Norwegian Centre for Mental Disorders Research, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Oslo University Hospital and Institute of Clinical Medicine, University of Oslo, Norway.
Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
JAMA Psychiatry. 2019 Jul 1;76(7):739-748. doi: 10.1001/jamapsychiatry.2019.0257.
Between-individual variability in brain structure is determined by gene-environment interactions, possibly reflecting differential sensitivity to environmental and genetic perturbations. Magnetic resonance imaging (MRI) studies have revealed thinner cortices and smaller subcortical volumes in patients with schizophrenia. However, group-level comparisons may mask considerable within-group heterogeneity, which has largely remained unnoticed in the literature.
To compare brain structural variability between individuals with schizophrenia and healthy controls and to test whether respective variability reflects the polygenic risk score (PRS) for schizophrenia in an independent sample of healthy controls.
DESIGN, SETTING, AND PARTICIPANTS: This case-control and polygenic risk analysis compared MRI-derived cortical thickness and subcortical volumes between healthy controls and patients with schizophrenia across 16 cohorts and tested for associations between PRS and MRI features in a control cohort from the UK Biobank. Data were collected from October 27, 2004, through April 12, 2018, and analyzed from December 3, 2017, through August 1, 2018.
Mean and dispersion parameters were estimated using double generalized linear models. Vertex-wise analysis was used to assess cortical thickness, and regions-of-interest analyses were used to assess total cortical volume, total surface area, and white matter, subcortical, and hippocampal subfield volumes. Follow-up analyses included within-sample analysis, test of robustness of the PRS threshold, population covariates, outlier removal, and control for image quality.
A comparison of 1151 patients with schizophrenia (mean [SD] age, 33.8 [10.6] years; 68.6% male [n = 790] and 31.4% female [n = 361]) with 2010 healthy controls (mean [SD] age, 32.6 [10.4] years; 56.0% male [n = 1126] and 44.0% female [n = 884]) revealed higher heterogeneity in schizophrenia for cortical thickness and area (t = 3.34), cortical (t = 3.24) and ventricle (t range, 3.15-5.78) volumes, and hippocampal subfields (t range, 2.32-3.55). In the UK Biobank sample of 12 490 participants (mean [SD] age, 55.9 [7.5] years; 48.2% male [n = 6025] and 51.8% female [n = 6465]), higher PRS was associated with thinner frontal and temporal cortices and smaller left CA2/3 (t = -3.00) but was not significantly associated with dispersion.
This study suggests that schizophrenia is associated with substantial brain structural heterogeneity beyond the mean differences. These findings may reflect higher sensitivity to environmental and genetic perturbations in patients, supporting the heterogeneous nature of schizophrenia. A higher PRS was associated with thinner frontotemporal cortices and smaller hippocampal subfield volume, but not heterogeneity. This finding suggests that brain variability in schizophrenia results from interactions between environmental and genetic factors that are not captured by the PRS. Factors contributing to heterogeneity in frontotemporal cortices and hippocampus are key to furthering our understanding of how genetic and environmental factors shape brain biology in schizophrenia.
个体间大脑结构的变异性由基因-环境相互作用决定,可能反映了对环境和遗传干扰的不同敏感性。磁共振成像(MRI)研究显示,精神分裂症患者的皮质变薄和皮质下体积减小。然而,组水平的比较可能掩盖了相当大的组内异质性,这在文献中基本上没有被注意到。
比较精神分裂症患者和健康对照者之间的脑结构变异性,并在健康对照者的独立样本中测试各自的变异性是否反映了精神分裂症的多基因风险评分(PRS)。
设计、设置和参与者:这项病例对照和多基因风险分析比较了 16 个队列中健康对照者和精神分裂症患者的 MRI 衍生皮质厚度和皮质下体积,并在英国生物库的一个对照队列中测试了 PRS 与 MRI 特征之间的关联。数据于 2004 年 10 月 27 日收集,2018 年 4 月 12 日分析,2017 年 12 月 3 日至 2018 年 8 月 1 日进行分析。
使用双广义线性模型估计了均值和离散参数。顶点分析用于评估皮质厚度,区域分析用于评估总皮质体积、总表面积以及白质、皮质下和海马亚区体积。后续分析包括样本内分析、PRS 阈值稳健性检验、人口统计学协变量、离群值去除以及对图像质量的控制。
将 1151 名精神分裂症患者(平均[标准差]年龄,33.8[10.6]岁;68.6%男性[n=790]和 31.4%女性[n=361])与 2010 名健康对照者(平均[标准差]年龄,32.6[10.4]岁;56.0%男性[n=1126]和 44.0%女性[n=884])进行比较,发现精神分裂症患者的皮质厚度和面积(t=3.34)、皮质(t=3.24)和脑室(t 值范围,3.15-5.78)体积以及海马亚区(t 值范围,2.32-3.55)存在更高的异质性。在英国生物库的 12490 名参与者样本中(平均[标准差]年龄,55.9[7.5]岁;48.2%男性[n=6025]和 51.8%女性[n=6465]),较高的 PRS 与较薄的额颞皮质和较小的左侧 CA2/3 有关(t=-3.00),但与离散度无显著相关性。
本研究表明,精神分裂症与平均差异之外的大脑结构异质性有关。这些发现可能反映了患者对环境和遗传干扰的更高敏感性,支持了精神分裂症的异质性性质。较高的 PRS 与较薄的额颞皮质和较小的海马亚区体积有关,但与异质性无关。这一发现表明,精神分裂症患者大脑的变异性是由环境和遗传因素相互作用造成的,而这些因素不能被 PRS 所捕捉。导致额颞皮质和海马体异质性的因素是进一步了解遗传和环境因素如何塑造精神分裂症患者大脑生物学的关键。