Brainnetome Center and National Laboratory of Pattern Recognition, Chinese Academy of Sciences, Institute of Automation, Beijing 100190, China; University of Chinese Academy of Sciences, Beijing 100049, China.
Brainnetome Center and National Laboratory of Pattern Recognition, Chinese Academy of Sciences, Institute of Automation, Beijing 100190, China; University of Chinese Academy of Sciences, Beijing 100049, China; The Mind Research Network & LBERI, Albuquerque, NM 87106, USA; CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Institute of Automation, Beijing 100190, China.
EBioMedicine. 2018 Nov;37:471-482. doi: 10.1016/j.ebiom.2018.10.009. Epub 2018 Oct 16.
In the past decades, substantial effort has been made to explore the genetic influence on brain structural/functional abnormalities in schizophrenia, as well as cognitive impairments. In this work, we aimed to extend previous studies to explore the internal mediation pathway among genetic factor, brain features and cognitive scores in a large Chinese dataset.
Gray matter (GM) volume, fractional amplitude of low-frequency fluctuations (fALFF), and 4522 schizophrenia-susceptible single nucleotide polymorphisms (SNP) from 905 Chinese subjects were jointly analyzed, to investigate the multimodal association. Based on the identified imaging-genetic pattern, correlations with cognition and mediation analysis were then conducted to reveal the potential mediation pathways.
One linked imaging-genetic pattern was identified to be group discriminative, which was also associated with working memory performance. Particularly, GM reduction in thalamus, putamen and bilateral temporal gyrus in schizophrenia was associated with fALFF decrease in medial prefrontal cortex, both were also associated with genetic factors enriched in neuron development, synapse organization and axon pathways, highlighting genes including CSMD1, CNTNAP2, DCC, GABBR2 etc. This linked pattern was also replicated in an independent cohort (166 subjects), which although showed certain age and clinical differences with the discovery cohort. A further mediation analysis suggested that GM alterations significantly mediated the association from SNP to fALFF, while fALFF mediated the association from SNP and GM to working memory performance.
This study has not only verified the impaired imaging-genetic association in schizophrenia, but also initially revealed a potential genetic-brain-cognition mediation pathway, indicating that polygenic risk factors could exert impact on phenotypic measures from brain structure to function, thus could further affect cognition in schizophrenia.
在过去的几十年中,人们已经付出了大量的努力来探索遗传因素对精神分裂症患者大脑结构/功能异常以及认知障碍的影响。在这项工作中,我们旨在通过一个大型中国人群数据集,进一步探索遗传因素、大脑特征和认知评分之间的内在中介途径。
本研究对 905 名中国受试者的灰质(GM)体积、低频振幅(fALFF)和 4522 个精神分裂症易感单核苷酸多态性(SNP)进行了联合分析,以探讨多模态关联。基于所确定的影像遗传学模式,进一步进行相关性和中介分析,以揭示潜在的中介途径。
我们确定了一个与影像遗传学相关的模式,该模式具有组间可区分性,与工作记忆表现相关。具体来说,精神分裂症患者丘脑、壳核和双侧颞叶的 GM 减少与内侧前额叶皮层的 fALFF 降低相关,而这两者又与神经元发育、突触组织和轴突途径相关的基因富集有关,包括 CSMD1、CNTNAP2、DCC、GABBR2 等基因。该关联模式在独立的队列(166 名受试者)中得到了复制,尽管与发现队列相比,该队列在年龄和临床方面存在一定差异。进一步的中介分析表明,GM 改变显著介导了 SNP 与 fALFF 之间的关联,而 fALFF 则介导了 SNP 和 GM 与工作记忆表现之间的关联。
本研究不仅验证了精神分裂症中受损的影像遗传学关联,而且初步揭示了一个潜在的遗传-大脑-认知中介途径,表明多基因风险因素可能会对从大脑结构到功能的表型测量产生影响,从而进一步影响精神分裂症患者的认知。