# Comprehensive analysis of mitochondrial unfolded protein response related genes for prognosis and therapeutic response in pancreatic cancer

**Authors:** Chengqing Li, Cuiling Lu, Zheng Ma, Ting Zhao, Mingming Xiao, Zhonglei Xu, Zhenxing Sun, Qihao Wu, Lei Wang, Liang Zhao

PMC · DOI: 10.3389/fimmu.2026.1717925 · Frontiers in Immunology · 2026-02-05

## TL;DR

This study explores how mitochondrial unfolded protein response genes affect pancreatic cancer prognosis and treatment response, identifying a 3-gene score to predict survival and guide therapy.

## Contribution

A novel 3-gene mitochondrial risk score is developed for predicting survival and therapeutic response in pancreatic cancer.

## Key findings

- Two UPRmt clusters with distinct survival and immune infiltration were identified in pancreatic cancer patients.
- A 3-gene MRS (CAT, CEBPB, PRKN) reliably predicted overall survival in PC patients.
- High MRS correlated with poor survival and different drug sensitivity, suggesting potential therapeutic targets.

## Abstract

Pancreatic cancer (PC) is a highly aggressive malignancy of the digestive system, with an extremely poor prognosis. The mitochondrial unfolded protein response (UPRmt) can maintain mitochondrial homeostasis and promote tumor progression and chemotherapy resistance. Nevertheless, the functions of UPRmt-related genes (MRGs) in PC remain undefined.

Gene expression data were obtained from TCGA, GEO, and CPTAC databases. Consensus clustering was performed based on MRGs, with subsequent evaluation of immune infiltration patterns across clusters. Prognostic MRGs were identified using three machine learning algorithms: LASSO regression, Random Survival Forest (RSF), and Extreme Gradient Boosting (XGBoost), combined with Cox regression analysis to establish a MRGs risk score (MRS). Quantitative real-time PCR (qRT-PCR) and western blotting were employed to validate potential mechanisms. Drug sensitivity profiling distinguished therapeutic responses between risk groups. Finally, we developed an MRS-based prognostic nomogram and validated it in multiple cohorts.

PC patients were stratified into two distinct UPRmt clusters with notable differences in overall survival (OS) and immune cell infiltration. Through screening, we established a novel MRS based on three prognostic core genes (CAT, CEBPB, and PRKN). High MRS patients showed significantly poorer OS compared to low MRS patients. We observed marked differences in drug sensitivity between subgroups and further predicted potential therapeutic agents targeting MRS. The prognostic nomogram based on MRS demonstrated strong predictive accuracy for 1-, 2-, and 3-year OS across both training and validation PC cohorts. Furthermore, western blot analysis preliminarily validated the potential association between UPRmt and both P53 signaling and glycolysis pathways.

Our study systematically characterizes the prognostic and therapeutic implications of MRGs in PC, establishing a 3-gene MRS capable of reliably predicting OS in PC patients and exploring UPRmt potential oncogenic mechanisms. These findings provide a valuable reference for individualized therapeutic strategies in PC management.

## Linked entities

- **Genes:** CAT (catalase) [NCBI Gene 847], CEBPB (CCAAT enhancer binding protein beta) [NCBI Gene 1051], PRKN (parkin RBR E3 ubiquitin protein ligase) [NCBI Gene 5071], TP53 (tumor protein p53) [NCBI Gene 7157]
- **Diseases:** pancreatic cancer (MONDO:0005192)

## Full-text entities

- **Genes:** CD40LG (CD40 ligand) [NCBI Gene 959] {aka CD154, CD40L, HIGM1, IGM, IMD3, T-BAM}, CXCL12 (C-X-C motif chemokine ligand 12) [NCBI Gene 6387] {aka IRH, PBSF, SCYB12, SDF1, TLSF, TPAR1}, H3P16 (H3 histone pseudogene 16) [NCBI Gene 644914] {aka H3.6, H3F3AP6, p21}, ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, TNFSF9 (TNF superfamily member 9) [NCBI Gene 8744] {aka 4-1BB-L, CD137L, TNLG5A}, SIRT3 (sirtuin 3) [NCBI Gene 23410] {aka SIR2L3}, TNFSF14 (TNF superfamily member 14) [NCBI Gene 8740] {aka CD258, HVEML, LIGHT, LTg}, CD48 (CD48 molecule) [NCBI Gene 962] {aka BCM1, BLAST, BLAST1, MEM-102, SLAMF2, hCD48}, FOXO3 (forkhead box O3) [NCBI Gene 2309] {aka AF6q21, FKHRL1, FKHRL1P2, FOXO2, FOXO3A}, CSF1R (colony stimulating factor 1 receptor) [NCBI Gene 1436] {aka BANDDOS, C-FMS, CD115, CSF-1R, CSFR, FIM2}, CD27 (CD27 molecule) [NCBI Gene 939] {aka S152, S152. LPFS2, T14, TNFRSF7, Tp55}, CD160 (CD160 molecule) [NCBI Gene 11126] {aka BY55, NK1, NK28}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, CLPX (caseinolytic mitochondrial matrix peptidase chaperone subunit X) [NCBI Gene 10845] {aka EPP2}, CAT (catalase) [NCBI Gene 847], TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, TNFRSF25 (TNF receptor superfamily member 25) [NCBI Gene 8718] {aka APO-3, DDR3, DR3, LARD, TNFRSF12, TR3}, KDM6B (lysine demethylase 6B) [NCBI Gene 23135] {aka JMJD3, NEDCFSA, NEDSST}, CD70 (CD70 molecule) [NCBI Gene 970] {aka CD27-L, CD27L, CD27LG, LPFS3, TNFSF7, TNLG8A}, TNFSF15 (TNF superfamily member 15) [NCBI Gene 9966] {aka TL1, TL1A, TNLG1B, VEGI, VEGI192A}, HDAC2 (histone deacetylase 2) [NCBI Gene 3066] {aka HD2, KDAC2, RPD3, YAF1}, KLRK1 (killer cell lectin like receptor K1) [NCBI Gene 22914] {aka CD314, D12S2489E, KLR, NKG2-D, NKG2D}, BTLA (B and T lymphocyte associated) [NCBI Gene 151888] {aka BTLA1, CD272}, SOD2 (superoxide dismutase 2) [NCBI Gene 6648] {aka GC1, GClnc1, IPO-B, IPOB, MNSOD, MVCD6}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, ULBP1 (UL16 binding protein 1) [NCBI Gene 80329] {aka N2DL-1, NKG2DL1, RAET1I}, IL6R (interleukin 6 receptor) [NCBI Gene 3570] {aka CD126, HIES5, IL-1Ra, IL-6R, IL-6R-1, IL-6RA}, TNFRSF14 (TNF receptor superfamily member 14) [NCBI Gene 8764] {aka ATAR, CD270, HVEA, HVEM, LIGHTR, TR2}, HHLA2 (HHLA2 member of B7 family) [NCBI Gene 11148] {aka B7-H5, B7-H7, B7H7, B7y}, CEBPB (CCAAT enhancer binding protein beta) [NCBI Gene 1051] {aka C/EBP-beta, IL6DBP, NF-IL6, TCF5}, CD96 (CD96 molecule) [NCBI Gene 10225] {aka TACTILE}, LRPPRC (leucine rich pentatricopeptide repeat containing) [NCBI Gene 10128] {aka CLONE-23970, GP130, LRP130, LSFC, MC4DN5}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, TNFSF13 (TNF superfamily member 13) [NCBI Gene 8741] {aka APRIL, CD256, TALL-2, TALL2, TNLG7B, TRDL-1}, LONP1 (lon peptidase 1, mitochondrial) [NCBI Gene 9361] {aka CODASS, LON, LONP, LonHS, PIM1, PRSS15}, LGALS9 (galectin 9) [NCBI Gene 3965] {aka HUAT, LGALS9A}, IL10RB (interleukin 10 receptor subunit beta) [NCBI Gene 3588] {aka CDW210B, CRF2-4, CRFB4, D21S58, D21S66, IBD25}, CLPP (caseinolytic mitochondrial matrix peptidase proteolytic subunit) [NCBI Gene 8192] {aka DFNB81, PRLTS3}, SSBP1 (single stranded DNA binding protein 1) [NCBI Gene 6742] {aka Mt-SSB, OPA13, SOSS-B1, SSBP, mtSSB}, MAS1L (MAS1 proto-oncogene like, G protein-coupled receptor) [NCBI Gene 116511] {aka MAS-L, MRG, dJ994E9.2}, PVR (PVR cell adhesion molecule) [NCBI Gene 5817] {aka CD155, HVED, NECL5, Necl-5, PVS, TAGE4}, HSPD1 (heat shock protein family D (Hsp60) member 1) [NCBI Gene 3329] {aka CPN60, GROEL, HLD4, HSP-60, HSP60, HSP65}, PKM (pyruvate kinase M1/2) [NCBI Gene 5315] {aka CTHBP, HEL-S-30, OIP3, PK3, PKM2, TCB}, TNFRSF13B (TNF receptor superfamily member 13B) [NCBI Gene 23495] {aka CD267, CVID, CVID2, IGAD2, RYZN, TACI}, ATF5 (activating transcription factor 5) [NCBI Gene 22809] {aka ATFX, HMFN0395}, YME1L1 (YME1 like 1 ATPase) [NCBI Gene 10730] {aka FTSH, MEG4, OPA11, PAMP, YME1L}, ABCB10 (ATP binding cassette subfamily B member 10) [NCBI Gene 23456] {aka EST20237, M-ABC2, MTABC2}, HSPE1 (heat shock protein family E (Hsp10) member 1) [NCBI Gene 3336] {aka CPN10, EPF, GROES, HSP10}, KDR (kinase insert domain receptor) [NCBI Gene 3791] {aka CD309, FLK1, VEGFR, VEGFR2}, TNFRSF17 (TNF receptor superfamily member 17) [NCBI Gene 608] {aka BCM, BCMA, CD269, TNFRSF13A}, NT5E (5'-nucleotidase ecto) [NCBI Gene 4907] {aka CALJA, CD73, E5NT, NT, NT5, NTE}, HSF1 (heat shock transcription factor 1) [NCBI Gene 3297] {aka HSTF1}, CD276 (CD276 molecule) [NCBI Gene 80381] {aka 4Ig-B7-H3, B7-H3, B7H3, B7RP-2}, PRKN (parkin RBR E3 ubiquitin protein ligase) [NCBI Gene 5071] {aka AR-JP, LPRS2, PARK2, PDJ}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** hepatocellular carcinoma (MESH:D006528), TIDE (MESH:D007154), metastasis (MESH:D009362), death (MESH:D003643), ACID METABOLISM (MESH:D008659), cervical squamous cell carcinoma (MESH:D002294), lung adenocarcinoma (MESH:D000077192), hypoxic (MESH:D002534), cancer (MESH:D009369), endocervical adenocarcinoma (MESH:D000230), inflammatory (MESH:D007249), PDAC (MESH:C537768), Pancreatic Ductal Adenocarcinoma (MESH:D021441), PC (MESH:D010190), CLL (MESH:D015451)
- **Chemicals:** gemcitabine (MESH:D000093542), PVDF (MESH:C024865), docetaxel (MESH:D000077143), glucose (MESH:D005947), reactive oxygen species (MESH:D017382), calcium (MESH:D002118), bicinchoninic acid (MESH:C047117), CO2 (MESH:D002245), Rotenone (MESH:D012402), gefitinib (MESH:D000077156), etoposide (MESH:D005047), cisplatin (MESH:D002945), hydrogen peroxide (MESH:D006861), DMEM (-), doxorubicin (MESH:D004317), penicillin (MESH:D010406), SDS (MESH:D012967), sorafenib (MESH:D000077157), 5-fluorouracil (MESH:D005472), CCK-8 (MESH:D012844), vinblastine (MESH:D014747), paclitaxel (MESH:D017239), streptomycin (MESH:D013307), thapsigargin (MESH:D019284)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mycoplasma (genus) [taxon 2093], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** PANC-1 — Homo sapiens (Human), Pancreatic ductal adenocarcinoma, Cancer cell line (CVCL_0480), BxPC-3 — Homo sapiens (Human), Pancreatic ductal adenocarcinoma, Cancer cell line (CVCL_0186)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12916624/full.md

## References

66 references — full list in the complete paper: https://tomesphere.com/paper/PMC12916624/full.md

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Source: https://tomesphere.com/paper/PMC12916624