ArticleJournal of the American Heart Association2019
Spatiotemporal Gene Coexpression and Regulation in Mouse Cardiomyocytes of Early Cardiac Morphogenesis.
Article in Journal of the American Heart Association, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed, 17 citations in OpenAlex.
- Integrative Mendelian randomization and multi-omics analysis identifies anti-allergic drug targets associated with cardiovascular disease risk.Scientific reports · 2025Article
- Single-nuclei multiomics analysis identifies abnormal cardiomyocytes in a murine model of cardiac development.Nature communications · 2025Article
- Epigenomic signature of major congenital heart defects in newborns with Down syndrome.Human genomics · 2023Article
- Epigenomic signature of major congenital heart defects in newborns with Down syndrome.medRxiv : the preprint server for health sciences · 2023Article
- Of form and function: Early cardiac morphogenesis across classical and emerging model systems.Seminars in cell & developmental biology · 2021Review
- Mergeomics 2.0: a web server for multi-omics data integration to elucidate disease networks and predict therapeutics.Nucleic acids research · 2021Article
- DAND5 Inactivation Enhances Cardiac Differentiation in Mouse Embryonic Stem Cells.Frontiers in cell and developmental biology · 2021Article
- CoCoCoNet: conserved and comparative co-expression across a diverse set of species.Nucleic acids research · 2020Article
- Spatiotemporal Gene Coexpression and Regulation in Mouse Cardiomyocytes of Early Cardiac Morphogenesis.Journal of the American Heart Association · 2019Article
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Authors and funding
6 authors at 1 institution in 1 country.
Funding
Abstract
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.
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