Department of Genetics Albert Einstein College of Medicine Bronx NY.
Department of Ob/Gyn and Pediatrics Albert Einstein College of Medicine Bronx NY.
J Am Heart Assoc. 2019 Aug 6;8(15):e012941. doi: 10.1161/JAHA.119.012941. Epub 2019 Jul 19.
Background Heart tube looping to form a 4-chambered heart is a critical stage of embryonic heart development, but the gene drivers and their regulatory targets have not been extensively characterized at the cell-type level. Methods and Results To study the interaction of signaling pathways, transcription factors (TFs), and genetic networks in the process, we constructed gene co-expression networks and identified gene modules highly activated in individual cardiomyocytes at multiple anatomical regions and developmental stages using previously published single-cell RNA-seq data. Function analyses of the modules uncovered major pathways important for spatiotemporal cardiomyocyte differentiation. Interestingly, about half of the pathways were highly active in cardiomyocytes at the outflow tract (OFT) and atrioventricular canal, including well-known pathways for cardiac development and many newly identified ones. We predicted that these OFT-atrioventricular canal pathways were regulated by a large number of TFs actively expressed at the OFT-atrioventricular canal cardiomyocytes, with the prediction supported by motif enrichment analysis, including 10 TFs that have not been previously associated with cardiac development (eg, Etv5, Rbpms, and Baz2b). Furthermore, we found that TF targets in the OFT-atrioventricular canal modules were most significantly enriched with genes associated with mouse heart developmental abnormalities and human congenital heart defects, in comparison with TF targets in other modules, consistent with the critical developmental roles of OFT. Conclusions By analyzing gene co-expression at single cardiomyocytes, our systematic study has uncovered many known and additional new important TFs and their regulated molecular signaling pathways that are spatiotemporally active during heart looping.
心脏管环形成四腔心脏是胚胎心脏发育的关键阶段,但信号通路、转录因子(TFs)及其调控靶点在细胞类型水平上的特征尚未得到广泛描述。
为了研究信号通路、TFs 和遗传网络之间的相互作用,我们构建了基因共表达网络,并使用先前发表的单细胞 RNA-seq 数据,鉴定了在多个解剖区域和发育阶段单个心肌细胞中高度激活的基因模块。对模块的功能分析揭示了对时空心肌细胞分化很重要的主要途径。有趣的是,大约一半的途径在流出道(OFT)和房室管的心肌细胞中高度活跃,包括心脏发育的知名途径和许多新鉴定的途径。我们预测这些 OFT-房室管途径是由大量在 OFT-房室管心肌细胞中活跃表达的 TFs 调控的, motif 富集分析支持了这一预测,包括 10 个以前与心脏发育无关的 TFs(例如,Etv5、Rbpms 和 Baz2b)。此外,我们发现 OFT-房室管模块中的 TF 靶基因与与小鼠心脏发育异常和人类先天性心脏缺陷相关的基因最显著富集,与其他模块中的 TF 靶基因相比,这与 OFT 的关键发育作用一致。
通过分析单个心肌细胞的基因共表达,我们的系统研究揭示了许多已知和额外的新的重要 TFs 及其调控的分子信号通路,这些通路在心脏环化过程中具有时空活性。