The Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, the Bakar Computational Health Sciences Institute, the Parker Institute for Cancer Immunotherapy, and the Department of Neurology, School of Medicine, University of California, San Francisco, 35 Medical Center Way, San Francisco, CA 94143, USA.
Department of Genetics and the Center for Genomics and Personalized Medicine, School of Medicine, Stanford University, 291 Campus Dr., Stanford, CA 94305, USA.
Cell Syst. 2022 Nov 16;13(11):895-910.e4. doi: 10.1016/j.cels.2022.09.001. Epub 2022 Sep 26.
Despite a strong genetic component, only a few genes have been identified in congenital heart diseases (CHDs). We introduced systems analyses to uncover the hidden organization on biological networks of mutations in CHDs and leveraged network analysis to integrate the protein interactome, patient exomes, and single-cell transcriptomes of the developing heart. We identified a CHD network regulating heart development and observed that a sub-network also regulates fetal brain development, thereby providing mechanistic insights into the clinical comorbidities between CHDs and neurodevelopmental conditions. At a small scale, we experimentally verified uncharacterized cardiac functions of several proteins. At a global scale, our study revealed developmental dynamics of the network and observed its association with the hypoplastic left heart syndrome (HLHS), which was further supported by the dysregulation of the network in HLHS endothelial cells. Overall, our work identified previously uncharacterized CHD factors and provided a generalizable framework applicable to studying many other complex diseases. A record of this paper's Transparent Peer Review process is included in the supplemental information.
尽管先天性心脏病 (CHD) 存在强烈的遗传成分,但目前仅鉴定出少数几个相关基因。我们引入系统分析方法,揭示 CHD 突变在生物网络中的隐藏组织,并利用网络分析整合心脏发育过程中的蛋白质互作组、患者外显子组和单细胞转录组。我们确定了一个调节心脏发育的 CHD 网络,并观察到一个子网络也调节胎儿大脑发育,从而为 CHD 与神经发育状况的临床合并症提供了机制见解。在小范围内,我们通过实验验证了几个蛋白的未表征的心脏功能。在全局范围内,我们的研究揭示了网络的发育动力学,并观察到其与左心发育不全综合征 (HLHS) 的关联,HLHS 内皮细胞中网络的失调进一步支持了这一点。总的来说,我们的工作鉴定了以前未表征的 CHD 因子,并提供了一个可推广的框架,适用于研究许多其他复杂疾病。本论文的透明同行评审过程记录包含在补充信息中。