# RARRES1 marks an immune-cold, chemoresistance-associated malignant epithelial subpopulation enriched in pancreatic ductal adenocarcinoma

**Authors:** Heming Ge, Jingxuan Zhou, Tarik Ghadban, Gerrit Wolters-Eisfeld, Thilo Hackert, Dan Wang, Wenxue Liu, Cenap Güngör

PMC · DOI: 10.1007/s00262-026-04361-8 · 2026-03-19

## TL;DR

This study identifies a chemotherapy-resistant and immune-avoiding cancer cell group in pancreatic cancer, marked by the RARRES1 gene, which is linked to poor outcomes and could be a new treatment target.

## Contribution

RARRES1 is identified as a novel biomarker for chemoresistance and immune exclusion in PDAC and as a pan-cancer prognostic marker.

## Key findings

- A malignant epithelial subcluster with immune-cold features and chemoresistance was found in PDAC.
- RARRES1 is upregulated in this subpopulation and associated with poor prognosis across multiple cancers.
- RARRES1 overexpression was confirmed in gemcitabine-resistant cells and linked to therapy resistance.

## Abstract

Pancreatic ductal adenocarcinoma is characterized by therapy resistance and an immunosuppressive microenvironment. This study investigated the cellular mechanisms underlying chemotherapy resistance and immune evasion in PDAC, focusing on identifying key malignant epithelial subpopulations and their molecular drivers.

We analyzed scRNA-seq data from 27 samples, including treatment-naive and chemotherapy-exposed primary tumors and liver metastasis. Analysis included CNV inference, gene set enrichment, cell–cell communication, NMF analysis and drug sensitivity prediction. Validation employed gemcitabine-resistant cells, western blotting and pan-cancer survival analysis of TCGA/ICGC data.

We identified a malignant epithelial subcluster enriched in progressive disease samples and liver metastasis. This subcluster exhibited an immune-cold phenotype, characterized by disrupted communication with immune cells, increased immunosuppressive regulatory T cells and exclusion of anti-tumor effector cells. Further, it was associated with activated oncogenic and chemoresistance pathways, multi-drug resistance to standard therapies, higher tumor mutational burden and increased KRAS mutation frequency. RARRES1 was nominated as a core upregulated gene in this subpopulation. Functional studies confirmed RARRES1 overexpression in gemcitabine-resistant cells, and pan-cancer analysis established RARRES1 as a new biomarker for poor prognosis across multiple cancer types.

Our work defines a chemotherapy-resistant and metastasis-enriched malignant epithelial subpopulation in PDAC that drives disease progression through an immune-cold niche. We identify RARRES1 as a pivotal regulator of this process, contributing to both therapy resistance and immune exclusion, and propose it as a novel pan-cancer prognostic biomarker. These findings reveal a targetable cellular mechanism underlying poor treatment response in PDAC.

The online version contains supplementary material available at 10.1007/s00262-026-04361-8.

## Linked entities

- **Genes:** RARRES1 (retinoic acid receptor responder 1) [NCBI Gene 5918], KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845]
- **Chemicals:** gemcitabine (PubChem CID 60750)
- **Diseases:** pancreatic ductal adenocarcinoma (MONDO:0005184)

## Full-text entities

- **Genes:** LGALS9 (galectin 9) [NCBI Gene 3965] {aka HUAT, LGALS9A}, CXCL13 (C-X-C motif chemokine ligand 13) [NCBI Gene 10563] {aka ANGIE, ANGIE2, BCA-1, BCA1, BLC, BLR1L}, TXK (TXK tyrosine kinase) [NCBI Gene 7294] {aka BTKL, PSCTK5, PTK4, RLK, TKL}, MAP2K7 (mitogen-activated protein kinase kinase 7) [NCBI Gene 5609] {aka JNKK2, MAPKK7, MEK, MEK 7, MKK7, PRKMK7}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, PGR (progesterone receptor) [NCBI Gene 5241] {aka NR3C3, PR}, FOXP3 (forkhead box P3) [NCBI Gene 50943] {aka AIID, DIETER, IPEX, JM2, PIDX, XPID}, SNCG (synuclein gamma) [NCBI Gene 6623] {aka BCSG1, SR}, CAPS (calcyphosine) [NCBI Gene 828] {aka CAPS1}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868] {aka CD366, HAVcr-2, KIM-3, SPTCL, TIM3, TIMD-3}, CD276 (CD276 molecule) [NCBI Gene 80381] {aka 4Ig-B7-H3, B7-H3, B7H3, B7RP-2}, TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, ZHX2 (zinc fingers and homeoboxes 2) [NCBI Gene 22882] {aka AFR1, RAF}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, CST6 (cystatin E/M) [NCBI Gene 1474] {aka ECTD15}, RARRES1 (retinoic acid receptor responder 1) [NCBI Gene 5918] {aka LXNL, PERG-1, TIG1}, CDKN2A (cyclin dependent kinase inhibitor 2A) [NCBI Gene 1029] {aka ARF, CAI2, CDK4I, CDKN2, CMM2, INK4}, KLRB1 (killer cell lectin like receptor B1) [NCBI Gene 3820] {aka CD161, CLEC5B, NKR, NKR-P1, NKR-P1A, NKRP1A}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, VTCN1 (V-set domain containing T cell activation inhibitor 1) [NCBI Gene 79679] {aka B7-H4, B7H4, B7S1, B7X, B7h.5, PRO1291}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, SMAD4 (SMAD family member 4) [NCBI Gene 4089] {aka DPC4, JIP, MADH4, MYHRS}, ISG15 (ISG15 ubiquitin like modifier) [NCBI Gene 9636] {aka G1P2, IFI15, IMD38, IP17, UCRP, hUCRP}
- **Diseases:** breast cancer (MESH:D001943), KIRC (MESH:D002292), lower (MESH:D017116), multidrug (MESH:D018088), osteosarcoma (MESH:D012516), inflammatory (MESH:D007249), LUAD (MESH:D000077192), PD (MESH:D018450), LGG (MESH:D005910), ACC (MESH:D018268), skin cutaneous melanoma (MESH:C562393), Cancer (MESH:D009369), UMAP (MESH:C567162), immune dysfunction (MESH:D007154), NMF (MESH:C538347), ovarian serous cystadenocarcinoma (MESH:D010049), ESCA (MESH:D004938), SD (MESH:D060050), THYM (MESH:D013945), pancreatic cancer (MESH:D010190), PDAC (MESH:C537768), PDAC (MESH:D021441), UCEC (MESH:D016889), liver metastases (MESH:D009362), prostate cancer (MESH:D011471), follicular lymphoma (MESH:D008224), PR (MESH:D004828)
- **Chemicals:** CO2 (MESH:D002245), MTT (MESH:C070243), gemcitabine (MESH:D000093542), puromycin (MESH:D011691), Pen (MESH:C058388), dasatinib (MESH:D000069439), penicillin (MESH:D010406), SDS (MESH:D012967), platinum (MESH:D010984), oxaliplatin (MESH:D000077150), trametinib (MESH:C560077), 5-fluorouracil (MESH:D005472), TRIzol (MESH:C411644), irinotecan (MESH:D000077146), streptomycin (MESH:D013307), Pen-Strep (-), FOLFIRINOX (MESH:C000627770), paclitaxel (MESH:D017239)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** L3.6pl — Homo sapiens (Human), Pancreatic adenosquamous carcinoma, Cancer cell line (CVCL_0384), CVCL_0384 — Homo sapiens (Human), Transformed cell line (CVCL_8Z62), Res — Mus musculus (Mouse), Hepatocellular carcinoma of the mouse, Cancer cell line (CVCL_B6ZC), c05 — Homo sapiens (Human), Melanoma, Cancer cell line (CVCL_W876), PACA — Homo sapiens (Human), Pancreatic carcinoma, Cancer cell line (CVCL_4011)

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13003062/full.md

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Source: https://tomesphere.com/paper/PMC13003062