# Integrative single‐cell analysis uncovers distinct tumour microenvironment ecotypes and immune evasion across skin cancers

**Authors:** Lingjuan Huang, Huihui Hou, Xiyuan Zhang, Liang Dong, Wensheng Shi, Mason Liu, Jie Sun, Anil Prakash, Haoqiu Song, Shiyao Pei, Xin Li, Xiang Chen, Shenglin Mei, Mingzhu Yin

PMC · DOI: 10.1002/ctm2.70611 · Clinical and Translational Medicine · 2026-02-04

## TL;DR

This study uses single-cell analysis to uncover immune changes in skin cancers, identifying new cell types and signaling patterns linked to tumor progression and immune evasion.

## Contribution

The study introduces a pan-skin cancer immune remodeling framework and identifies NARS2, NDUFC2, and SPP1 as potential therapeutic targets.

## Key findings

- A malignant NARS2+NDUFC2+ melanoma cell subpopulation is associated with worse survival and reduced MHC-I expression.
- TAMs originate from two sources and show distinct polarization states with different prognostic roles in SCC and melanoma.
- Immune ecotypes transition from T-cell-dominant to desert-like as disease progresses, linked to SPP1+ macrophage signaling.

## Abstract

Skin cancers, including basal cell carcinoma (BCC), squamous cell carcinoma (SCC), cutaneous melanoma (CM) and acral melanoma (AM), exhibit profound heterogeneity in clinical behaviour and therapeutic response. However, how tumour‐immune ecosystems are remodelled across skin cancer types and disease stages, and how these changes influence immune escape and treatment resistance, remain poorly understood.

Here, we integrate single‐cell transcriptomics data from 102 skin cancer samples (including adjacent normal skin, early‐stage and advanced‐stage tumours), with bulk RNA‐seq prognosis cohorts, immunofluorescence staining and in vitro assays to define clinically relevant immune remodelling patterns.

Our analyses identify a malignant NARS2+NDUFC2+
 melanoma cell subpopulation, characterised by reduced MHC‐I expression, enriched in advanced‐stage tumours and associated with worse survival and immunotherapy response. CRISPR screening further showed that NARS2 and NDUFC2 are necessary for the proliferation of melanoma cells, highlighting these genes as potential therapeutic targets. Tumour‐associated macrophages (TAMs) originate from both FCN1
+ monocytes and FOLR2+
 tissue‐resident macrophages, displaying two polarisation states with distinct prognostic associations. Specifically, pro‐inflammatory CXCL9+CXCL10+
 TAMs are enriched in SCC, while tissue‐remodelling SPP1
+ TAMs are predominant in melanoma. Immunofluorescence staining confirmed that SPP1
+ macrophage accumulation correlates with advanced stage, metastasis and poor prognosis in the melanoma cohort. Immune ecotype analysis reveals a transition from ‘T‐cell‐dominant’ ecotypes to ‘desert’ ecotypes as disease advances in BCC, CM and AM. Cell‒cell communication analysis shows that ‘T‐cell‐dominant’ ecotypes have higher MHC‐I signalling pathways in tumour cells, whereas ‘Desert’ ecotypes have higher SPP1+
 macrophage signalling, underlining the role of SPP1 on immune remodelling. Functional assays confirm that melanoma cells could drive M2 polarisation and SPP1 upregulation in macrophages. Knocking down or overexpressing SPP1 correspondingly alters M2 gene expression in macrophages.

This study establishes a pan‐skin cancer immune remodelling framework, providing a foundation for biomarker discovery and the development of new immunotherapy strategies.

Graphical highlights

Tumour subpopulations with high malignancy show reduced interferon signalling and reduced MHC‐I expression.

Tumour‐associated macrophages (TAMs) differentiate into two opposing states: SPP1+ TAMs and CXCL9+ TAMs.

Among immune ecotypes, T‐cell‐enriched ecotypes are linked with high MHC‐I expression in tumour cells while desert ecotypes are accompanied by high SPP1+ TAMs.

SPP1 regulates M2 markers in macrophages validated by functional assays.

## Linked entities

- **Genes:** NARS2 (asparaginyl-tRNA synthetase 2, mitochondrial) [NCBI Gene 79731], NDUFC2 (NADH:ubiquinone oxidoreductase subunit C2) [NCBI Gene 4718], SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696], CXCL9 (C-X-C motif chemokine ligand 9) [NCBI Gene 4283], CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627], MHC-I (BOLA class I histocompatibility antigen, alpha chain BL3-7) [NCBI Gene 100009719], FOLR2 (folate receptor beta) [NCBI Gene 2350], FCN1 (ficolin 1) [NCBI Gene 2219]
- **Diseases:** basal cell carcinoma (MONDO:0005341), squamous cell carcinoma (MONDO:0005096), cutaneous melanoma (MONDO:0005012), acral melanoma (MONDO:0003865)

## Full-text entities

- **Genes:** TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, RACK1 (receptor for activated C kinase 1) [NCBI Gene 10399] {aka GNB2L1, Gnb2-rs1, H12.3, HLC-7, PIG21}, SLC7A11 (solute carrier family 7 member 11) [NCBI Gene 23657] {aka CCBR1, xCT}, KLRK1 (killer cell lectin like receptor K1) [NCBI Gene 22914] {aka CD314, D12S2489E, KLR, NKG2-D, NKG2D}, Vwf (Von Willebrand factor) [NCBI Gene 22371] {aka 6820430P06Rik, B130011O06Rik, C630030D09, F8VWF, VWD}, MMP10 (matrix metallopeptidase 10) [NCBI Gene 4319] {aka SL-2, STMY2}, Mlana (melan-A) [NCBI Gene 77836] {aka A930034P04Rik, Mart1}, NOP53 (NOP53 ribosome biogenesis factor) [NCBI Gene 29997] {aka GLTSCR2, PICT-1, PICT1}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, VCAM1 (vascular cell adhesion molecule 1) [NCBI Gene 7412] {aka CD106, INCAM-100}, RGCC (regulator of cell cycle) [NCBI Gene 28984] {aka C13orf15, RGC-32, RGC32, bA157L14.2}, LAMC2 (laminin subunit gamma 2) [NCBI Gene 3918] {aka B2T, BM600, CSF, EBR2, EBR2A, JEB3A}, CCL20 (C-C motif chemokine ligand 20) [NCBI Gene 6364] {aka CKb4, Exodus, LARC, MIP-3-alpha, MIP-3a, MIP3A}, S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279] {aka 60B8AG, CAGA, CFAG, CGLA, CP-10, L1Ag}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, FN1 (fibronectin 1) [NCBI Gene 2335] {aka CIG, ED-B, FINC, FN, FNZ, GFND}, SPON2 (spondin 2) [NCBI Gene 10417] {aka DIL-1, DIL1, M-SPONDIN, MINDIN}, SELENOP (selenoprotein P) [NCBI Gene 6414] {aka SELP, SEPP, SEPP1, SeP}, Epcam (epithelial cell adhesion molecule) [NCBI Gene 17075] {aka CD326, EGP, EGP-2, Egp314, Ep-CAM, EpCAM1}, KLRB1 (killer cell lectin like receptor B1) [NCBI Gene 3820] {aka CD161, CLEC5B, NKR, NKR-P1, NKR-P1A, NKRP1A}, LAMP3 (lysosome associated membrane protein 3) [NCBI Gene 27074] {aka CD208, DC LAMP, DC-LAMP, DCLAMP, LAMP, LAMP-3}, NARS2 (asparaginyl-tRNA synthetase 2, mitochondrial) [NCBI Gene 79731] {aka DFNB94, SLM5, asnRS}, FOLR2 (folate receptor beta) [NCBI Gene 2350] {aka BETA-HFR, FBP, FBP/PL-1, FR-BETA, FR-P3, FRbeta}, TYROBP (transmembrane immune signaling adaptor TYROBP) [NCBI Gene 7305] {aka DAP12, KARAP, PLOSL, PLOSL1}, BCAM (basal cell adhesion molecule (Lutheran blood group)) [NCBI Gene 4059] {aka AU, B-CAM, CD239, F8/G253, LU, MSK19}, SLC40A1 (solute carrier family 40 member 1) [NCBI Gene 30061] {aka FPN, FPN1, HFE4, IREG1, MST079, MSTP079}, Cd14 (CD14 antigen) [NCBI Gene 12475], Krt14 (keratin 14) [NCBI Gene 16664] {aka CK-14, K14, Krt-1.14, Krt1-14}, PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, CD200 (CD200 molecule) [NCBI Gene 4345] {aka MOX1, MOX2, MRC, OX-2}, GBP1 (guanylate binding protein 1) [NCBI Gene 2633] {aka hGBP1}, LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, CCN3 (cellular communication network factor 3) [NCBI Gene 4856] {aka IBP-9, IGFBP-9, IGFBP9, NOV, NOVh}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, CSF3 (colony stimulating factor 3) [NCBI Gene 1440] {aka C17orf33, CSF3OS, GCSF}, HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122] {aka HLA-DRA1}, DST (dystonin) [NCBI Gene 667] {aka BP240, BPA, BPAG1, CATX-15, CATX15, CMYO29}, APOD (apolipoprotein D) [NCBI Gene 347], CBX4 (chromobox 4) [NCBI Gene 8535] {aka NBP16, PC2}, MGP (matrix Gla protein) [NCBI Gene 4256] {aka GIG36, MGLAP, NTI}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, CXCL3 (C-X-C motif chemokine ligand 3) [NCBI Gene 2921] {aka CINC-2b, GRO3, GROg, MIP-2b, MIP2B, SCYB3}, IFI27 (interferon alpha inducible protein 27) [NCBI Gene 3429] {aka FAM14D, ISG12, ISG12A, P27}, KLRD1 (killer cell lectin like receptor D1) [NCBI Gene 3824] {aka CD94}, KIT (KIT proto-oncogene, receptor tyrosine kinase) [NCBI Gene 3815] {aka C-Kit, CD117, MASTC, PBT, SCFR}, KLF4 (KLF transcription factor 4) [NCBI Gene 9314] {aka EZF, GKLF}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, Pmel (premelanosome protein) [NCBI Gene 20431] {aka D10H12S53E, D12S53Eh, Pmel17, Si, Silv, gp100}, Col1a1 (collagen, type I, alpha 1) [NCBI Gene 12842] {aka Col1a-1, Cola-1, Cola1, Mov-13, Mov13}, MMP11 (matrix metallopeptidase 11) [NCBI Gene 4320] {aka SL-3, ST3, STMY3}, IL24 (interleukin 24) [NCBI Gene 11009] {aka C49A, FISP, IL10B, MDA7, MOB5, ST16}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, SOX10 (SRY-box transcription factor 10) [NCBI Gene 6663] {aka DOM, PCWH, SOX-10, WS2E, WS4, WS4C}, APCDD1 (APC down-regulated 1) [NCBI Gene 147495] {aka B7323, DRAPC1, FP7019, HHS, HTS, HYPT1}, CTSW (cathepsin W) [NCBI Gene 1521] {aka LYPN}, HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868] {aka CD366, HAVcr-2, KIM-3, SPTCL, TIM3, TIMD-3}, IFIT2 (interferon induced protein with tetratricopeptide repeats 2) [NCBI Gene 3433] {aka G10P2, GARG-39, IFI-54, IFI-54K, IFI54, IFIT-2}, Krt17 (keratin 17) [NCBI Gene 16667] {aka K17, Krt1-17}, NELL1 (neural EGFL like 1) [NCBI Gene 4745] {aka IDH3GL}, MYO7A (myosin VIIA) [NCBI Gene 4647] {aka DFNA11, DFNB2, MYOVIIA, MYU7A, NSRD2, USH1B}
- **Diseases:** gastric cancer (MESH:D013274), cytotoxicity (MESH:D064420), advanced (MESH:D020178), AM (MESH:D008545), antigen-presentation cancer (MESH:D009369), SCC (MESH:D002294), CM (MESH:C562393), lymphatic metastasis (MESH:D008207), stage (MESH:D062706), Skin cancers (MESH:D012878), DC (MESH:D054221), BCC (MESH:D002280), inflammatory (MESH:D007249), B16 melanoma (MESH:D008546), metastasis (MESH:D009362), SCC tumour (MESH:D018307)
- **Chemicals:** Puromycin (MESH:D011691), Alexa Fluro 488 (-), SDS (MESH:D012967), PMA (MESH:D013755), lipofectamine 2000 (MESH:C086724), ice (MESH:D007053), ATP (MESH:D000255), streptomycin (MESH:D013307), penicillin (MESH:D010406)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** c3 — Homo sapiens (Human), Huntington's disease, Induced pluripotent stem cell (CVCL_VC74), TSK — Homo sapiens (Human), Clivus chordoma, Cancer cell line (CVCL_B6KJ), THP-1 — Homo sapiens (Human), Childhood acute monocytic leukemia, Cancer cell line (CVCL_0006), B16 — Mus musculus (Mouse), Hybridoma (CVCL_U043), GSM4565823 — Mus musculus (Mouse), Conditionally immortalized cell line (CVCL_E135), SK-MEL-28 — Homo sapiens (Human), Cutaneous melanoma, Cancer cell line (CVCL_0526), P8139 — Homo sapiens (Human), Transformed cell line (CVCL_JC20), HEK293T — Homo sapiens (Human), Transformed cell line (CVCL_0063), Yumm1.7 — Mus musculus (Mouse), Hybridoma (CVCL_C2DU), RAW264.7 — Mus musculus (Mouse), Mouse leukemia, Cancer cell line (CVCL_0493), C11995500BT — Bos taurus (Bovine), Finite cell line (CVCL_WK84), B16-F10 — Mus musculus (Mouse), Mouse melanoma, Cancer cell line (CVCL_0159)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12869349/full.md

## References

54 references — full list in the complete paper: https://tomesphere.com/paper/PMC12869349/full.md

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Source: https://tomesphere.com/paper/PMC12869349