# Molecular Markers Distinguishing Early‐Stage Mycosis Fungoides From Atopic Dermatitis Skin Lesions

**Authors:** Brandon D. Ng, Conor Whelan, Natalia Alkon, Agata Kurowski, Constanze Jonak, Patrick M. Brunner

PMC · DOI: 10.1111/exd.70240 · Experimental Dermatology · 2026-03-26

## TL;DR

This study identifies molecular markers that can distinguish early-stage mycosis fungoides from atopic dermatitis skin lesions using single-cell RNA sequencing.

## Contribution

The study reveals novel transcriptomic features of early-stage mycosis fungoides compared to atopic dermatitis.

## Key findings

- Keratinocytes in mycosis fungoides show increased interferon response and proliferation genes.
- Fibroblasts in mycosis fungoides exhibit tumor-associated gene programs.
- Malignant T-cells in mycosis fungoides express exhaustion-associated markers.

## Abstract

Mycosis fungoides (MF) is the most common type of primary cutaneous T‐cell lymphoma, a disease characterized by malignant T cells that home to the skin. In early stages, clinical presentation is often indistinguishable from benign chronic inflammatory skin diseases such as atopic dermatitis (AD), posing a challenge for proper diagnosis and treatment. Previous studies have established that MF is characterized by the expansion of a single T‐cell clone, whereas benign skin conditions are polyclonal in nature. In this study, we aimed to use single‐cell RNA sequencing data to detect distinct transcriptomic features of early‐stage MF in comparison to AD skin. In early‐stage MF, we observed gene expression differences in cells of both the stroma and the immune system, with keratinocytes exhibiting increased interferon response and proliferation (STAT1, ICAM1, HLA‐DRA, GJB2), while fibroblasts displayed tumour‐associated programs (CXCL2, TNFAIP6, CEBPD). Myeloid cells exhibited expression of immunomodulatory genes (RUNX3, DDIT4, IL4I1), and malignant T‐cells expressed exhaustion‐associated markers (CXCL13, SOCS3, F2R, ETV1), as opposed to AD and healthy control samples. Thus, our results provide a novel insight into the immune‐stroma crosstalk in the tissue microenvironment of early‐stage MF vs. AD skin lesions.

## Linked entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772], ICAM1 (intercellular adhesion molecule 1) [NCBI Gene 3383], HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122], GJB2 (gap junction protein beta 2) [NCBI Gene 2706], CXCL2 (C-X-C motif chemokine ligand 2) [NCBI Gene 2920], TNFAIP6 (TNF alpha induced protein 6) [NCBI Gene 7130], CEBPD (CCAAT enhancer binding protein delta) [NCBI Gene 1052], RUNX3 (RUNX family transcription factor 3) [NCBI Gene 864], DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541], IL4I1 (interleukin 4 induced 1) [NCBI Gene 259307], CXCL13 (C-X-C motif chemokine ligand 13) [NCBI Gene 10563], SOCS3 (suppressor of cytokine signaling 3) [NCBI Gene 9021], F2R (coagulation factor II thrombin receptor) [NCBI Gene 2149], ETV1 (ETS variant transcription factor 1) [NCBI Gene 2115]
- **Diseases:** Mycosis fungoides (MONDO:0009691), Atopic dermatitis (MONDO:0004980)

## Full-text entities

- **Genes:** DUOXA1 (dual oxidase maturation factor 1) [NCBI Gene 90527] {aka NIP, NUMBIP, mol}, LGALS7B (galectin 7B) [NCBI Gene 653499] {aka HKL-14, PI7}, S100A13 (S100 calcium binding protein A13) [NCBI Gene 6284], CXCL14 (C-X-C motif chemokine ligand 14) [NCBI Gene 9547] {aka BMAC, BRAK, KEC, KS1, MIP-2g, MIP2G}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, ETV1 (ETS variant transcription factor 1) [NCBI Gene 2115] {aka ER81}, ICAM1 (intercellular adhesion molecule 1) [NCBI Gene 3383] {aka BB2, CD54, P3.58}, DDIT4 (DNA damage inducible transcript 4) [NCBI Gene 54541] {aka Dig2, REDD-1, REDD1}, CCL20 (C-C motif chemokine ligand 20) [NCBI Gene 6364] {aka CKb4, Exodus, LARC, MIP-3-alpha, MIP-3a, MIP3A}, Ido1 (indoleamine 2,3-dioxygenase 1) [NCBI Gene 15930] {aka Ido, Indo}, GJB2 (gap junction protein beta 2) [NCBI Gene 2706] {aka BAPS, CX26, DFNA3, DFNA3A, DFNB1, DFNB1A}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, Lamp3 (lysosomal-associated membrane protein 3) [NCBI Gene 239739] {aka 1200002D17Rik, Cd208, DC-LAMP, DCLAMP, LAMP, TSC403}, H2 (histocompatibility-2, MHC) [NCBI Gene 111364] {aka H-2, MHC-II}, SDF4 (stromal cell derived factor 4) [NCBI Gene 51150] {aka Cab45, SDF-4}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, COMP (cartilage oligomeric matrix protein) [NCBI Gene 1311] {aka CTS2, EDM1, EPD1, MED, PSACH, THBS5}, DMKN (dermokine) [NCBI Gene 93099] {aka UNQ729, ZD52F10}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301] {aka CO11A1, COLL6, DFNA37, STL2}, AQP3 (aquaporin 3 (Gill blood group)) [NCBI Gene 360] {aka AQP-3, GIL}, TGFBI (transforming growth factor beta induced) [NCBI Gene 7045] {aka BIGH3, CDB1, CDG2, CDGG1, CSD, CSD1}, PRSS53 (serine protease 53) [NCBI Gene 339105] {aka POL3S, UNQ308}, CXCR2 (C-X-C motif chemokine receptor 2) [NCBI Gene 3579] {aka CD182, CDw128b, CMKAR2, IL8R2, IL8RA, IL8RB}, LY6D (lymphocyte antigen 6 family member D) [NCBI Gene 8581] {aka E48, Ly-6D}, S100A9 (S100 calcium binding protein A9) [NCBI Gene 6280] {aka 60B8AG, CAGB, CFAG, CGLB, L1AG, LIAG}, Clec9a (C-type lectin domain family 9, member a) [NCBI Gene 232414] {aka 9830005G06Rik, DNGR-1}, GSTP1 (glutathione S-transferase pi 1) [NCBI Gene 2950] {aka DFN7, FAEES3, GST3, GSTP, GSTP1-1, HEL-S-22}, S100A7 (S100 calcium binding protein A7) [NCBI Gene 6278] {aka PSOR1, S100A7c}, Cd86 (CD86 antigen) [NCBI Gene 12524] {aka B7, B7-2, B7.2, B70, CLS1, Cd28l2}, CXCL1 (C-X-C motif chemokine ligand 1) [NCBI Gene 2919] {aka FSP, GRO1, GROa, MGSA, MGSA-a, NAP-3}, SOCS1 (suppressor of cytokine signaling 1) [NCBI Gene 8651] {aka AISIMD, CIS1, CISH1, JAB, SOCS-1, SSI-1}, S100A14 (S100 calcium binding protein A14) [NCBI Gene 57402] {aka BCMP84, S100A15}, TSPYL2 (TSPY like 2) [NCBI Gene 64061] {aka CDA1, CINAP, CTCL, DENTT, HRIHFB2216, NP79}, HRH2 (histamine receptor H2) [NCBI Gene 3274] {aka H2R, HH2R}, Mogat1 (monoacylglycerol O-acyltransferase 1) [NCBI Gene 68393] {aka 0610030A14Rik, 1110064N14Rik, Dgat2l, Dgat2l1, MGAT1, WI1-2612I11.1}, KRT14 (keratin 14) [NCBI Gene 3861] {aka CK14, EBS1, EBS1A, EBS1B, EBS1C, EBS1D}, TFPT (TCF3 fusion partner) [NCBI Gene 29844] {aka FB1, INO80F, amida}, DSP (desmoplakin) [NCBI Gene 1832] {aka DCWHKTA, DP}, REXO2 (RNA exonuclease 2) [NCBI Gene 25996] {aka CGI-114, REX2, RFN, SFN}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279] {aka 60B8AG, CAGA, CFAG, CGLA, CP-10, L1Ag}, CCL18 (C-C motif chemokine ligand 18) [NCBI Gene 6362] {aka AMAC-1, AMAC1, CKb7, DC-CK1, DCCK1, MIP-4}, IL4 (interleukin 4) [NCBI Gene 3565] {aka BCGF-1, BCGF1, BSF-1, BSF1, IL-4}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, S100A10 (S100 calcium binding protein A10) [NCBI Gene 6281] {aka 42C, ANX2L, ANX2LG, CAL1L, CLP11, Ca[1]}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, KRT16 (keratin 16) [NCBI Gene 3868] {aka CK16, FNEPPK, K16, K1CP, KRT16A, NEPPK}, APCDD1 (APC down-regulated 1) [NCBI Gene 147495] {aka B7323, DRAPC1, FP7019, HHS, HTS, HYPT1}, KRT6B (keratin 6B) [NCBI Gene 3854] {aka CK-6B, CK6B, K6B, KRTL1, PC2, PC4}, GSN (gelsolin) [NCBI Gene 2934] {aka ADF, AGEL, AMYLD4}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CCR6 (C-C motif chemokine receptor 6) [NCBI Gene 1235] {aka BN-1, C-C CKR-6, CC-CKR-6, CCR-6, CD196, CKR-L3}, HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122] {aka HLA-DRA1}, COL7A1 (collagen type VII alpha 1 chain) [NCBI Gene 1294] {aka EBD1, EBDCT, EBR1, NDNC8}, LGALS7 (galectin 7) [NCBI Gene 3963] {aka GAL7, LGALS7A}, CXCL2 (C-X-C motif chemokine ligand 2) [NCBI Gene 2920] {aka CINC-2a, GRO2, GROb, MGSA-b, MIP-2a, MIP2}, S100A6 (S100 calcium binding protein A6) [NCBI Gene 6277] {aka 2A9, 5B10, CABP, CACY, PRA, S10A6}, Serpinb9 (serine (or cysteine) peptidase inhibitor, clade B, member 9) [NCBI Gene 20723] {aka CAP-3, CAP3, PI-9, PI9, Spi6, ovalbumin}, COL6A5 (collagen type VI alpha 5 chain) [NCBI Gene 256076] {aka COL29A1, VWA4}
- **Diseases:** psoriatic (MESH:D015535), tumorigenic (MESH:D002471), Arthritis (MESH:D001168), hepatocellular carcinoma (MESH:D006528), cytotoxicity (MESH:D064420), head and neck, pancreatic, non-small cell lung, and breast cancers (MESH:D002289), MF (MESH:D009182), pancreatic cancer (MESH:D010190), psoriasis (MESH:D011565), colorectal, liver, and gastric cancers (MESH:D015179), HC (MESH:D000067329), Rare Diseases (MESH:D035583), lung cancer (MESH:D008175), tumorigenesis (MESH:D063646), Sezary syndrome (MESH:D012751), metastasis (MESH:D009362), breast cancer (MESH:D001943), benign skin conditions (MESH:D012871), hematologic malignancies (MESH:D019337), inflammation (MESH:D007249), CTCLs (MESH:D016410), TAM (MESH:D020914), MP (MESH:D055501), Musculoskeletal and Skin Diseases (MESH:D009140), Cancer (MESH:D009369), hypoxia (MESH:D000860), AD (MESH:D003876)
- **Chemicals:** tryptophan (MESH:D014364), NAD+ (MESH:D009243), reactive oxygen species (MESH:D017382)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090], Danio rerio (leopard danio, species) [taxon 7955]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

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## References

82 references — full list in the complete paper: https://tomesphere.com/paper/PMC13022068/full.md

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Source: https://tomesphere.com/paper/PMC13022068