# Glomerular cell atlas of multi-disease model revealed the characteristic changes of glomerular cell subtypes in diseases

**Authors:** Yan Huang, Shuo Li, Shuying Li, Shuzhong Duan, Lan Huang, Jing Wang, Liangyan Ma, Ce Liu, Qilin Chen

PMC · DOI: 10.3389/fimmu.2026.1763345 · Frontiers in Immunology · 2026-02-24

## TL;DR

This study maps changes in glomerular cells across different kidney diseases, revealing shared and disease-specific patterns that could guide targeted therapies.

## Contribution

The paper introduces a multi-disease cellular landscape of glomerular cells, identifying disease-specific and shared molecular signatures in cell subtypes.

## Key findings

- Podocytes show injury-associated subsets with distinct gene expression patterns in different disease models.
- Mesangial cells exhibit common injury-related gene expression across diseases but also have disease-specific subsets.
- Glomerular endothelial cells display similar molecular changes across diseases without forming disease-specific subtypes.

## Abstract

Although a range of glomerular diseases profoundly affect glomerulus-associated cells, a comprehensive understanding of their molecular alterations is still lacking. Here, we performed in-depth analysis of glomerular data from mouse models of primary and secondary glomerulopathies and constructed a multi-disease cellular landscape of glomerular cells. We identified a putative subset of proliferative glomerular endothelial cells(gECs) that highly expresses genetic susceptibility genes associated with multiple glomerular diseases. Podocytes exhibited shared injury-associated cell types across different disease models. A podocyte subset highly expressing Endou, Cd200, Lgmn, Il18, Dmpk, and Spon2 was predominantly derived from ob/ob mice, whereas another podocyte subset with high expression of Selenbp1, Lpar1, S100a8, S100a9, and Sult1a1 was mainly observed in adriamycin-induced mice. Mesangial cells shared common injury-related alterations across diseases (high expression of Cxcl1, egr1, hspa1b, socs3 and dnajb1), while ob/ob mice exhibited a distinct mesangial cell subset (high expression of aldh1a2, thbs1 and fbln5). In contrast, the gECs displayed similar molecular changes across different diseases without giving rise to disease-specific subtypes. Intercellular ligand-receptor analysis underpins the recruitment of immune cells by injured mesangial cells and podocytes via specific engagement of pairs such as CXCL and MIF, respectively. Our study systematically elucidates the molecular alterations of glomerulus-associated cells across various diseases, providing a foundation and strategic insights for future targeted therapies tailored to specific glomerular disease contexts.

## Linked entities

- **Genes:** ENDOU (endonuclease, poly(U) specific) [NCBI Gene 8909], CD200 (CD200 molecule) [NCBI Gene 4345], LGMN (legumain) [NCBI Gene 5641], IL18 (interleukin 18) [NCBI Gene 3606], DMPK (DM1 protein kinase) [NCBI Gene 1760], SPON2 (spondin 2) [NCBI Gene 10417], SELENBP1 (selenium binding protein 1) [NCBI Gene 8991], LPAR1 (lysophosphatidic acid receptor 1) [NCBI Gene 1902], S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279], S100A9 (S100 calcium binding protein A9) [NCBI Gene 6280], SULT1A1 (sulfotransferase family 1A member 1) [NCBI Gene 6817], CXCL1 (C-X-C motif chemokine ligand 1) [NCBI Gene 2919], EGR1 (early growth response 1) [NCBI Gene 1958], HSPA1B (heat shock protein family A (Hsp70) member 1B) [NCBI Gene 3304], SOCS3 (suppressor of cytokine signaling 3) [NCBI Gene 9021], DNAJB1 (DnaJ heat shock protein family (Hsp40) member B1) [NCBI Gene 3337], ALDH1A2 (aldehyde dehydrogenase 1 family member A2) [NCBI Gene 8854], THBS1 (thrombospondin 1) [NCBI Gene 7057], FBLN5 (fibulin 5) [NCBI Gene 10516]
- **Chemicals:** adriamycin (PubChem CID 31703)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Lgmn (legumain) [NCBI Gene 19141] {aka AEP, Prsc1}, Egr1 (early growth response 1) [NCBI Gene 13653] {aka A530045N19Rik, ETR103, Egr-1, Krox-1, Krox-24, Krox24}, Il18 (interleukin 18) [NCBI Gene 16173] {aka Igif, Il-18}, Lpar1 (lysophosphatidic acid receptor 1) [NCBI Gene 14745] {aka Edg2, Gpcr26, Kdt2, lpA1, vzg-1}, Thbs1 (thrombospondin 1) [NCBI Gene 21825] {aka TSP-1, TSP1, Thbs-1, tbsp1}, Endou (endonuclease, polyU-specific) [NCBI Gene 19011] {aka Pp11r, Tcl-30}, Dnajb1 (DnaJ heat shock protein family (Hsp40) member B1) [NCBI Gene 81489] {aka 0610007I11Rik, DjB1, HSPF1, Hdj1, Hsp40}, Socs3 (suppressor of cytokine signaling 3) [NCBI Gene 12702] {aka Cis3, Cish3, EF-10, Ef10, SSI-3, Ssi3}, Fbln5 (fibulin 5) [NCBI Gene 23876] {aka A55, DANCE, EVEC}, Sult1a1 (sulfotransferase family 1A, phenol-preferring, member 1) [NCBI Gene 20887] {aka PST, ST1A1, ST1A4, Stp, Stp1, mSTp1}, Selenbp1 (selenium binding protein 1) [NCBI Gene 20341] {aka Lp56, Lpsb, MTO, SBP56}, Cd200 (CD200 molecule) [NCBI Gene 17470] {aka Mox2, OX2}, Mif (macrophage migration inhibitory factor (glycosylation-inhibiting factor)) [NCBI Gene 17319] {aka DER6, GIF, Glif}, Spon2 (spondin 2, extracellular matrix protein) [NCBI Gene 100689] {aka 2310045I24Rik, M-spondin, Mindin, Mspondin}, Dmpk (dystrophia myotonica-protein kinase) [NCBI Gene 13400] {aka DM, DMK, Dm15, MDPK, MT-PK}, S100a8 (S100 calcium binding protein A8 (calgranulin A)) [NCBI Gene 20201] {aka 60B8Ag, B8Ag, CFAg, CP-10, Caga, MRP8}, Hspa1b (heat shock protein family A (Hsp70) member 1B) [NCBI Gene 15511] {aka HSP70B1, Hsp70, Hsp70-1, Hsp70.1, hsp68}, Cxcl1 (C-X-C motif chemokine ligand 1) [NCBI Gene 14825] {aka Fsp, Gro1, KC, Mgsa, N51, Scyb1}, S100a9 (S100 calcium binding protein A9 (calgranulin B)) [NCBI Gene 20202] {aka 60B8Ag, BEE22, Cagb, GAGB, L1Ag, MRP14}, Aldh1a2 (aldehyde dehydrogenase family 1, subfamily A2) [NCBI Gene 19378] {aka Aldh1a7, Raldh1, Raldh2}
- **Diseases:** glomerular disease (MESH:D007674)
- **Chemicals:** adriamycin (MESH:D004317)
- **Species:** Mus musculus (house mouse, species) [taxon 10090]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12971660/full.md

## References

55 references — full list in the complete paper: https://tomesphere.com/paper/PMC12971660/full.md

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Source: https://tomesphere.com/paper/PMC12971660