# Single‐Cell Transcriptomics Reveals Dynamic Cellular Interactions and Molecular Mechanisms in Myocardial Infarction Recovery

**Authors:** Jianfeng Zhao, Junhui Gong, Cunzhi Zhu

PMC · DOI: 10.1155/ijog/4888573 · 2026-03-06

## TL;DR

This study uses single-cell RNA sequencing to map the cellular and molecular changes during heart recovery after a heart attack, identifying key cell types and signaling pathways involved in repair.

## Contribution

The study provides a high-resolution, dynamic view of cell interactions and gene expression patterns during myocardial infarction recovery.

## Key findings

- Multiple cell types, including macrophages and fibroblasts, show distinct temporal gene expression patterns during heart repair.
- Macrophages are identified as key orchestrators of repair through intercellular communication networks.
- The MIF signaling pathway is highly active in post-MI repair, with chemokine-secreting cells and fibroblasts as major contributors.

## Abstract

Repair and remodeling following myocardial infarction (MI) are complex processes with a wide array of cellular and molecular mechanisms; however, the cell source mediating repair is still poorly understood in terms of heterogeneity and temporal dynamics.

We performed a single‐cell RNA sequencing (scRNA‐seq) analysis of cardiac tissues from different time points post‐MI, as well as in gene knockout (ChrisKO) and health control groups. The data were mined by UMAP and t‐SNE dimension reduction visualization, pseudotime trajectory analysis, cell communication network analysis, and gene expression pattern cluster.

A collection of cell types contributing to cardiac repair was identified, including fibroblasts, macrophages, endothelial cells, and cardiomyocytes that each expressed gene markers and showed temporal distributions associated with distinct injury phases. Pseudotime trajectory analysis identified a continuous change in cellular state from inflammatory to reparative phase, with immune cells in early stages and tissue repair cells at latter stages. The activation of macrophage migration inhibitory factor (MIF) signaling pathway is highly involved in repair after MI, where chemokine‐secreting cells and cardiac fibroblasts act as major MIF signal sources. Network analysis of the intercellular communication revealed that macrophages are key orchestrators of repair. When analyzing branch‐specific gene expression, we found that several important regulatory factors including Atpdv1h, Lypla1, Mrpl15, Tcea1, Apoa, Cldn1, Dpep1, and Map had changing trends at different phases during regeneration.

Our study profiled a panoramic landscape of cellular and molecular dynamics after MI at single‐cell resolution, demonstrating key cell communication networks and regulatory genes that present novel targets for developing therapeutic strategy toward cardiac repair.

## Linked entities

- **Genes:** LYPLA1 (lysophospholipase 1) [NCBI Gene 10434], MRPL15 (mitochondrial ribosomal protein L15) [NCBI Gene 29088], TCEA1 (transcription elongation factor A1) [NCBI Gene 6917], APOA1 (apolipoprotein A1) [NCBI Gene 335], CLDN1 (claudin 1) [NCBI Gene 9076], DPEP1 (dipeptidase 1) [NCBI Gene 1800], SGSM3 (small G protein signaling modulator 3) [NCBI Gene 27352]
- **Diseases:** myocardial infarction (MONDO:0005068)

## Full-text entities

- **Genes:** CSF1R (colony stimulating factor 1 receptor) [NCBI Gene 1436] {aka BANDDOS, C-FMS, CD115, CSF-1R, CSFR, FIM2}, GSK3B (glycogen synthase kinase 3 beta) [NCBI Gene 2932], AXIN2 (axin 2) [NCBI Gene 8313] {aka AXIL, ODCRCS}, S100A10 (S100 calcium binding protein A10) [NCBI Gene 6281] {aka 42C, ANX2L, ANX2LG, CAL1L, CLP11, Ca[1]}, MRPL15 (mitochondrial ribosomal protein L15) [NCBI Gene 29088] {aka HSPC145, L15mt, MRP-L15, MRP-L7, RPML7, uL15m}, ALAS2 (5'-aminolevulinate synthase 2) [NCBI Gene 212] {aka ALAS-E, ALASE, ANH1, ASB, SIDBA1, XLDPP}, TCEA1 (transcription elongation factor A1) [NCBI Gene 6917] {aka GTF2S, SII, TCEA, TF2S, TFIIS}, CD74 (CD74 molecule) [NCBI Gene 972] {aka CLIP, DHLAG, HLADG, II, Ia-GAMMA, p33}, EHD3 (EH domain containing 3) [NCBI Gene 30845] {aka PAST3}, Mif (macrophage migration inhibitory factor (glycosylation-inhibiting factor)) [NCBI Gene 17319] {aka DER6, GIF, Glif}, ACKR3 (atypical chemokine receptor 3) [NCBI Gene 57007] {aka CMKOR1, CXC-R7, CXCR-7, CXCR7, GPR159, RDC-1}, DPEP1 (dipeptidase 1) [NCBI Gene 1800] {aka MBD1, MDP, RDP}, CDKN2A (cyclin dependent kinase inhibitor 2A) [NCBI Gene 1029] {aka ARF, CAI2, CDK4I, CDKN2, CMM2, INK4}, RPS5 (ribosomal protein S5) [NCBI Gene 6193] {aka S5, uS7}, KRT6B (keratin 6B) [NCBI Gene 3854] {aka CK-6B, CK6B, K6B, KRTL1, PC2, PC4}, LYPLA1 (lysophospholipase 1) [NCBI Gene 10434] {aka APT-1, APT1, LPL-I, LPL1, hAPT1}, CD34 (CD34 molecule) [NCBI Gene 947], MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, APOA1 (apolipoprotein A1) [NCBI Gene 335] {aka AMYLD3, HPALP2, apo(a)}, CD44 (CD44 molecule (IN blood group)) [NCBI Gene 960] {aka CDW44, CSPG8, ECM-III, ECMR-III, H-CAM, HCELL}, MMP3 (matrix metallopeptidase 3) [NCBI Gene 4314] {aka CHDS6, MMP-3, SL-1, STMY, STMY1, STR1}, TCF7 (transcription factor 7) [NCBI Gene 6932] {aka TCF-1}, CD2 (CD2 molecule) [NCBI Gene 914] {aka LFA-2, SRBC, T11}, MYB (MYB proto-oncogene, transcription factor) [NCBI Gene 4602] {aka Cmyb, c-myb, c-myb_CDS, efg}, CLDN1 (claudin 1) [NCBI Gene 9076] {aka CLD1, ILVASC, SEMP1}, LEF1 (lymphoid enhancer binding factor 1) [NCBI Gene 51176] {aka ECTD1, ECTD17, LEF-1, TCF10, TCF1ALPHA, TCF7L3}, KRT16 (keratin 16) [NCBI Gene 3868] {aka CK16, FNEPPK, K16, K1CP, KRT16A, NEPPK}, GPX3 (glutathione peroxidase 3) [NCBI Gene 2878] {aka GPx-P, GSHPx-3, GSHPx-P}, MFAP5 (microfibril associated protein 5) [NCBI Gene 8076] {aka AAT9, MAGP-2, MAGP2, MFAP-5, MP25}, CYFIP1 (cytoplasmic FMR1 interacting protein 1) [NCBI Gene 23191] {aka P140SRA-1, SHYC, SRA-1, SRA1}
- **Diseases:** infarcted (MESH:D007238), heart failure (MESH:D006333), myocardial injury (MESH:D009202), cardiac remodeling (MESH:D020257), cardiac injury (MESH:D006331), necrotic (MESH:D009336), inflammation (MESH:D007249), fibrosis (MESH:D005355), MI (MESH:D009203), ischemic injury (MESH:D017202)
- **Chemicals:** lipid (MESH:D008055)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Figures

31 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12966613/full.md

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Source: https://tomesphere.com/paper/PMC12966613