Transcriptomic Profiling Maps Anatomically Patterned Subpopulations among Single Embryonic Cardiac Cells
Embryonic gene expression intricately reflects anatomical context, developmental stage, and cell type. To address whether the precise spatial origins of cardiac cells can be deduced solely from their transcriptional profiles, we established a genome-wide expression database from 118, 949, and 1,166...
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Published in | Developmental cell Vol. 39; no. 4; pp. 491 - 507 |
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Main Authors | , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Elsevier Inc
21.11.2016
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Subjects | |
Online Access | Get full text |
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Summary: | Embryonic gene expression intricately reflects anatomical context, developmental stage, and cell type. To address whether the precise spatial origins of cardiac cells can be deduced solely from their transcriptional profiles, we established a genome-wide expression database from 118, 949, and 1,166 single murine heart cells at embryonic day 8.5 (e8.5), e9.5, and e10.5, respectively. We segregated these cells by type using unsupervised bioinformatics analysis and identified chamber-specific genes. Using a random forest algorithm, we reconstructed the spatial origin of single e9.5 and e10.5 cardiomyocytes with 92.0% ± 3.2% and 91.2% ± 2.8% accuracy, respectively (99.4% ± 1.0% and 99.1% ± 1.1% if a ±1 zone margin is permitted) and predicted the second heart field distribution of Isl-1-lineage descendants. When applied to Nkx2-5−/− cardiomyocytes from murine e9.5 hearts, we showed their transcriptional alteration and lack of ventricular phenotype. Our database and zone classification algorithm will enable the discovery of novel mechanisms in early cardiac development and disease.
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•Single-cell RNA-seq uncovers chamber-specific genes in the embryonic mouse heart•Machine learning can infer anatomical context from single-cell transcriptional data•Nkx2-5−/− embryonic mouse cardiomyocytes lack a ventricular transcriptional profile•Embryonic ventricular myocardium display trabecular-compact expression gradients
Cardiogenesis is orchestrated by cell-type- and chamber-specific transcription. Li et al. collected 2,233 single-cell RNA-seq samples from embryonic mouse hearts. This data resource uncovers anatomical patterns of gene expression that enable the deduction of a single-cell sample's anatomical origin, providing insight into developmental perturbations in congenital heart defect models. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Contributed equally with interchangeable authorship position Lead contact |
ISSN: | 1534-5807 1878-1551 |
DOI: | 10.1016/j.devcel.2016.10.014 |