Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands.
Donders Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.
JAMA Psychiatry. 2018 Nov 1;75(11):1146-1155. doi: 10.1001/jamapsychiatry.2018.2467.
Schizophrenia and bipolar disorder are severe and complex brain disorders characterized by substantial clinical and biological heterogeneity. However, case-control studies often ignore such heterogeneity through their focus on the average patient, which may be the core reason for a lack of robust biomarkers indicative of an individual's treatment response and outcome.
To investigate the degree to which case-control analyses disguise interindividual differences in brain structure among patients with schizophrenia and bipolar disorder and to map the brain alterations linked to these disorders at the level of individual patients.
DESIGN, SETTING, AND PARTICIPANTS: This study used cross-sectional, T1-weighted magnetic resonance imaging data from participants recruited for the Thematically Organized Psychosis study from October 27, 2004, to October 17, 2012. Data were reanalyzed in 2017 and 2018. Patients were recruited from inpatient and outpatient clinics in the Oslo area of Norway, and healthy individuals from the same catchment area were drawn from the national population registry.
Interindividual differences in brain structure among patients with schizophrenia and bipolar disorder. Voxel-based morphometry maps were computed, which were used for normative modeling to map the range of interindividual differences in brain structure.
This study included 218 patients with schizophrenia spectrum disorders (mean [SD] age, 30 [9.3] years; 126 [57.8%] male), of whom 163 had schizophrenia (mean [SD] age, 31 [8.7] years; 105 [64.4%] male) and 190 had bipolar disorder (mean [SD] age, 34 [11.3] years; 79 [41.6%] male), and 256 healthy individuals (mean [SD] age, 34 [9.5] years; 140 [54.7%] male). At the level of the individual, deviations from the normative model were frequent in both disorders but highly heterogeneous. Overlap of more than 2% among patients was observed in only a few loci, primarily in frontal, temporal, and cerebellar regions. The proportion of alterations was associated with diagnosis and cognitive and clinical characteristics within clinical groups. Patients with schizophrenia, on average, had significantly reduced gray matter in frontal regions, cerebellum, and temporal cortex. In patients with bipolar disorder, mean deviations were primarily present in cerebellar regions.
This study found that group-level differences disguised biological heterogeneity and interindividual differences among patients with the same diagnosis. This finding suggests that the idea of the average patient is a noninformative construct in psychiatry that falls apart when mapping abnormalities at the level of the individual patient. This study presents a workable route toward precision medicine in psychiatry.
精神分裂症和双相情感障碍是严重且复杂的脑部疾病,其特征为显著的临床和生物学异质性。然而,病例对照研究通常通过关注平均患者而忽略了这种异质性,这可能是缺乏指示个体治疗反应和结果的稳健生物标志物的核心原因。
研究病例对照分析在多大程度上掩盖了精神分裂症和双相情感障碍患者之间的个体间大脑结构差异,并在个体患者层面上绘制与这些疾病相关的大脑改变图谱。
设计、设置和参与者:本研究使用了 2004 年 10 月 27 日至 2012 年 10 月 17 日期间从主题性精神病研究中招募的参与者的横断面 T1 加权磁共振成像数据。数据于 2017 年和 2018 年重新进行了分析。患者来自挪威奥斯陆地区的住院和门诊诊所,而来自同一流域的健康个体则从国家人口登记处抽取。
精神分裂症和双相情感障碍患者之间的个体间大脑结构差异。计算了基于体素的形态测量学图谱,用于规范建模,以绘制大脑结构个体间差异的范围。
本研究纳入了 218 名精神分裂症谱系障碍患者(平均[标准差]年龄 30[9.3]岁;126[57.8%]为男性),其中 163 名为精神分裂症患者(平均[标准差]年龄 31[8.7]岁;105[64.4%]为男性),190 名为双相情感障碍患者(平均[标准差]年龄 34[11.3]岁;79[41.6%]为男性),以及 256 名健康个体(平均[标准差]年龄 34[9.5]岁;140[54.7%]为男性)。在个体层面,两种疾病中均经常出现偏离规范模型的情况,但具有高度异质性。仅在少数几个部位观察到超过 2%的患者重叠,主要在前额、颞叶和小脑区域。改变的比例与诊断以及临床组内的认知和临床特征相关。平均而言,精神分裂症患者的额区、小脑和颞叶皮质的灰质减少。在双相情感障碍患者中,主要存在于小脑区域的平均偏差。
本研究发现,基于群体的差异掩盖了具有相同诊断的患者的生物学异质性和个体间差异。这一发现表明,平均患者的概念在精神病学中是一个无信息的概念,当在个体患者层面上绘制异常时,它就会瓦解。本研究为精神病学的精准医学提供了一条可行的途径。