Pro-regenerative fingerprints identified in a sub-population of adult mouse cardiomyocytes by integrative single-cell proteomics

BACKGROUND: Recent advances in instrument sensitivity and sample preparation techniques are significantly improving the ability to study the heterogeneity of cell populations at the single-cell level by mass spectrometry-based proteomics. Integrating multiple layers of cellular data offers additional and yet unexplored insights in single-cell proteomics. In regenerative research, cardiomyocyte proliferation driven by the overexpression of the Myc transcription factor has been described, however, it has not yet been investigated at single-cell resolution. RESULTS: By using an optimized adult cardiomyocytes isolation procedure from mouse models and taking advantage of the integrative capabilities of the iSanXoT application, we are able to minimize batch effects and cell size-related biases, obtain quantitative subcellular compartment information and detect protein alterations within subcellular compartments, as it had not yet been defined for this methodology. This approach enhances data quantification accuracy and facilitates biological interpretation. We show that the Myc transcription factor switches the expression profile of metabolic enzymes and expands a subpopulation of adult cardiomyocytes with a pro-regenerative signature. CONCLUSIONS: We demonstrate that different layers of information can properly pattern the proteomic phenotype of single-cells. The analysis of single-cardiomyocyte data with the integrative statistical framework of iSanXoT provided important clues to understand the impact of Myc transcription factor in provoking different immaturity and pro-regenerative signatures in adult mouse cardiomyocytes. The cellular heterogeneity exerted by mouse cardiomyocytes upon Myc overexpression demonstrates the relevance of conducting regenerative studies at the single-cell level for precisely defining the amplitude of this response in the heart.

Authors

Institutions

Publication Details

Journal
Genome biology
Published
2026-05-22
DOI
https://doi.org/10.1186/s13059-026-04110-1
Primary Topic
Congenital heart defects research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Pro-regenerative fingerprints identified in a sub-population of adult mouse cardiomyocytes by integrative single-cell proteomics

Ákos Végvári, Consuelo Marín‐Vicente, Rocío Sierra, Sandra Martín-Salamanca et al.
Genome biology
Congenital heart defects research
article

Pro-regenerative fingerprints identified in a sub-population of adult mouse cardiomyocytes by integrative single-cell proteomics

Ákos Végvári, Consuelo Marín‐Vicente, Rocío Sierra, Sandra Martín-Salamanca, Cristina Villa del Campo, José Manuel Rodríguez, J Vazquez, C Torroja, Miguel Torres, Enrique Calvo, Roman A. Zubarev
article en

Abstract

BACKGROUND: Recent advances in instrument sensitivity and sample preparation techniques are significantly improving the ability to study the heterogeneity of cell populations at the single-cell level by mass spectrometry-based proteomics. Integrating multiple layers of cellular data offers additional and yet unexplored insights in single-cell proteomics. In regenerative research, cardiomyocyte proliferation driven by the overexpression of the Myc transcription factor has been described, however, it has not yet been investigated at single-cell resolution. RESULTS: By using an optimized adult cardiomyocytes isolation procedure from mouse models and taking advantage of the integrative capabilities of the iSanXoT application, we are able to minimize batch effects and cell size-related biases, obtain quantitative subcellular compartment information and detect protein alterations within subcellular compartments, as it had not yet been defined for this methodology. This approach enhances data quantification accuracy and facilitates biological interpretation. We show that the Myc transcription factor switches the expression profile of metabolic enzymes and expands a subpopulation of adult cardiomyocytes with a pro-regenerative signature. CONCLUSIONS: We demonstrate that different layers of information can properly pattern the proteomic phenotype of single-cells. The analysis of single-cardiomyocyte data with the integrative statistical framework of iSanXoT provided important clues to understand the impact of Myc transcription factor in provoking different immaturity and pro-regenerative signatures in adult mouse cardiomyocytes. The cellular heterogeneity exerted by mouse cardiomyocytes upon Myc overexpression demonstrates the relevance of conducting regenerative studies at the single-cell level for precisely defining the amplitude of this response in the heart.

Genome biology
Sechenov University (RU), Spanish National Centre for Cardiovascular Research (ES), Karolinska Institutet (SE), Centro de Investigación en Red en Enfermedades Cardiovasculares (ES), Spanish National Centre for Cardiovascular Research (ES)
Openalex Percentile: Top 8%
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.