# Predicting skin melanoma progression via LAG-3, TIGIT and HAVCR2

**Authors:** Paraskevi Vryza, Ilias Georgakopoulos-Soares, Apostolos Zaravinos

PMC · DOI: 10.1007/s10142-026-01832-0 · Functional & Integrative Genomics · 2026-02-26

## TL;DR

This study explores the roles of LAG3, TIGIT, and HAVCR2 in skin melanoma progression and survival, suggesting they could be new targets for immunotherapy.

## Contribution

The novel contribution is identifying LAG3 and TIGIT as independent prognostic biomarkers in skin melanoma with potential for immunotherapy.

## Key findings

- LAG3 and TIGIT are significantly upregulated in metastatic skin melanoma and associated with improved survival.
- High expression of LAG3 and TIGIT correlates with increased immune infiltration and better prognostic outcomes.
- Epigenetic regulation via promoter hypermethylation reduces expression of these genes, affecting immune modulation.

## Abstract

Skin cutaneous melanoma (SKCM) is a highly aggressive malignancy with increasing global incidence and mortality. While immune checkpoint inhibitors, predominantly PD-1/PD-L1 blockers, have improved outcomes, resistance and immune-related toxicity remain major challenges. Relatlimab, a lymphocyte activation gene-3 (LAG3) inhibitor, in combination with PD-1 inhibitors, has shown clinical promise, while emerging immune regulators such as TIGIT and HAVCR2 are being investigated as potential immunotherapeutic targets. Understanding their roles in SKCM could provide novel therapeutic insights. We investigated the emerging checkpoints LAG3, TIGIT, and HAVCR2 in SKCM using in silico analyses. We analyzed gene expression, immune infiltration, mutational profiles, and methylation patterns using bioinformatic tools, including TIMER, CCLE, Maftools, and UALCAN. Protein expression data were obtained from the Human Protein Atlas, and survival analyses were conducted using Kaplan–Meier plots and Cox regression. Additional molecular and prognostic assessments were performed using MethSurv, Sangerbox, and TISIDB. LAG3, TIGIT, and HAVCR2 were significantly upregulated in SKCM, with higher expression in metastatic compared with primary tumors and associated with improved cumulative survival. Their high expression correlated with increased immune infiltration, particularly by T cells and macrophages, and higher ImmuneScore and StromalScore. Epigenetic regulation through promoter hypermethylation was associated with reduced expression of these genes, suggesting potential immune modulatory mechanisms. Our findings indicate that LAG3, TIGIT, and HAVCR2 may serve as prognostic biomarkers and immunotherapeutic targets in skin melanoma, warranting further investigation. Their roles in immune regulation and tumor progression underscore their relevance in shaping the tumor microenvironment. Future studies should explore their therapeutic potential, particularly in combination with existing immune checkpoint inhibitors, to enhance treatment efficacy. High expression was associated with improved survival; after adjustment for age, AJCC staging, ImmuneScore, and StromalScore, LAG3 and TIGIT showed independent prognostic value, whereas HAVCR2 did not remain significant after FDR correction. Immune-stratified analyses showed that prognostic associations were strongest in immune-high tumors.

The online version contains supplementary material available at 10.1007/s10142-026-01832-0.

## Linked entities

- **Genes:** LAG3 (lymphocyte activating 3) [NCBI Gene 3902], TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633], HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868]

## Full-text entities

- **Genes:** SLAMF7 (SLAM family member 7) [NCBI Gene 57823] {aka 19A, CD319, CRACC, CS1}, NRAS (NRAS proto-oncogene, GTPase) [NCBI Gene 4893] {aka ALPS4, CMNS, N-ras, NCMS, NRAS1, NS6}, VTCN1 (V-set domain containing T cell activation inhibitor 1) [NCBI Gene 79679] {aka B7-H4, B7H4, B7S1, B7X, B7h.5, PRO1291}, CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, LGALS9 (galectin 9) [NCBI Gene 3965] {aka HUAT, LGALS9A}, TNFRSF9 (TNF receptor superfamily member 9) [NCBI Gene 3604] {aka 4-1BB, CD137, CDw137, ILA, IMD109}, IDO1 (indoleamine 2,3-dioxygenase 1) [NCBI Gene 3620] {aka IDO, IDO-1, INDO}, ARID2 (AT-rich interaction domain 2) [NCBI Gene 196528] {aka BAF200, CSS6, SMARCF3, ZIPZAP, p200}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, CDKN2A (cyclin dependent kinase inhibitor 2A) [NCBI Gene 1029] {aka ARF, CAI2, CDK4I, CDKN2, CMM2, INK4}, CXCL9 (C-X-C motif chemokine ligand 9) [NCBI Gene 4283] {aka CMK, Humig, MIG, SCYB9, crg-10}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, IL2RA (interleukin 2 receptor subunit alpha) [NCBI Gene 3559] {aka CD25, IDDM10, IL2R, IMD41, TCGFR, p55}, CCL5 (C-C motif chemokine ligand 5) [NCBI Gene 6352] {aka D17S136E, RANTES, SCYA5, SIS-delta, SISd, TCP228}, MIR6842 (microRNA 6842) [NCBI Gene 102465507] {aka hsa-mir-6842}, MIR6762 (microRNA 6762) [NCBI Gene 102465457] {aka hsa-mir-6762}, TNFRSF18 (TNF receptor superfamily member 18) [NCBI Gene 8784] {aka AITR, CD357, ENERGEN, GITR, GITR-D}, RAC1 (Rac family small GTPase 1) [NCBI Gene 5879] {aka MIG5, MRD48, Rac-1, TC-25, p21-Rac1}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, MITF (melanocyte inducing transcription factor) [NCBI Gene 4286] {aka CMM8, COMMAD, MI, MITF-A, WS2, WS2A}, MIR6726 (microRNA 6726) [NCBI Gene 102465434] {aka hsa-mir-6726}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, ADORA2A (adenosine A2a receptor) [NCBI Gene 135] {aka A2aR, ADORA2, RDC8}, MIR8083 (microRNA 8083) [NCBI Gene 102466879] {aka hsa-mir-8083}, VSIR (V-set immunoregulatory receptor) [NCBI Gene 64115] {aka B7-H5, B7H5, C10orf54, DD1alpha, Dies1, GI24}, HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868] {aka CD366, HAVcr-2, KIM-3, SPTCL, TIM3, TIMD-3}, CD27 (CD27 molecule) [NCBI Gene 939] {aka S152, S152. LPFS2, T14, TNFRSF7, Tp55}, IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417] {aka HEL-216, HEL-S-26, IDCD, IDH, IDP, IDPC}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, ITGB2 (integrin subunit beta 2) [NCBI Gene 3689] {aka CD18, LAD, LCAMB, LFA-1, MAC-1, MF17}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, ICOS (inducible T cell costimulator) [NCBI Gene 29851] {aka AILIM, CD278, CVID1}, MIR215 (microRNA 215) [NCBI Gene 406997] {aka MIRN215, miRNA215, mir-215}, KIR2DL1 (killer cell immunoglobulin like receptor, two Ig domains and long cytoplasmic tail 1) [NCBI Gene 3802] {aka CD158A, KIR-K64, KIR221, NKAT, NKAT-1, NKAT1}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, MIR490 (microRNA 490) [NCBI Gene 574443] {aka MIRN490, hsa-mir-490, miR-490}, GDE1 (glycerophosphodiester phosphodiesterase 1) [NCBI Gene 51573] {aka 363E6.2, MIR16}, PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, MIR7704 (microRNA 7704) [NCBI Gene 102465802] {aka hsa-mir-7704}, CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, MIR4695 (microRNA 4695) [NCBI Gene 100616120], NF1 (neurofibromin 1) [NCBI Gene 4763] {aka NFNS, VRNF, WSS}, BTLA (B and T lymphocyte associated) [NCBI Gene 151888] {aka BTLA1, CD272}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, LAG3 (lymphocyte activating 3) [NCBI Gene 3902] {aka CD223}, MIR3614 (microRNA 3614) [NCBI Gene 100500827] {aka mir-3614}, KIT (KIT proto-oncogene, receptor tyrosine kinase) [NCBI Gene 3815] {aka C-Kit, CD117, MASTC, PBT, SCFR}, MIR23A (microRNA 23a) [NCBI Gene 407010] {aka MIRN23A, hsa-mir-23a, miRNA23A, mir-23a}, KIR2DL3 (killer cell immunoglobulin like receptor, two Ig domains and long cytoplasmic tail 3) [NCBI Gene 3804] {aka CD158B2, CD158b, GL183, KIR-023GB, KIR-K7b, KIR-K7c}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, MEG3 (maternally expressed 3) [NCBI Gene 55384] {aka FP504, GTL2, LINC00023, Lnc-DLK1-35, NCRNA00023, PRO0518}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, TNFRSF4 (TNF receptor superfamily member 4) [NCBI Gene 7293] {aka ACT35, CD134, IMD16, OX40, TXGP1L}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}
- **Diseases:** skin cancer (MESH:D012878), STAD (MESH:D013274), kidney cancer (MESH:D007680), COAD (MESH:D003110), NSCLC (MESH:D002289), HNSC (MESH:D000077195), 4 skin melanomas (MESH:D008545), inflammation (MESH:D007249), osteosarcoma (MESH:D012516), PAAD (MESH:D010190), Tumors (MESH:D009369), UCS (MESH:D002296), READ (MESH:D012004), TGCT (MESH:C563236), metastatic (MESH:D000092182), BRCA (MESH:D001943), Cutaneous melanoma (MESH:C562393), LGG (MESH:D008228), PCPG (MESH:D010673), ESCA (MESH:D004938), ovarian serous cystadenocarcinoma (MESH:D010049), stage IV (MESH:D062706), LIHC (MESH:D006528), C3 (MESH:C565169), C2 (OMIM:217000), KICH (MESH:D002292), GBMT (MESH:D005909), metastasis (MESH:D009362), ALL (MESH:D054198), toxicities (MESH:D064420)
- **Chemicals:** Ipilimumab (MESH:D000074324), Dostarlimab (MESH:C000719628), Relatlimab (MESH:C000721227), Toripalimab (MESH:C000656314), Nivolumab (MESH:D000077594), Tremelimumab (MESH:C520704), Maftools (-), Cemiplimab (MESH:C000627974), Pembrolizumab (MESH:C582435)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** BRAFV600E
- **Cell lines:** SKCM — Canis lupus familiaris (Dog), Canine mastocytoma, Cancer cell line (CVCL_WH42)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12945989/full.md

## References

2 references — full list in the complete paper: https://tomesphere.com/paper/PMC12945989/full.md

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Source: https://tomesphere.com/paper/PMC12945989