# Divergent CD45+ immune landscapes shape the lung tumor microenvironment

**Authors:** Selma Dizdarević, René Wiegandt, Andreas Weigert, Thorsten Stiewe, Bastian Eul, Stefan Guenther, Friedrich Grimminger, Werner Seeger, Soni Savai Pullamsetti, Mario Looso, Kati Turkowski, Rajkumar Savai

PMC · DOI: 10.3389/fimmu.2026.1765833 · Frontiers in Immunology · 2026-02-09

## TL;DR

This study explores how different immune cell landscapes in lung tumors affect cancer progression and treatment potential.

## Contribution

The paper provides a detailed single-cell analysis of CD45+ immune cells in two lung tumor models, revealing distinct immune landscapes.

## Key findings

- LLC1 tumors show B cell expansion and inflammatory programs, while KrasLA2 tumors exhibit metabolic rewiring and balanced immune composition.
- Subclustering identified specialized immune cell subsets with distinct transcriptional and signaling features in each tumor model.
- Ligand-receptor analyses revealed divergent intercellular communication networks in LLC1 and KrasLA2 tumors.

## Abstract

The lung tumor microenvironment (TME) plays a crucial role in the progression and metastasis of lung cancer. It consists of various cell types that interact in complex ways to influence tumor behavior. CD45+ cells, as a component of the TME, have complex and multifaceted roles in lung cancer. The balance between the anti-tumor and pro-tumor functions of CD45+ cells can significantly affect lung cancer outcomes. Understanding these roles is essential for developing targeted therapies that harness the beneficial effects of CD45+ cells while mitigating their harmful effects.

We performed single-cell RNA sequencing of sorted CD45+ immune cells from healthy lungs, orthotopic LLC1 tumors, and KrasLA2 (Kras) genetically engineered tumors. Analyses included immune composition, transcriptional programs, differentiation trajectories, metabolic states, and ligand-receptor-based intercellular communication networks.

Four major immune compartments, B cells, T cells, NK cells, and macrophages, underwent model-specific remodeling. LLC1 tumors showed B cell expansion and T and NK cell reduction, with inflammatory, stress-response, and NF−κB/TNF-dominant programs. KrasLA2 tumors retained a balanced immune composition but exhibited metabolic rewiring, elevated antigen-presentation signatures, and selective intercellular signaling. Subclustering revealed specialized changes across B cell (resting, mature, pre-Bcr, late pro-B, plasma), T cell (Cd4+, Cd8+, memory, activated, Treg, Th17), NK cell (Fcgr3high, Fcgr3low, Xcl1+), and macrophage (Ace+, Bcr+, Ccr2+, Cd3+, metabolic, MHCII+) subsets. Ligand-receptor analyses highlighted dense inflammatory networks in LLC1 tumors versus metabolically tuned signaling in KrasLA2 tumors.

Distinct CD45+ immune landscapes, characterized by inflammatory suppression in LLC1 and metabolic adaptation in KrasLA2 tumors, shape lung tumor biology. This atlas identifies genotype-specific immune vulnerabilities with potential relevance for precision immunotherapy in non-small cell lung cancer.

## Linked entities

- **Genes:** KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], TNF (tumor necrosis factor) [NCBI Gene 7124], CD4 (CD4 molecule) [NCBI Gene 920], CD8A (CD8 subunit alpha) [NCBI Gene 925], treG (TreG) [NCBI Gene 54970398], FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214], XCL1 (X-C motif chemokine ligand 1) [NCBI Gene 6375], ACE (angiotensin I converting enzyme) [NCBI Gene 1636], BCR (BCR activator of RhoGEF and GTPase) [NCBI Gene 613], CCR2 (C-C motif chemokine receptor 2) [NCBI Gene 729230], cd.3 (Cd.3 conserved hypothetical protein) [NCBI Gene 1258599], H2 (histocompatibility-2, MHC) [NCBI Gene 111364]
- **Diseases:** lung cancer (MONDO:0005138), non-small cell lung cancer (MONDO:0005233)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Stk17b (serine/threonine kinase 17b (apoptosis-inducing)) [NCBI Gene 98267] {aka 3110009A03Rik, Drak2}, Il4 (interleukin 4) [NCBI Gene 16189] {aka BSF-1, Il-4}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, Vegfa (vascular endothelial growth factor A) [NCBI Gene 22339] {aka L-VEGF, Vegf, Vpf}, Iglc1 (immunoglobulin lambda constant 1) [NCBI Gene 110785] {aka Clambda1, Igl-C1}, Ddx5 (DEAD box helicase 5) [NCBI Gene 13207] {aka 2600009A06Rik, G17P1, HUMP68, Hlr1, p68}, Cd79a (CD79A antigen (immunoglobulin-associated alpha)) [NCBI Gene 12518] {aka Ig-alpha, Iga, Igalpha, Ly-54, Ly54, mb-1}, Hspa8 (heat shock protein family A (Hsp70) member 8) [NCBI Gene 15481] {aka 2410008N15Rik, Hsc70, Hsc71, Hsc73, Hsp73, Hspa10}, Ier3 (immediate early response 3) [NCBI Gene 15937] {aka IEX-1, cI-3, gly96}, Mtor (mechanistic target of rapamycin kinase) [NCBI Gene 56717] {aka 2610315D21Rik, FRAP, FRAP2, Frap1, RAFT1, RAPT1}, Hif1a (hypoxia inducible factor 1, alpha subunit) [NCBI Gene 15251] {aka HIF-1-alpha, HIF1-alpha, HIF1alpha, MOP1, bHLHe78}, S100a6 (S100 calcium binding protein A6 (calcyclin)) [NCBI Gene 20200] {aka 2A9, 5B10, CALCYCLIN, Cacy, PRA}, Lgals3 (lectin, galactose binding, soluble 3) [NCBI Gene 16854] {aka GBP, L-34, Mac-2, gal3}, H2 (histocompatibility-2, MHC) [NCBI Gene 111364] {aka H-2, MHC-II}, Itgb1 (integrin beta 1 (fibronectin receptor beta)) [NCBI Gene 16412] {aka 4633401G24Rik, CD29, Fnrb, Gm9863, gpIIa}, Btg2 (BTG anti-proliferation factor 2) [NCBI Gene 12227] {aka APRO1, Pc3, TIS21}, Il10 (interleukin 10) [NCBI Gene 16153] {aka CSIF, If2a, Il-10}, Ccr2 (C-C motif chemokine receptor 2) [NCBI Gene 12772] {aka Cc-ckr-2, Ccr2a, Ccr2b, Ckr2, Ckr2a, Ckr2b}, Selplg (selectin, platelet (p-selectin) ligand) [NCBI Gene 20345] {aka CD162, Psgl-1, Psgl1, Selp1, Selpl}, Cd3d (CD3 antigen, delta polypeptide) [NCBI Gene 12500] {aka T3d}, Serf2 (small EDRK-rich factor 2) [NCBI Gene 378702] {aka Msmac1l, m4F5rel}, Lgals1 (lectin, galactose binding, soluble 1) [NCBI Gene 16852] {aka Gal-1, Galbp, L-14.5, L14, Lect14, galectin-1}, Mir703 (microRNA 703) [NCBI Gene 735265] {aka Mirn703, mir-703, mmu-mir-703}, Gm12503 (predicted pseudogene 12504) [NCBI Gene 115489981] {aka Gm12504}, Dynll1 (dynein light chain LC8-type 1) [NCBI Gene 56455] {aka Dlc8, Dnclc1, Pin}, Uba52 (ubiquitin A-52 residue ribosomal protein fusion product 1) [NCBI Gene 22186] {aka Cep52, D8Ertd21e, Gm1863, Rps27a, Ubb, Ubc}, Fcr (Fc receptor) [NCBI Gene 109615], Pim1 (Pim1, proto-oncogene, serine/threonine kinase) [NCBI Gene 18712] {aka Pim-1}, Fau (FAU ubiquitin like and ribosomal protein S30 fusion) [NCBI Gene 14109] {aka MNSFB, MNSFbeta}, Thy1 (thymus cell antigen 1, theta) [NCBI Gene 21838] {aka CD90, T25, Thy-1, Thy-1.2, Thy1.1, Thy1.2}, Dusp2 (dual specificity phosphatase 2) [NCBI Gene 13537] {aka PAC1}, Gem (GTP binding protein overexpressed in skeletal muscle) [NCBI Gene 14579], Crlf3 (cytokine receptor-like factor 3) [NCBI Gene 54394] {aka Creme9, Cytor4}, S1pr1 (sphingosine-1-phosphate receptor 1) [NCBI Gene 13609] {aka Edg1, Lpb1, S1p, S1p1}, Btg1 (BTG anti-proliferation factor 1) [NCBI Gene 12226], Gpr141 (G protein-coupled receptor 141) [NCBI Gene 353346] {aka PGR13}, Cd69 (CD69 antigen) [NCBI Gene 12515] {aka 5830438K24Rik, AIM, VEA}, Pdcd4 (programmed cell death 4) [NCBI Gene 18569] {aka D19Ucla1, Ma3, Tis}, Gnai2 (G protein subunit alpha i2) [NCBI Gene 14678] {aka Galphai2, Gia, Gnai-2, Hg1c}, Srgn (serglycin) [NCBI Gene 19073] {aka Prg, Prg1, Sgc}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Tmsb10 (thymosin beta 10) [NCBI Gene 19240] {aka Ptmb10, Tb10}, Kras (Kras proto-oncogene, GTPase) [NCBI Gene 16653] {aka K-Ras, K-Ras 2, K-ras, Ki-ras, Kras-2, Kras2}, Klrd1 (killer cell lectin-like receptor, subfamily D, member 1) [NCBI Gene 16643] {aka CD94}, Mapk1 (mitogen-activated protein kinase 1) [NCBI Gene 26413] {aka 9030612K14Rik, ERK, Erk2, MAPK2, PRKM2, Prkm1}, Ldha (lactate dehydrogenase A) [NCBI Gene 16828] {aka Ldh1, Ldhm, l7R2}, Arf4 (ARF GTPase 4) [NCBI Gene 11843], Peli1 (pellino 1) [NCBI Gene 67245] {aka 2810468L03Rik, A930031K15Rik, D11Ertd676e}, Tgfbi (transforming growth factor, beta induced) [NCBI Gene 21810] {aka 68kDa, Beta-ig, big-h3}, Snrpg (small nuclear ribonucleoprotein polypeptide G) [NCBI Gene 68011] {aka 2810024K17Rik, SMG, sm-G, snRNP-G}, Cxcl2 (C-X-C motif chemokine ligand 2) [NCBI Gene 20310] {aka CINC-2a, GROb, Gro2, MIP-2, MIP-2a, Mgsa-b}, Actr3 (ARP3 actin-related protein 3) [NCBI Gene 74117] {aka 1200003A09Rik, Arp3}, Bcr (BCR activator of RhoGEF and GTPase) [NCBI Gene 110279] {aka 5133400C09Rik, mKIAA3017}, Ifitm3 (interferon induced transmembrane protein 3) [NCBI Gene 66141] {aka 1110004C05Rik, Cd225, Cdw217, DSPA2b, Fgls, IP15}, Lyz2 (lysozyme 2) [NCBI Gene 17105] {aka Lys, Lysm, Lyzf2, Lyzs, Lzm, Lzm-s1}, Tnfaip3 (tumor necrosis factor, alpha-induced protein 3) [NCBI Gene 21929] {aka A20, Tnfip3}, Adgre1 (adhesion G protein-coupled receptor E1) [NCBI Gene 13733] {aka DD7A5-7, EGF-TM7, Emr1, F4/80, Gpf480, Ly71}, Mir29a (microRNA 29a) [NCBI Gene 387222] {aka Mirn29a, mir-29a, mmu-mir-29a}, Cd3e (CD3 antigen, epsilon polypeptide) [NCBI Gene 12501] {aka CD3, CD3epsilon, T3e}, Gm14303 (ribosomal protein S29 pseudogene) [NCBI Gene 629957]
- **Diseases:** metastatic (MESH:D000092182), cytotoxic (MESH:D064420), derived (MESH:C536408), Lung cancer (MESH:D008175), Tumor (MESH:D009369), adenocarcinoma (MESH:D000230), tumorigenic (MESH:D002471), colorectal tumors (MESH:D015179), chronic inflammation (MESH:D007249), fibrosis (MESH:D005355), metastasis (MESH:D009362), squamous cell carcinoma (MESH:D002294), NSCLC (MESH:D002289), solid (MESH:D018250), hypoxia (MESH:D000860), metabolic dysfunction (MESH:D008659), hepatocellular carcinoma (MESH:D006528), Lung adenocarcinoma (MESH:D000077192)
- **Chemicals:** 7-AAD (MESH:C025942), xylene (MESH:D014992), choline (MESH:D002794), inositol phosphate (MESH:D007295), phosphatidylinositol (MESH:D010716), glycerophospholipid (MESH:D020404), platinum (MESH:D010984), PI (MESH:D011419), N-glycan (-), amino sugar (MESH:D000606), paraffin (MESH:D010232), methanol (MESH:D000432), formalin (MESH:D005557), 4',6-diamidino-2-phenylindole (MESH:C007293), branched-chain amino acid (MESH:D000597), lysine (MESH:D008239), oligonucleotide (MESH:D009841), PBS (MESH:D007854), alcohols (MESH:D000438), lipid (MESH:D008055), water (MESH:D014867), glutathione (MESH:D005978)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** Cd4+ T — Homo sapiens (Human), Transformed cell line (CVCL_IX06), C57BL/6 — Mus musculus (Mouse), Transformed cell line (CVCL_C0MU), KrasLA2 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_A628), /6J — Homo sapiens (Human), Cutaneous melanoma, Cancer cell line (CVCL_W797), LLC1 — Mus musculus (Mouse), Malignant tumors of the mouse pulmonary system, Cancer cell line (CVCL_4358)

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12926470/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12926470/full.md

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Source: https://tomesphere.com/paper/PMC12926470