# Transcriptomic signatures in peripheral CD4+T-lymphocytes may reflect melanoma staging and immunotherapy responsiveness prior to ICI initiation

**Authors:** Eleni Palli, Matthieu Lavigne, Panagiotis Verginis, Themis Alissafi, Amalia Anastasopoulou, Georgios Lyrarakis, John M. Kirkwood, Helen Gogas, Dimitrios C. Ziogas

PMC · DOI: 10.3389/fimmu.2025.1529707 · Frontiers in Immunology · 2025-03-28

## TL;DR

This study identifies gene expression patterns in CD4+T-cells that may help predict melanoma stage and response to immunotherapy before treatment starts.

## Contribution

The study introduces transcriptomic signatures in peripheral CD4+T-cells as potential biomarkers for melanoma staging and immunotherapy response.

## Key findings

- Differential gene expression in CD4+T-cells distinguishes stage III from IV melanoma patients.
- Transcriptomic profiles correlate with immunotherapy response, identifying early progressors and long responders.
- Key pathways like immune effector processing and IFN signaling are linked to treatment resistance.

## Abstract

Promoting adaptive immunity with ICIs has drastically improved melanoma prognosis, but not for all patients. Some cases relapse in the first few months, while others keep durable benefit, even after immunotherapy discontinuation. To identify cellular/molecular signatures in peripheral blood that could differentiate advanced from metastatic melanoma and predict dynamics for primary/secondary immune escape, we examined 100 consecutive patients with stage III/IV melanoma scheduled to start ICIs.

At melanoma diagnosis, a multiparameter flow cytometric analysis and purification scheme using standard conjugated antibodies were performed for all individuals prior to ICI initiation. In each stage(III/IV) according to their RFS/PFS, we retrospectively selected the cases with the clearest clinical outcomes and focused our analysis on the extreme responders(n=7) and non-responders(n=7) to characterize the transcriptomes of circulating CD4+T-cells by bulk RNA-seq, Differential Expression Analysis(DEA)and Gene Ontology(GO)enrichment analysis. Based on our selected patient cohort, we examined for differentially expressed genes(DEGs)and key-pathways that appear preferentially activated in stage III vs. IV melanoma, and in long vs. short immunotherapy responders.

Although circulating immune-cells did not numerically differ in both sets of analysis(staging and ICI responsiveness), DEA and GO data showed that patients could be clustered separately, identifying 189vs.92 DEGs in stage IV/III and 101vs.47 DEGs in early progressors/long responders. These DEGs were functionally implicated in distinct pathways. For metastatic cases: inflammatory response(logp-value=-9.2:ADGRE5/2,CYBA,GRN,HMOX1,IRF5,ITGAM), adaptive immunity(logp-value=-7.7:CD1C,CD74,CYBB,NCF2,CTSA,S100A8/9,BCL3,FCER1G), T-cell activation(logp-value=-6.3:BCL3,CD1C,CD74,FCER1G,FGL2)and lipid metabolism/catabolism(logp-value=-2.5/-2.6:ARF3,GPX1,MVD,OCRL,PCCB,CTSA,PNPLA2,NAGLU,GBA2,ABHD4); while in early-progressors to ICIs: immune effector processing(logp-value=-13.7:BCL6,FGR,HLA-DQA1/DQB1,HLA-DRA,HLA-DRB1/DRB5,NKG7,SLC11A1,TYROBP,SPON2,HAVCR2),PD-1(logp-value=-10.2:HLA-DQA1/DQB1,HLA-DRA,HLA-DRB1/DRB5)and IFN signaling(logp-value=-8.5: HLA-DQA1/DQB1,HLA-DRA,HLA-DRB1/DRB5,NCAM1,IFITM3),positive regulation of T-cell activation(logp-value=-7.7:BCL6,HLA-DQA1/DQB1,HLA-DRA,HLA-DRB1/DRB5,SASH3,HAVCR2)and CD28 co-stimulation(logp-value=-10.3:HLA-DQA1/DQB1,HLA-DRA,HLA-DRB1/DRB5), supporting an immune-mediated behavior.

Specific pathways and marker genes in the peripheral CD4+T-cells may predetermine melanoma staging and immunotherapy resistance.

## Linked entities

- **Genes:** ADGRE5 (adhesion G protein-coupled receptor E5) [NCBI Gene 976], 2 (terminase large subunit) [NCBI Gene 921009], CYBA (cytochrome b-245 alpha chain) [NCBI Gene 1535], GRN (granulin precursor) [NCBI Gene 2896], HMOX1 (heme oxygenase 1) [NCBI Gene 3162], IRF5 (interferon regulatory factor 5) [NCBI Gene 3663], ITGAM (integrin subunit alpha M) [NCBI Gene 3684], CD1C (CD1c molecule) [NCBI Gene 911], CD74 (CD74 molecule) [NCBI Gene 972], CYBB (cytochrome b-245 beta chain) [NCBI Gene 1536], NCF2 (neutrophil cytosolic factor 2) [NCBI Gene 4688], CTSA (cathepsin A) [NCBI Gene 5476], S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279], 9 (tail spike protein) [NCBI Gene 920967], BCL3 (BCL3 transcription coactivator) [NCBI Gene 602], FCER1G (Fc epsilon receptor Ig) [NCBI Gene 2207], FGL2 (fibrinogen like 2) [NCBI Gene 10875], ARF3 (ARF GTPase 3) [NCBI Gene 377], GPX1 (glutathione peroxidase 1) [NCBI Gene 2876], MVD (mevalonate diphosphate decarboxylase) [NCBI Gene 4597], OCRL (OCRL inositol polyphosphate-5-phosphatase) [NCBI Gene 4952], PCCB (propionyl-CoA carboxylase subunit beta) [NCBI Gene 5096], PNPLA2 (patatin like domain 2, triacylglycerol lipase) [NCBI Gene 57104], NAGLU (N-acetyl-alpha-glucosaminidase) [NCBI Gene 4669], GBA2 (glucosylceramidase beta 2) [NCBI Gene 57704], ABHD4 (abhydrolase domain containing 4, N-acyl phospholipase B) [NCBI Gene 63874], BCL6 (BCL6 transcription repressor) [NCBI Gene 604], FGR (FGR proto-oncogene, Src family tyrosine kinase) [NCBI Gene 2268], HLA-DQA1 (major histocompatibility complex, class II, DQ alpha 1) [NCBI Gene 3117], BOLA-DQB1 (MHC class II antigen) [NCBI Gene 539241], HLA-DRA (major histocompatibility complex, class II, DR alpha) [NCBI Gene 3122], HLA-DRB1 (major histocompatibility complex, class II, DR beta 1) [NCBI Gene 3123], HLA-DRB5 (major histocompatibility complex, class II, DR beta 5) [NCBI Gene 3127], NKG7 (natural killer cell granule protein 7) [NCBI Gene 4818], SLC11A1 (solute carrier family 11 member 1) [NCBI Gene 6556], TYROBP (transmembrane immune signaling adaptor TYROBP) [NCBI Gene 7305], SPON2 (spondin 2) [NCBI Gene 10417], HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868], NCAM1 (neural cell adhesion molecule 1) [NCBI Gene 4684], IFITM3 (interferon induced transmembrane protein 3) [NCBI Gene 10410], SASH3 (SAM and SH3 domain containing 3) [NCBI Gene 54440]
- **Diseases:** melanoma (MONDO:0005105)

## Full-text entities

- **Genes:** CTSA (cathepsin A) [NCBI Gene 5476] {aka BSVD6, GLB2, GSL, NGBE, PPCA, PPGB}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, CD1C (CD1c molecule) [NCBI Gene 911] {aka BDCA1, CD1, R7}, OCRL (OCRL inositol polyphosphate-5-phosphatase) [NCBI Gene 4952] {aka DENT2, Dent-2, LOCR, OCRL-1, OCRL1}, FGL2 (fibrinogen like 2) [NCBI Gene 10875] {aka T49, pT49}, GRN (granulin precursor) [NCBI Gene 2896] {aka CLN11, FTD2, GEP, GP88, PCDGF, PEPI}, PCCB (propionyl-CoA carboxylase subunit beta) [NCBI Gene 5096], PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}
- **Diseases:** melanoma (MESH:D008545), stage III vs. IV (MESH:D062706), inflammatory (MESH:D007249)
- **Chemicals:** lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC11986426/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11986426/full.md

## References

89 references — full list in the complete paper: https://tomesphere.com/paper/PMC11986426/full.md

---
Source: https://tomesphere.com/paper/PMC11986426