Reduced grey matter volume in adolescents with conduct disorder: a region-of-interest analysis using multivariate generalized linear modeling.

Ru Zhang, R James R Blair, Karina S Blair, Matthew Dobbertin, Jaimie Elowsky, Johannah Bashford-Largo, Ahria J Dominguez, Melissa Hatch, Sahil Bajaj
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Abstract

Background: Conduct disorder (CD) involves a group of behavioral and emotional problems that usually begins during childhood or adolescence. Structural brain alterations have been observed in CD, including the amygdala, insula, ventrolateral and medial prefrontal cortex, anterior cingulate cortex, and fusiform gyrus. The current study developed a multivariate generalized linear model (GLM) to differentiate adolescents with CD from typically developing (TD) adolescents in terms of grey matter volume (GMV).

Methods: The whole-brain structural MRI data were collected from 96 adolescents with CD (mean age = [Formula: see text] years; mean IQ = [Formula: see text]; 63 males) and 90 TD individuals (mean age = [Formula: see text] years; mean IQ = [Formula: see text]; 59 males) matched on age, IQ, and sex. Region-wise GMV was extracted following whole-brain parcellation into 68 cortical and 14 subcortical regions for each participant. A multivariate GLM was developed to predict the GMV of the pre-hypothesized regions-of-interest (ROIs) based on CD diagnosis, with intracranial volume, age, sex, and IQ serving as the covariate.

Results: A diagnosis of CD was a significant predictor for GMV in the right pars orbitalis, right insula, right superior temporal gyrus, left fusiform gyrus, and left amygdala (F(1, 180) = 5.460-10.317, p < 0.05, partial eta squared = 0.029-0.054). The CD participants had smaller GMV in these regions than the TD participants (MCD-MTD = [- 614.898] mm3-[- 53.461] mm3).

Conclusions: Altered GMV within specific regions may serve as a biomarker for the development of CD in adolescents. Clinical work can potentially target these biomarkers to treat adolescents with CD.

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青少年行为障碍的灰质体积减少:使用多元广义线性模型的兴趣区域分析。
背景:品行障碍(CD)涉及一组行为和情绪问题,通常开始于儿童或青少年时期。在CD中观察到大脑结构改变,包括杏仁核、岛岛、腹外侧和内侧前额叶皮层、前扣带皮层和梭状回。目前的研究建立了一个多元广义线性模型(GLM),以区分患有CD的青少年和正常发育的青少年的灰质体积(GMV)。方法:收集96例青少年CD患者的全脑MRI数据(平均年龄=[公式:见文]岁;平均智商=[公式:见正文];63名男性)和90名TD个体(平均年龄=[公式:见文本]年;平均智商=[公式:见正文];59名男性)在年龄、智商和性别上匹配。在每个参与者的全脑划分为68个皮质区和14个皮质下区后,提取按区域划分的GMV。基于CD诊断,以颅内容积、年龄、性别和智商作为协变量,开发了一个多变量GLM来预测预先假设的兴趣区域(roi)的GMV。结果:CD诊断是右侧眶部、右侧岛叶、右侧颞上回、左侧梭状回和左侧杏仁核GMV的显著预测因子(F(1,180) = 5.460-10.317, p CD- mtd = [- 614.898] mm3-[- 53.461] mm3)。结论:特定区域GMV的改变可能是青少年CD发展的生物标志物。临床工作可以潜在地针对这些生物标志物来治疗青少年乳糜泻。
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