# The Fibro-Immune Landscape Across Organs: A Single-Cell Comparative Study of Human Fibrotic Diseases

**Authors:** Guofei Deng, Yusheng Luo, Xiaorong Lin, Yuzhi Zhang, Yuqing Lin, Yuxi Pan, Yueheng Ruan, Xiaocong Mo, Shuo Fang

PMC · DOI: 10.3390/ijms27042017 · 2026-02-20

## TL;DR

This study uses single-cell RNA sequencing to compare fibrotic tissues across four organs, revealing shared and organ-specific immune and fibroblast interactions that could guide precision therapies.

## Contribution

The paper presents a cross-organ single-cell atlas of fibrotic diseases, uncovering conserved and organ-specific fibro-immune interactions and signaling pathways.

## Key findings

- Fibroblasts dominate ECM production in liver and lung, while endothelial-derived stromal cells are key in heart and kidney.
- Immune infiltration patterns vary by organ, with distinct macrophage polarization, T cell subsets, and B cell heterogeneity.
- Organ-specific signaling programs include TGF-β/TNF-α in heart, NOTCH/mTOR in kidney, glycolysis/ROS in lung, and KRAS/interferon in liver.

## Abstract

Fibrosis is a hallmark of the tumor microenvironment in many solid cancers, driving tumor progression, immune evasion, and treatment resistance; however, the molecular and cellular mechanisms underlying fibrogenesis—particularly stromal–immune crosstalk across organs—remain incompletely understood, compounded by organ-specific heterogeneity and a lack of reliable immune-related biomarkers. To address this, we performed an integrative single-cell RNA sequencing (scRNA-seq) analysis of fibrotic tissues from four major organs—liver, lung, heart, and kidney—alongside non-fibrotic controls, applying unsupervised clustering, trajectory inference, cell–cell communication modeling, and gene set variation analysis (GSVA) to map the fibro-immune landscape. Our analysis revealed both conserved and organ-specific features: fibroblasts were the dominant extracellular matrix (ECM)-producing cells in liver and lung, whereas endothelial-derived stromal populations prevailed in heart and kidney. Immune profiling uncovered distinct infiltration patterns—macrophages displayed organ-specific polarization states; T cells were enriched for tissue-resident subsets in lung and mucosal-associated invariant T (MAIT) cells in liver; and B cells exhibited marked heterogeneity, including a pathogenic interferon-responsive subset prominent in pulmonary fibrosis. GSVA further identified divergent signaling programs across organs and lineages, including TGF-β/TNF-α in the heart, NOTCH/mTOR in the kidney, glycolysis/ROS in the lung, and KRAS/interferon pathways in the liver. Cell–cell communication analysis highlighted robust crosstalk between macrophages, T/B cells, and stromal cells mediated by collagen, laminin, and CXCL signaling axes. Together, this cross-organ atlas delineates a highly heterogeneous fibro-immune ecosystem in human fibrotic diseases, revealing shared mechanisms alongside organ-specific regulatory networks, with immediate translational implications for precision anti-fibrotic therapy, immunomodulatory drug repurposing, and the development of context-specific biomarkers for clinical stratification and therapeutic monitoring.

## Linked entities

- **Genes:** TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040], TNF (tumor necrosis factor) [NCBI Gene 7124], Notch (neurogenic locus notch homolog) [NCBI Gene 100616083], MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475], KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845], ifna2 (interferon alpha 2) [NCBI Gene 100136436]
- **Diseases:** pulmonary fibrosis (MONDO:0002771)

## Full-text entities

- **Genes:** GATA3 (GATA binding protein 3) [NCBI Gene 2625] {aka HDR, HDRS}, Krt8 (keratin 8) [NCBI Gene 16691] {aka Card2, EndoA, K8, Krt-2.8, Krt2-8, TROMA-1}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, FCN1 (ficolin 1) [NCBI Gene 2219] {aka FCNM}, NKG7 (natural killer cell granule protein 7) [NCBI Gene 4818] {aka GIG1, GMP-17, p15-TIA-1}, STAT4 (signal transducer and activator of transcription 4) [NCBI Gene 6775] {aka DPMC, SLEB11}, MZB1 (marginal zone B and B1 cell specific protein) [NCBI Gene 51237] {aka MEDA-7, PACAP, pERp1}, XBP1 (X-box binding protein 1) [NCBI Gene 7494] {aka TREB-5, TREB5, XBP-1, XBP2}, DERL3 (derlin 3) [NCBI Gene 91319] {aka C22orf14, IZP6, LLN2, derlin-3}, BACH2 (BACH transcriptional regulator 2) [NCBI Gene 60468] {aka BTBD25, IMD60}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 1236] {aka BLR2, CC-CKR-7, CCR-7, CD197, CDw197, CMKBR7}, TNFRSF17 (TNF receptor superfamily member 17) [NCBI Gene 608] {aka BCM, BCMA, CD269, TNFRSF13A}, VCAN (versican) [NCBI Gene 1462] {aka CSPG2, ERVR, GHAP, PG-M, WGN, WGN1}, SIGLEC1 (sialic acid binding Ig like lectin 1) [NCBI Gene 6614] {aka CD169, SIGLEC-1, SN}, Krt19 (keratin 19) [NCBI Gene 16669] {aka CK-19, EndoC, K19, Krt-1.19, Krt1-19}, HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122] {aka HLA-DRA1}, PTK2 (protein tyrosine kinase 2) [NCBI Gene 5747] {aka FADK, FADK 1, FAK, FAK1, FRNK, PPP1R71}, AXL (AXL receptor tyrosine kinase) [NCBI Gene 558] {aka ARK, AXL3, JTK11, Tyro7, UFO}, Krt18 (keratin 18) [NCBI Gene 16668] {aka CK18, K18, Krt1-18}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279] {aka 60B8AG, CAGA, CFAG, CGLA, CP-10, L1Ag}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, JCHAIN (joining chain of multimeric IgA and IgM) [NCBI Gene 3512] {aka IGCJ, IGJ, JCH}, Dcn (decorin) [NCBI Gene 13179] {aka DC, DSPG2, PG40, PGII, PGS2, SLRR1B}, Cd3e (CD3 antigen, epsilon polypeptide) [NCBI Gene 12501] {aka CD3, CD3epsilon, T3e}, TCL1A (TCL1 family AKT coactivator A) [NCBI Gene 8115] {aka TCL1}, Cd38 (CD38 antigen) [NCBI Gene 12494] {aka ADPRC 1, Cd38-rs1, I-19}, CD9 (CD9 molecule) [NCBI Gene 928] {aka BTCC-1, DRAP-27, MIC3, MRP-1, TSPAN-29, TSPAN29}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, TNFSF13B (TNF superfamily member 13b) [NCBI Gene 10673] {aka BAFF, BLYS, CD257, TALL-1, TALL1, THANK}, Vwf (Von Willebrand factor) [NCBI Gene 22371] {aka 6820430P06Rik, B130011O06Rik, C630030D09, F8VWF, VWD}, Cd19 (CD19 antigen) [NCBI Gene 12478], GNLY (granulysin) [NCBI Gene 10578] {aka D2S69E, LAG-2, LAG2, NKG5, TLA519}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, Ms4a1 (membrane-spanning 4-domains, subfamily A, member 1) [NCBI Gene 12482] {aka Cd20, Ly-44, Ms4a2}, LEF1 (lymphoid enhancer binding factor 1) [NCBI Gene 51176] {aka ECTD1, ECTD17, LEF-1, TCF10, TCF1ALPHA, TCF7L3}, Cxcl1 (C-X-C motif chemokine ligand 1) [NCBI Gene 14825] {aka Fsp, Gro1, KC, Mgsa, N51, Scyb1}, LOXL2 (lysyl oxidase like 2) [NCBI Gene 4017] {aka LOR, LOR2, WS9-14}, CD14 (CD14 molecule) [NCBI Gene 929], RPL17 (ribosomal protein L17) [NCBI Gene 6139] {aka DBA22, L17, PD-1, RPL23, uL22}, MRC1 (mannose receptor C-type 1) [NCBI Gene 4360] {aka CD206, CLEC13D, CLEC13DL, MMR, MRC1L1, bA541I19.1}, Rgs5 (regulator of G-protein signaling 5) [NCBI Gene 19737] {aka 1110070A02Rik}, Pdgfra (platelet derived growth factor receptor, alpha polypeptide) [NCBI Gene 18595] {aka CD140a, Pdgfr-2}, Kit (Kit proto-oncogene receptor tyrosine kinase) [NCBI Gene 16590] {aka Bs, CD117, Fdc, Gsfsco1, Gsfsco5, Gsfsow3}, Ms4a2 (membrane-spanning 4-domains, subfamily A, member 2) [NCBI Gene 14126] {aka FcRB, Fce1b, Fcer1b, Fcrbeta, Ms4a1, fcERI}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, MSR1 (macrophage scavenger receptor 1) [NCBI Gene 4481] {aka CD204, SCARA1, SR-A, SR-AI, SR-AII, SR-AIII}, IGLL5 (immunoglobulin lambda like polypeptide 5) [NCBI Gene 100423062] {aka IGLV, VL-MAR}, HSP90B1 (heat shock protein 90 beta family member 1) [NCBI Gene 7184] {aka ECGP, GP96, GRP94, HEL-S-125m, HEL35, TRA1}, Cd3d (CD3 antigen, delta polypeptide) [NCBI Gene 12500] {aka T3d}, TBX21 (T-box transcription factor 21) [NCBI Gene 30009] {aka IMD88, T-PET, T-bet, TBET, TBLYM}, IGHD (immunoglobulin heavy constant delta) [NCBI Gene 3495], CD69 (CD69 molecule) [NCBI Gene 969] {aka AIM, BL-AC/P26, CLEC2C, EA1, GP32/28, MLR-3}, CXCR3 (C-X-C motif chemokine receptor 3) [NCBI Gene 2833] {aka CD182, CD183, CKR-L2, CMKAR3, GPR9, IP10-R}, Acta2 (actin alpha 2, smooth muscle, aorta) [NCBI Gene 11475] {aka 0610041G09Rik, Actvs, SMAalpha, SMalphaA, a-SMA, alphaSMA}, Cd79a (CD79A antigen (immunoglobulin-associated alpha)) [NCBI Gene 12518] {aka Ig-alpha, Iga, Igalpha, Ly-54, Ly54, mb-1}, IFI44L (interferon induced protein 44 like) [NCBI Gene 10964] {aka C1orf29, GS3686, TLDC5B}
- **Diseases:** Cardiac fibrosis (MESH:D005355), Fibrotic Conditions (MESH:D020763), chronic inflammation (MESH:D007249), injury to (MESH:D014947), Fibrotic Diseases (MESH:D004194), sclerotic diseases (MESH:C538213), GEO (MESH:D001039), deaths (MESH:D003643), cancer (MESH:D009369), T (MESH:D001260), atrial fibrillation (MESH:D001281), IPF (MESH:D054990), ECM (MESH:C535509), chronic kidney disease (MESH:D051436), cirrhotic liver (MESH:D008103), Kidney fibrosis (MESH:D007674), fibrotic lesions (MESH:D009059), cardiac and renal fibrogenic (MESH:D006331), tumorigenesis (MESH:D063646), hepatic and pulmonary fibrosis (MESH:D011658), hepatic fibrogenesis (MESH:D056486), LAMs (MESH:D011017), immune complex-mediated injury (MESH:D007105), tissue injury (MESH:D017695), damage (MESH:D020263)
- **Chemicals:** dichloroacetate (MESH:D003999), methanol (MESH:D000432), paraffin (MESH:D010232), I-K (-), hydrogen peroxide (MESH:D006861), oxygen (MESH:D010100), EDTA (MESH:D004492), pirfenidone (MESH:C093844), xylene (MESH:D014992), metformin (MESH:D008687), TRIzol (MESH:C411644), lipid (MESH:D008055), PFA (MESH:C003043), PBS (MESH:D007854), 3,3'-diaminobenzidine (MESH:D015100), ROS (MESH:D017382), nintedanib (MESH:C530716), ethanol (MESH:D000431)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12940318/full.md

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Source: https://tomesphere.com/paper/PMC12940318