Evidence map›Paper›PMID 41859105›Full record

ArticleFrontiers in immunology2026

Integrated spatial transcriptomics and single-cell RNA sequencing reveal Lars2-mediated spatiotemporal dynamics of myocardial remodeling in a mouse model of transverse aortic constriction.

Hanwen Ni, Feng Liang, Huanhuan Huo, Xuechao Feng, Ben He

Abstract read
In one paragraph

Article in Frontiers in immunology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. The pathophysiological role of MiRNAs in heart failure.Frontiers in cardiovascular medicine · 2026
    Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Hanwen Ni *Department of Cardiology, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Feng Liang *Department of Cardiology, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Huanhuan Huo *Department of Cardiology, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Xuechao FengNational Engineering Center for Biochip at Shanghai, Shanghai, China.
Ben HeDepartment of Cardiology, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Pressure overload-induced myocardial hypertrophy is associated with complex spatial and temporal remodeling of cardiac cell populations. However, the spatial organization of these changes and their dynamic transcriptional programs remain incompletely understood. Integrating spatial transcriptomics with single-cell RNA sequencing enables a comprehensive characterization of cardiac remodeling at high cellular and spatial resolution. Methods: Heart tissues were obtained from transverse aortic constriction (TAC) mouse models at different stages of disease progression (TAC-2w, TAC-4w, and TAC-6w). Spatial transcriptomics and single-cell RNA sequencing were performed, followed by large-scale bioinformatics analyses to evaluate spatial cellular distribution, alterations in cellular composition, and gene expression dynamics associated with pressure overload. Results: Spatial transcriptomics revealed a largely preserved spatial distribution of major cardiac cell populations across TAC stages, despite substantial changes in cellular composition. The most prominent alterations were observed in cluster 1, primarily involving fibroblasts and macrophages. Single-cell RNA sequencing demonstrated that most notable changes in cellular composition occurred at the TAC-4w stage, characterized by reduced fibroblast and macrophage populations and increased immune cell subsets, including neutrophils and T cells. By TAC-6w, cellular composition partially returned to a pattern similar to that observed at TAC-2w. Integrated spatial and single-cell analyses identified cluster 1 as a key microenvironment undergoing dynamic remodeling, driven predominantly by T cells and macrophages. Several genes, including Discussion: This study provides a spatially resolved and cell-specific transcriptomic characterization of myocardial hypertrophy in the TAC mouse model. The findings highlight dynamic immune-stromal interactions during pressure overload-induced remodeling and identify

Indexed as

CardiomegalyVentricular RemodelingAnimalsDisease Models, AnimalGene Expression ProfilingMaleMiceMice, Inbred C57BLSequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisSpatial TranscriptomicsTranscriptomecardiac hypertrophyLARS2macrophagessingle-cell RNA sequencingspatial transcriptomics

Identifiers

PMID41859105
PMCPMC12996057

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.