eLife Assessment This study provides a comprehensive analysis of gene expression and bioinformatics data, offering important insights into the roles of fibroblasts in cardiac development. The large and well-analyzed single-cell RNA sequencing (scRNA-seq) dataset is compelling and a significant contribution to the field, and will be of broad interest to the scientific community.