Department of Epidemiology, Columbia University Mailman School of Public Health, New Yok, NY 10032, USA.
Division of Community Health Sciences, University of Illinois Chicago School of Public Health, Chicago, IL 60612, USA.
Int J Environ Res Public Health. 2024 Sep 10;21(9):1196. doi: 10.3390/ijerph21091196.
We investigated associations between polysubstance use and behavioral problems among adolescents. Because substance use becomes more developmentally normative with age, we examined whether polysubstance use was less likely to co-occur with behavioral problems among older (vs. younger) adolescents. Using data from a nationally representative survey of US high school students, we compared the association between polysubstance use (i.e., use of alcohol, cannabis, tobacco/nicotine, and illicit drugs) and behavioral problems (i.e., suicide attempts, depressive symptoms, poor school performance, and sexual risk behaviors) by grade level. We conducted latent class analysis (LCA) to characterize patterns of polysubstance use, and multi-group LCA to estimate invariance by grade. Among the three latent classes that emerged, classes were distinguished by having low, moderate, and high probabilities for behavior problems and use of substances. Class I comprised 52% of the sample, whereas classes II and III comprised 35% and 12% of the sample, respectively. The multi-group LCA showed that younger adolescents had a higher relative probability of co-occurring problem behaviors and polysubstance use. Findings may be helpful in targeting screening and prevention efforts of high school students by grade. Specifically, our results provide evidence that associations between behavioral problems and alcohol/drug use are weaker in later high school grades, suggesting that substance use may not be a weaker marker of behavioral problems for students in higher grades.
我们研究了青少年多物质使用与行为问题之间的关联。由于物质使用随着年龄的增长变得更加符合发展规律,我们研究了在年龄较大(而非较小)的青少年中,多物质使用是否不太可能与行为问题同时发生。我们使用来自美国高中生全国代表性调查的数据,比较了多物质使用(即使用酒精、大麻、烟草/尼古丁和非法药物)与行为问题(即自杀企图、抑郁症状、学业成绩不佳和性风险行为)之间的关联,按年级进行比较。我们进行了潜在类别分析(LCA)来描述多物质使用的模式,并进行了多组 LCA 来估计年级的不变性。在出现的三个潜在类别中,类别通过具有行为问题和物质使用的低、中、高概率来区分。第一类占样本的 52%,而第二类和第三类分别占样本的 35%和 12%。多组 LCA 表明,年龄较小的青少年同时出现行为问题和多物质使用的相对概率更高。研究结果可能有助于根据年级确定高中生的筛查和预防重点。具体而言,我们的结果提供了证据表明,行为问题与酒精/药物使用之间的关联在后期高中年级较弱,这表明对于高年级学生来说,物质使用可能不是行为问题的较弱标志物。