# Prognostic significance of calcium signaling-related genes in bladder cancer and the role of ATP2B4 in regulating mitochondrial calcium ion levels via the VDAC1/MCU pathway

**Authors:** Lulu Zhang, Yu Gong, Jiajun Chen, Mengyao Li, Xiurong Wang, Weihao Wang, Qiannan Ding, Yulei Li

PMC · DOI: 10.3389/fimmu.2026.1561666 · Frontiers in Immunology · 2026-02-06

## TL;DR

This study identifies a genetic signature linked to calcium signaling in bladder cancer that predicts patient survival and treatment response, and shows that ATP2B4 plays a key role in mitochondrial calcium regulation and cancer cell death.

## Contribution

A novel calcium signaling-related gene signature for bladder cancer prognosis and the functional role of ATP2B4 in mitochondrial calcium regulation and apoptosis.

## Key findings

- A six-gene calcium signaling signature predicts survival in bladder cancer patients.
- ATP2B4 suppression causes mitochondrial calcium overload and cancer cell apoptosis.
- The signature correlates with immune infiltration, tumor mutation burden, and treatment response.

## Abstract

Calcium signaling, as a ubiquitous intracellular signal in eukaryotes, has been impacted in multiple biological processes encompassing tumorigenesis. Nevertheless, the integrated investigations on the function and prognostic value of genes correlated to calcium signaling in bladder cancer (BLCA) were still lacking.

The transcriptome data and clinical data from BLCA patients were obtained from TCGA and GEO databases. Genes associated with calcium signaling that are differentially expressed in normal and malignant tissues were identified. Cox analysis and the least absolute shrinkage and selection operator (LASSO) analysis were employed to identify prognostic genes and develop a prognostic signature. The tuning parameter (λ) for LASSO regression was determined by cross-validation. The outcomes were then confirmed using an external independent dataset (GSE32894). The prognostic signature’s reliability was assessed utilizing Kaplan-Meier, PCA, t-SNE, and ROC analyses. Furthermore, both univariate and multivariate Cox regression studies were undertaken to ensure if the prognostic signature functioned as an autonomous prognostic indication. Moreover, we examined the connection between the immune cell infiltration, the tumor mutation burden (TMB), and the prognostic signature. The Genomics of Drug Sensitivity in Cancer (GDSC) database and the IMvigor210 dataset were deployed to forecast the treatment reactions of the prognostic signature. Ultimately, the functionality of ATP2B4 was confirmed by in vitro and in vivo tests.

Thirty-two differentially expressed calcium signaling-correlated genes were identified in the TCGA dataset. A prognostic signature containing six genes (ATP2B4, BDKRB2, EDNRA, PDGFRA, EGFR, and ADCY7) was ascertained to anticipate the overall survival of BLCA. Furthermore, a nomogram containing risk scores with age was developed to anticipate the BLCA patient’s prognosis. In addition, patients among the high- and low-risk groups displayed significant variation in TMB, immune infiltration landscape, and response to chemotherapy and immunotherapy. ATP2B4 has been recognized as a pivotal oncogenic gene. The suppression of ATP2B4 results in elevated cytoplasmic calcium ion(Ca2+) concentrations, which in turn activate the VDAC1/MCU pathway. This activation facilitates the transfer of Ca2+ from the cytoplasm to the mitochondria, culminating in mitochondrial Ca2+ overload and ultimately inducing apoptosis in bladder urothelial carcinoma (BLCA) cells.

Collectively, we have developed a unique genetic signature that is based on genes associated with calcium signaling. This signature possesses the capacity to precisely anticipate the survival prognosis and therapeutic response of BLCA patients and might have a crucial role in guiding clinical treatment. Furthermore, ATP2B4 has been identified as a crucial oncogenic gene. The downregulation of ATP2B4 leads to mitochondrial Ca2+ overload, ultimately resulting in apoptosis of BLCA cells.

## Linked entities

- **Genes:** ATP2B4 (ATPase plasma membrane Ca2+ transporting 4) [NCBI Gene 493], BDKRB2 (bradykinin receptor B2) [NCBI Gene 624], EDNRA (endothelin receptor type A) [NCBI Gene 1909], PDGFRA (platelet derived growth factor receptor alpha) [NCBI Gene 5156], EGFR (epidermal growth factor receptor) [NCBI Gene 1956], ADCY7 (adenylate cyclase 7) [NCBI Gene 113]
- **Diseases:** bladder cancer (MONDO:0004986), BLCA (MONDO:0005611)

## Full-text entities

- **Genes:** KDM6A (lysine demethylase 6A) [NCBI Gene 7403] {aka KABUK2, UTX, bA386N14.2}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, MCU (mitochondrial calcium uniporter) [NCBI Gene 90550] {aka C10orf42, CCDC109A, HsMCU}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, HK1 (hexokinase 1) [NCBI Gene 3098] {aka CNSHA5, HK, HK1-ta, HK1-tb, HK1-tc, HKD}, VDAC1 (voltage dependent anion channel 1) [NCBI Gene 7416] {aka PORIN, VDAC-1}, ITPR3 (inositol 1,4,5-trisphosphate receptor type 3) [NCBI Gene 3710] {aka CMT1J, IMD132, IMD133, IP3R, IP3R-3, IP3R3}, ATP2A2 (ATPase sarcoplasmic/endoplasmic reticulum Ca2+ transporting 2) [NCBI Gene 488] {aka ATP2B, DAR, DD, RHABDO2, SERCA2}, CD44 (CD44 molecule (IN blood group)) [NCBI Gene 960] {aka CDW44, CSPG8, ECM-III, ECMR-III, H-CAM, HCELL}, BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, SMDT1 (single-pass membrane protein with aspartate rich tail 1) [NCBI Gene 91689] {aka C22orf32, DDDD, EMRE}, HSPG2 (heparan sulfate proteoglycan 2) [NCBI Gene 3339] {aka HSPG, PLC, PRCAN, SJA, SJS, SJS1}, HAVCR2 (hepatitis A virus cellular receptor 2) [NCBI Gene 84868] {aka CD366, HAVcr-2, KIM-3, SPTCL, TIM3, TIMD-3}, ATP2B4 (ATPase plasma membrane Ca2+ transporting 4) [NCBI Gene 493] {aka ATP2B2, MXRA1, PMCA4, PMCA4b, PMCA4x}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, CYCS (cytochrome c, somatic) [NCBI Gene 54205] {aka CYC, HCS, THC4}, FAP (fibroblast activation protein alpha) [NCBI Gene 2191] {aka DPPIV, FAPA, FAPalpha, SIMP}, IRX1 (iroquois homeobox 1) [NCBI Gene 79192] {aka IRX-5, IRXA1}, MCUB (mitochondrial calcium uniporter dominant negative subunit beta) [NCBI Gene 55013] {aka CCDC109B}, KMT2C (lysine methyltransferase 2C) [NCBI Gene 58508] {aka HALR, KLEFS2, MLL3}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, GATA6 (GATA binding protein 6) [NCBI Gene 2627], BDKRB2 (bradykinin receptor B2) [NCBI Gene 624] {aka B2R, BK-2, BK2, BKR2, BRB2}, SLC8A1 (solute carrier family 8 member A1) [NCBI Gene 6546] {aka NCX1}, ARID1A (AT-rich interaction domain 1A) [NCBI Gene 8289] {aka B120, BAF250, BAF250a, BM029, C1orf4, CSS2}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, MICU2 (mitochondrial calcium uptake 2) [NCBI Gene 221154] {aka 1110008L20Rik, EFHA1, hMICU3}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, KMT2D (lysine methyltransferase 2D) [NCBI Gene 8085] {aka AAD10, ALR, BCAHH, CAGL114, KABUK1, KMS}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, BCL2L1 (BCL2 like 1) [NCBI Gene 598] {aka BCL-XL/S, BCL2L, BCLX, Bcl-X, PPP1R52}, CAMKK2 (calcium/calmodulin dependent protein kinase kinase 2) [NCBI Gene 10645] {aka CAMKK, CAMKKB}, PRKG1 (protein kinase cGMP-dependent 1) [NCBI Gene 5592] {aka AAT8, PKG, PKG1, PRKG1B, PRKGR1B, cGK}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, MUC16 (mucin 16, cell surface associated) [NCBI Gene 94025] {aka CA125}, TTN (titin) [NCBI Gene 7273] {aka CMD1G, CMH9, CMPD4, CMYO5, CMYP5, EOMFC}, KNG1 (kininogen 1) [NCBI Gene 3827] {aka BDK, BK, HAE6, HK, HMWK, KNG}, SYNE1 (spectrin repeat containing nuclear envelope protein 1) [NCBI Gene 23345] {aka 8B, AMC3, AMCM, ARCA1, C6orf98, CPG2}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, 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}, BID (BH3 interacting domain death agonist) [NCBI Gene 637] {aka FP497}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, ADCY7 (adenylate cyclase 7) [NCBI Gene 113] {aka AC7}, PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562] {aka AMPK, AMPK alpha 1, AMPKa1}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290] {aka CCM4, CLAPO, CLOVE, CWS5, HMH, MCAP}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, MICU1 (mitochondrial calcium uptake 1) [NCBI Gene 10367] {aka CALC, CBARA1, EFHA3, MPXPS, ara CALC}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, MMRN1 (multimerin 1) [NCBI Gene 22915] {aka ECM, EMILIN4, GPIa*, MMRN}, IL13 (interleukin 13) [NCBI Gene 3596] {aka IL-13, P600}, EDNRA (endothelin receptor type A) [NCBI Gene 1909] {aka ET-A, ETA, ETA-R, ETAR, ETRA, MFDA}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, IL4 (interleukin 4) [NCBI Gene 3565] {aka BCGF-1, BCGF1, BSF-1, BSF1, IL-4}, IL21 (interleukin 21) [NCBI Gene 59067] {aka CVID11, IL-21, Za11}, HK2 (hexokinase 2) [NCBI Gene 3099] {aka HKII, HXK2}, ZNF503-AS1 (ZNF503 antisense RNA 1) [NCBI Gene 253264] {aka uc.286}, PDGFRA (platelet derived growth factor receptor alpha) [NCBI Gene 5156] {aka CD140A, PDGFR-2, PDGFR2}
- **Diseases:** inflammation (MESH:D007249), neurodegenerative disorders (MESH:D019636), Cancer (MESH:D009369), carcinogenesis (MESH:D063646), gastric cancer (MESH:D013274), urothelial carcinoma (MESH:D014523), death (MESH:D003643), bone metastasis (MESH:D009362), urologic carcinomas (MESH:D014571), dehydration (MESH:D003681), Tumor Immune Dysfunction (MESH:D007154), cardiovascular conditions (MESH:D002318), depression (MESH:D003866), CaRGs (MESH:D002128), overdose (MESH:D062787), BLCA (MESH:D001749)
- **Chemicals:** thiopental (MESH:D013874), CGP.60474 (MESH:C502153), Nisoxetine (MESH:C011386), Rhod-2 AM (MESH:C068483), 2',7'-dichlorodihydrofluorescein diacetate (MESH:C110400), GSK269962A (MESH:C516969), mepenzolate bromide (MESH:C005101), hydrocotarnine (MESH:C024594), atezolizumab (MESH:C000594389), DCFH-DA (MESH:C029569), isoconazole (MESH:C020382), Methotrexate (MESH:D008727), cAMP (MESH:D000242), alcian blue (MESH:D000423), Harmine (MESH:D006247), Vinorelbine (MESH:D000077235), bleomycin (MESH:D001761), alkaloid (MESH:D000470), SDS (MESH:D012967), Edu (MESH:C022811), Hematoxylin (MESH:D006416), JC-1 (MESH:C068624), Doxorubicin (MESH:D004317), CCK-8 (-), Cisplatin (MESH:D002945), PI (MESH:D011419), fatty acid (MESH:D005227), hydroxyapatite (MESH:D017886), CCT018159 (MESH:C506244), Tomatine (MESH:D014053), carbarsone (MESH:C033007), lipid (MESH:D008055), ATP (MESH:D000255), calcium pantothenate (MESH:D010205), CALCIUM (MESH:D002118), ROS (MESH:D017382), DAPI (MESH:C007293), serotonin (MESH:D012701), PVDF (MESH:C024865), tyloxapol (MESH:C016811), Gemcitabine (MESH:D000093542), 3,3'-diaminobenzidine (MESH:D015100), eosin (MESH:D004801)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** BLCA — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_S780), 5637 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_0126), T24 — Homo sapiens (Human), Bladder carcinoma, Cancer cell line (CVCL_0554)

## Full text

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## Figures

14 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12920588/full.md

## References

75 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920588/full.md

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Source: https://tomesphere.com/paper/PMC12920588