Department of Psychology, Bath University, Bath, UK.
Cardiff University Brain Research Imaging Centre (CUBRIC), School of Psychology, Cardiff University, Cardiff, UK.
Schizophr Bull. 2022 Mar 1;48(2):524-532. doi: 10.1093/schbul/sbab125.
Schizophrenia (SCZ) is associated with structural brain changes, with considerable variation in the extent to which these cortical regions are influenced. We present a novel metric that summarises individual structural variation across the brain, while considering prior effect sizes, established via meta-analysis. We determine individual participant deviation from a within-sample-norm across structural MRI regions of interest (ROIs). For each participant, we weight the normalised deviation of each ROI by the effect size (Cohen's d) of the difference between SCZ/control for the corresponding ROI from the SCZ Enhancing Neuroimaging Genomics through Meta-Analysis working group. We generate a morphometric risk score (MRS) representing the average of these weighted deviations. We investigate if SCZ-MRS is elevated in a SCZ case/control sample (NCASE = 50; NCONTROL = 125), a replication sample (NCASE = 23; NCONTROL = 20) and a sample of asymptomatic young adults with extreme SCZ polygenic risk (NHIGH-SCZ-PRS = 95; NLOW-SCZ-PRS = 94). SCZ cases had higher SCZ-MRS than healthy controls in both samples (Study 1: β = 0.62, P < 0.001; Study 2: β = 0.81, P = 0.018). The high liability SCZ-PRS group also had a higher SCZ-MRS (Study 3: β = 0.29, P = 0.044). Furthermore, the SCZ-MRS was uniquely associated with SCZ status, but not attention-deficit hyperactivity disorder (ADHD), whereas an ADHD-MRS was linked to ADHD status, but not SCZ. This approach provides a promising solution when considering individual heterogeneity in SCZ-related brain alterations by identifying individual's patterns of structural brain-wide alterations.
精神分裂症(SCZ)与大脑结构变化有关,这些皮质区域受到的影响程度存在很大差异。我们提出了一种新的指标,可以总结整个大脑的个体结构变化,同时考虑通过荟萃分析确定的先前效应大小。我们确定每个参与者在结构磁共振成像感兴趣区域(ROI)中偏离样本内正态的程度。对于每个参与者,我们将每个 ROI 的归一化偏差乘以来自 SCZ 增强神经影像学基因组学荟萃分析工作组的相应 ROI 中 SCZ/对照之间差异的效应大小(Cohen's d)。我们生成一个代表这些加权偏差平均值的形态计量风险评分(MRS)。我们研究了 SCZ-MRS 是否在 SCZ 病例/对照样本(NCASE = 50;NCONTROL = 125)、复制样本(NCASE = 23;NCONTROL = 20)和具有极端 SCZ 多基因风险的无症状年轻成年人样本中升高(NHIGH-SCZ-PRS = 95;NLOW-SCZ-PRS = 94)。在两个样本中,SCZ 病例的 SCZ-MRS 均高于健康对照(研究 1:β=0.62,P<0.001;研究 2:β=0.81,P=0.018)。高风险 SCZ-PRS 组的 SCZ-MRS 也更高(研究 3:β=0.29,P=0.044)。此外,SCZ-MRS 与 SCZ 状态具有独特的相关性,但与注意力缺陷多动障碍(ADHD)无关,而 ADHD-MRS 与 ADHD 状态有关,但与 SCZ 无关。当考虑与 SCZ 相关的大脑改变中的个体异质性时,这种方法通过识别个体的全脑结构改变模式,为解决问题提供了一种有前途的解决方案。