# Dynamic changes in lactate-related genes in microglia and their role in immune cell interactions after ischemic stroke

**Authors:** Jinzhong Yao, Huan Deng, Peng Wang, Bo Li, Zaisheng Qin

PMC · DOI: 10.1515/med-2025-1178 · 2025-04-15

## TL;DR

The study explores how lactate-related genes in microglia change after a stroke and how they interact with immune cells during recovery.

## Contribution

The study identifies specific lactate-related genes in microglia and their dynamic roles in acute and chronic phases of stroke.

## Key findings

- Nine lactate-related genes were identified, with Spp1, C1qbp, and Myc highly expressed in microglia.
- C1qbp and Myc are important in the acute phase, while Spp1 affects both acute and chronic stroke phases.
- Microglia subclusters and immune cell infiltration analysis revealed gene-immune cell associations.

## Abstract

This study aims to elucidate the dynamic changes in lactate-related genes (LRGs) in microglia following ischemic stroke (IS) and their associations with immune cells.

We performed differential expression analysis on bulk-sequencing (GSE30655 and GSE35338) and scRNA-seq data (GSE174574) to identify differentially expressed genes. These genes were intersected with lactate genes from MSigDB to identify post-stroke LRGs. We used t-SNE to visualize LRG distribution across cell types and selected microglia for cell–cell communication, pseudo time, and functional enrichment analyses. These findings were integrated with the GSE225948 scRNA-seq dataset to examine LRG trends in the chronic phase of IS. Finally, CIBERSORT was used to explore immune cell infiltration changes and LRG-immune cell associations post-IS.

Nine LRGs were identified, including Spp1, Per2, Col4a1, Sfxn4, C1qbp, Myc, Apln, Cdo1, and Cav1, with Spp1, C1qbp, and Myc highly expressed in microglia. C1qbp and Myc are crucial in the acute phase, while Spp1 impacts both acute and chronic phases of IS. Microglia subcluster analysis revealed four subclusters (MG0-MG3). Immune cell infiltration analysis showed significant associations between these genes and immune cells.

In summary, Spp1, C1qbp, and Myc are LRGs that are predominantly expressed in microglia and play regulatory roles in various stages of IS.

## Linked entities

- **Genes:** SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696], PER2 (period circadian regulator 2) [NCBI Gene 8864], COL4A1 (collagen type IV alpha 1 chain) [NCBI Gene 1282], SFXN4 (sideroflexin 4) [NCBI Gene 119559], C1QBP (complement C1q binding protein) [NCBI Gene 708], MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609], APLN (apelin) [NCBI Gene 8862], CDO1 (cysteine dioxygenase type 1) [NCBI Gene 1036], CAV1 (caveolin 1) [NCBI Gene 857]
- **Diseases:** ischemic stroke (MONDO:1060198)

## Full-text entities

- **Genes:** COL4A1 (collagen type IV alpha 1 chain) [NCBI Gene 1282] {aka BSVD, BSVD1, COL4A1s, PADMAL, RATOR}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, APLN (apelin) [NCBI Gene 8862] {aka APEL, XNPEP2}, PER2 (period circadian regulator 2) [NCBI Gene 8864] {aka FASPS, FASPS1}, CAV1 (caveolin 1) [NCBI Gene 857] {aka BSCL3, CGL3, LCCNS, MSTP085, PPH3, VIP21}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, CDO1 (cysteine dioxygenase type 1) [NCBI Gene 1036] {aka CDO-I}, C1QBP (complement C1q binding protein) [NCBI Gene 708] {aka COXPD33, GC1QBP, HABP1, SF2AP32, SF2p32, gC1Q-R}, SFXN4 (sideroflexin 4) [NCBI Gene 119559] {aka BCRM1, COXPD18, SLC56A4}
- **Diseases:** IS (MESH:D002544)
- **Chemicals:** lactate (MESH:D019344)

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12032981/full.md

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Source: https://tomesphere.com/paper/PMC12032981