Key result
In silico meta-analysis reveals fibroblasts and endothelial cells as signaling hubs during zebrafish heart regeneration.
Why the study?
During zebrafish heart regeneration, multiple cell types accumulate and cardiomyocytes reenter the cell cycle, but how these different cell types communicate to coordinate regeneration remains to be understood.
Meta-Analysis
In silico analysis reveals that fibroblasts and endothelial cells act as signaling hubs to coordinate early heart regeneration in zebrafish.
May guide fibroblast-targeted regenerative therapies; leaves open validation in mammalian models.
Background The zebrafish heart regenerates upon injury. During injury response, fibroblasts and endothelial cells accumulate at the site of damage, and cardiomyocyte cell cycle reentry allows cardiac muscle regrowth. It is relevant to understand how the different cell types communicate with each other to coordinate regeneration.Results We present an in silico meta-analysis of ligand-receptor (LR) interactions among periostin b+ fibroblasts, kdlr+ endothelial cells, sox10-derived and rest of ventricular cardiomyocytes, at 7 days post-injury. Using bulk RNA-seq data sets from fluorophore-activated cell-sorted populations, we selected for differentially expressed genes encoding LR pairs. Human-centric interaction data from the OmniPath database were adapted to zebrafish data through ortholog mapping to reconstruct a comprehensive interactome. We observed that fibroblasts and, to a lesser extent, endothelial cells emerged as signaling hubs, while cardiomyocytes primarily acted as signal recipients. Network analysis, combining PageRank, expression change, and literature-based novelty, revealed both known and novel candidate genes in regeneration, and allowed pathway enrichment analysis. An interactive web tool enables exploration of the ranked interaction data set, providing a systematic resource to guide future functional studies.Conclusions This study provides a systematic and unbiased map of regenerative signaling in the zebrafish heart, establishing a resource to guide functional investigations.
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Carvalho et al. (2026) conducted a meta-analysis in Zebrafish heart regeneration. In silico meta-analysis of ligand-receptor interactions was evaluated on Ligand-receptor interactions among cardiac cell types. In silico meta-analysis of ligand-receptor interactions revealed that fibroblasts and endothelial cells act as signaling hubs during early zebrafish heart regeneration.
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