# Characterizing tumor microenvironment heterogeneity in EBV+ nTNKL vs ENKTL using spatial transcriptomics and MIF

**Authors:** Siyu Qian, Zeyuan Wang, Yue Zhang, Wanyue Zhao, Honghan Qiao, Xiaoyan Feng, Yukai Duan, Boyuan Su, Shifeng Hao, Zhenzhen Yang, Mingzhi Zhang, Qingjiang Chen, Guannan Wang, Shenglei Li, Xudong Zhang

PMC · DOI: 10.3389/fimmu.2026.1717844 · Frontiers in Immunology · 2026-02-11

## TL;DR

This study compares the tumor environments of two rare lymphomas using advanced techniques, revealing distinct immune and molecular features that could guide future treatments.

## Contribution

The paper provides the first detailed characterization of the tumor microenvironment in EBV+ nTNKL compared to ENKTL using spatial transcriptomics and MIF.

## Key findings

- ENKTL shows immune-desert features with high neutrophil enrichment, while EBV+ nTNKL has an immune-active microenvironment with cytotoxic T cells.
- Distinct signaling programs were identified, including TGF-β/BMP interactions in ENKTL and CXCL/CCL–GPCR communication in EBV+ nTNKL.
- EBV+ nTNKL is associated with poor survival but can respond to immune checkpoint inhibitors or CAR-T therapy in some patients.

## Abstract

Epstein–Barr virus (EBV)-positive nodal T/NK-cell lymphoma (EBV+ nTNKL) has recently been delineated in the WHO-HAEM5 classification as a distinct and exceptionally rare entity. Its biology and clinical trajectory remain obscure relative to Extranodal NK/T-cell lymphoma (ENKTL).

We applied spatial transcriptomics and multiplex immunofluorescence to representative ENKTL and EBV+ nTNKL specimens, integrating these data with a retrospective clinical cohort of 14 EBV+ nTNKL patients—constituting one of the largest series described to date.

Spatial transcriptomics revealed fundamental differences between ENKTL and EBV+ nTNKL. ENKTL, of NK-cell origin, displayed higher malignant cell density, neutrophil enrichment, and an immune-desert phenotype, whereas EBV+ nTNKL, of T-cell origin, showed reduced tumor burden, B-cell enrichment, and an immune-active microenvironment with abundant cytotoxic T cells and PD-1/PD-L1 expression. Intercellular communication analyses further highlighted distinct signaling programs—TGF-β/BMP-driven tumor–neutrophil interactions in ENKTL versus CXCL/CCL–GPCR-mediated macrophage crosstalk in EBV+ nTNKL. In a retrospective cohort of 14 EBV+ nTNKL patients, the disease was frequently complicated by hemophagocytic lymphohistiocytosis and conferred significantly inferior survival, although selected patients achieved durable responses with immune checkpoint inhibitors or CAR-T therapy.

This study delineates the immunologic and molecular architectures of ENKTL and EBV+ nTNKL, providing rare insights into this understudied lymphoma. Despite limited sampling, these findings underscore the central role of EBV latency programs and tissue context in shaping tumor ecology and suggest avenues for subtype-tailored therapeutic strategies.

## Linked entities

- **Proteins:** PDCD1 (programmed cell death 1), CD274 (CD274 molecule), TGFB1 (transforming growth factor beta 1), dpp (decapentaplegic), CRYGC (crystallin gamma C), FZD4 (frizzled class receptor 4)
- **Diseases:** hemophagocytic lymphohistiocytosis (MONDO:0015540)

## Full-text entities

- **Genes:** AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, STAT3 (signal transducer and activator of transcription 3) [NCBI Gene 6774] {aka ADMIO, ADMIO1, APRF, HIES}, KRT20 (keratin 20) [NCBI Gene 54474] {aka CD20, CK-20, CK20, K20, KRT21}, TET2 (tet methylcytosine dioxygenase 2) [NCBI Gene 54790] {aka IMD75, KIAA1546, MDS}, ECSCR (endothelial cell surface expressed chemotaxis and apoptosis regulator) [NCBI Gene 641700] {aka ARIA, ECSM2}, TIA1 (TIA1 cytotoxic granule associated RNA binding protein) [NCBI Gene 7072] {aka ALS26, TIA-1, WDM}, GPR166P (G protein-coupled receptor 166, pseudogene) [NCBI Gene 442206] {aka GPCR, PGR9}, IGHA1 (immunoglobulin heavy constant alpha 1) [NCBI Gene 3493] {aka IgA1}, EP300 (EP300 lysine acetyltransferase) [NCBI Gene 2033] {aka KAT3B, MKHK2, RSTS2, p300}, NCAM1 (neural cell adhesion molecule 1) [NCBI Gene 4684] {aka CD56, MSK39, NCAM}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, NR4A1 (nuclear receptor subfamily 4 group A member 1) [NCBI Gene 3164] {aka GFRP1, HMR, N10, NAK-1, NGFIB, NP10}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, KRT19 (keratin 19) [NCBI Gene 3880] {aka CK19, K19, K1CS}, ADGRE1 (adhesion G protein-coupled receptor E1) [NCBI Gene 2015] {aka EMR1, TM7LN3}, CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 3576] {aka GCP-1, GCP1, IL8, LECT, LUCT, LYNAP}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, TAP1 (transporter 1, ATP binding cassette subfamily B member) [NCBI Gene 6890] {aka ABC17, ABCB2, APT1, D6S114E, MHC1D1, PSF-1}, IGKC (immunoglobulin kappa constant) [NCBI Gene 3514] {aka HCAK1, IGKCD, Km}, IDO1 (indoleamine 2,3-dioxygenase 1) [NCBI Gene 3620] {aka IDO, IDO-1, INDO}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, KMT2D (lysine methyltransferase 2D) [NCBI Gene 8085] {aka AAD10, ALR, BCAHH, CAGL114, KABUK1, KMS}, DDX3X (DEAD-box helicase 3 X-linked) [NCBI Gene 1654] {aka CAP-Rf, DBX, DDX14, DDX3, HLP2, MRX102}, MGA (MAX dimerization protein MGA) [NCBI Gene 23269] {aka MAD5, MXD5, POF26}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, APOD (apolipoprotein D) [NCBI Gene 347], FBLN1 (fibulin 1) [NCBI Gene 2192] {aka FBLN, FIBL1}, NKG7 (natural killer cell granule protein 7) [NCBI Gene 4818] {aka GIG1, GMP-17, p15-TIA-1}, LYZ (lysozyme) [NCBI Gene 4069] {aka AMYLD5, LYZF1, LZM}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, ALB (albumin) [NCBI Gene 213] {aka FDAHT, HSA, PRO0883, PRO0903, PRO1341}, COL3A1 (collagen type III alpha 1 chain) [NCBI Gene 1281] {aka EDS4A, EDSVASC, PMGEDSV}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, CD79B (CD79b molecule) [NCBI Gene 974] {aka AGM6, B29, IGB, Igbeta}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, KLRC4 (killer cell lectin like receptor C4) [NCBI Gene 8302] {aka NKG2-F, NKG2F}, CD69 (CD69 molecule) [NCBI Gene 969] {aka AIM, BL-AC/P26, CLEC2C, EA1, GP32/28, MLR-3}, IGHG1 (immunoglobulin heavy constant gamma 1 (G1m marker)) [NCBI Gene 3500], PIK3CD (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit delta) [NCBI Gene 5293] {aka APDS, IMD14, IMD14A, IMD14B, P110DELTA, PI3K}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, BMP1 (bone morphogenetic protein 1) [NCBI Gene 649] {aka OI13, PCOLC, PCP, TLD}, ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243] {aka ABC20, CD243, CLCS, ENPAT, GP170, MDR1}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, BCOR (BCL6 corepressor) [NCBI Gene 54880] {aka ANOP2, MAA2, MCOPS2}, GZMM (granzyme M) [NCBI Gene 3004] {aka LMET1, MET1}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, HSPB1 (heat shock protein family B (small) member 1) [NCBI Gene 3315] {aka CMT2F, HEL-S-102, HMN2B, HMND3, HS.76067, HSP27}, AQP1 (aquaporin 1 (Colton blood group)) [NCBI Gene 358] {aka AQP-CHIP, CHIP28, CO}, G0S2 (G0/G1 switch 2) [NCBI Gene 50486], CRYGEP (crystallin gamma E, pseudogene) [NCBI Gene 200575] {aka CCL, CRYG5, CRYGEP1, D2S1472, G2}
- **Diseases:** EBV (MESH:D020031), disease (MESH:D004194), inflammatory (MESH:D007249), HLH (MESH:D051359), Cancer (MESH:D009369), lymphadenopathy (MESH:D008206), ENKTL (MESH:D054391), Burkitt lymphoma (MESH:D002051), fever (MESH:D005334), CRS (MESH:D003398), NK/T-cell lymphomas (MESH:D016399), latency III (MESH:C537189), immunodeficiency (MESH:D007153), death (MESH:D003643), nodal (MESH:D013611), cytotoxic (MESH:D064420), EBV-associated lymphoproliferative disorders (MESH:D008232), B-cell lymphoma (MESH:D016393), chronic rhinitis (MESH:D012220), lymph node involvement (MESH:D000072717), lymphoma (MESH:D008223), PD (MESH:D018450), CNV (OMIM:610141), Chronic rhinosinusitis (MESH:D000092562), chronic (MESH:D002908)
- **Chemicals:** paraffin (MESH:D010232), phosphate (MESH:D010710), P (MESH:D010758), Gemox (MESH:C508870), arachidonic acid (MESH:D016718), GDP (MESH:D006153), CHOP (-), Hematoxylin (MESH:D006416), fatty acid (MESH:D005227), eosin (MESH:D004801), calcium (MESH:D002118), Formalin (MESH:D005557), DAPI (MESH:C007293)
- **Species:** human gammaherpesvirus 4 (Epstein Barr virus, no rank) [taxon 10376], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** T96S
- **Cell lines:** ENKTL — Rattus norvegicus (Rat), Rat hepatocellular carcinoma, Cancer cell line (CVCL_1D01)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12933425/full.md

## References

46 references — full list in the complete paper: https://tomesphere.com/paper/PMC12933425/full.md

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Source: https://tomesphere.com/paper/PMC12933425