In silico analysis of putative interactions identifies fibroblasts as hubs for cell–cell communication during early regeneration of the zebrafish heart

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: 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.

Authors

Institutions

Publication Details

Journal
Developmental Dynamics
Published
2026-06-09
DOI
https://doi.org/10.1002/dvdy.70158
Primary Topic
Congenital heart defects research
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

In silico analysis of putative interactions identifies fibroblasts as hubs for cell–cell communication during early regeneration of the zebrafish heart

María Galardi‐Castilla, Eva van Rooij, Nadia Mercader, I J Marques et al.
Developmental Dynamics
Congenital heart defects research
article

In silico analysis of putative interactions identifies fibroblasts as hubs for cell–cell communication during early regeneration of the zebrafish heart

María Galardi‐Castilla, Eva van Rooij, Nadia Mercader, I J Marques, Prateek Arora, João A. S. Carvalho, Louk Timmer
article en

Abstract

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: 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.

Developmental Dynamics
University of Bern (CH), Bern University of Applied Sciences (CH), University Hospital of Bern (CH), Instituto de Salud Carlos III (ES), University Medical Center Utrecht (NL), Hubrecht Institute for Developmental Biology and Stem Cell Research (NL)
University of Bern, Horizon 2020 Framework Programme
Openalex Percentile: Top 10%
Congenital heart defects research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.