.06 [IQR: 1.79-2.34]; 52.6% girls) living with overweight/obesity and participating in outpatient LI were studied. Longitudinal k-means clustering was used to identify individual BMIz response curve for up to 2 years after treatment initiation. Multinomial logistic regression was used to elucidate predictors for cluster membership.A total of 36.3% of children and adolescents experienced "no BMIz loss." The largest subcluster (44.8%) achieved "moderate BMIz loss," with an average delta-BMIz of -0.23 (IQR: -0.33 to -0.14) at study end. A total of 18.9% had a "pronounced BMIz loss" up to -0.61 (IQR: -0.76 to -0.49). Younger age and lower BMIz at LI initiation, larger initial BMIz loss, and less social deprivation were linked with higher likelihood for moderate or pronounced BMIz loss compared with the no BMIz loss cluster (all p < 0.05).These results support the importance of patient-tailored intervention and earlier treatment escalation in high-risk individuals who have little chance of success.
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