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Published in: Cancer Cell International 1/2024

Open Access 01-12-2024 | Breast Cancer | Research

Spatial and single-cell explorations uncover prognostic significance and immunological functions of mitochondrial calcium uniporter in breast cancer

Authors: Chia-Jung Li, Yen-Dun Tony Tzeng, Jui-Hu Hsiao, Ling-Ming Tseng, Tzu-Sheng Hsu, Pei-Yi Chu

Published in: Cancer Cell International | Issue 1/2024

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Abstract

The mitochondrial calcium uniporter (MCU) is a transmembrane protein facilitating the entry of calcium ions into mitochondria from the cell cytosol. Maintaining calcium balance is crucial for enhancing cellular energy supply and regulating cell death. The interplay of calcium balance through MCU and the sodium-calcium exchanger is known, but its regulation in the breast cancer tumor microenvironment remains elusive. Further investigations are warranted to explore MCU’s potential in BRCA clinical pathology, tumor immune microenvironment, and precision oncology. Our study, employing a multi-omics approach, identifies MCU as an independent diagnostic biomarker for breast cancer (BRCA), correlated with advanced clinical status and poor overall survival. Utilizing public datasets from GEO and TCGA, we discern differentially expressed genes in BRCA and examine their associations with immune gene expression, overall survival, tumor stage, gene mutation status, and infiltrating immune cells. Spatial transcriptomics is employed to investigate MCU gene expression in various regions of BRCA, while spatial transcriptomics and single-cell RNA-sequencing methods explore the correlation between MCUs and immune cells. Our findings are validated through the analysis of 59 BRCA patient samples, utilizing immunohistochemistry and bioinformatics to examine the relationship between MCU expression, clinicopathological features, and prognosis. The study uncovers the expression of key gene regulators in BRCA associated with genetic variations, deletions, and the tumor microenvironment. Mutations in these regulators positively correlate with different immune cells in six immune datasets, playing a pivotal role in immune cell infiltration in BRCA. Notably, high MCU performance is linked to CD8 + T cells infiltration in BRCA. Furthermore, pharmacogenomic analysis of BRCA cell lines indicates that MCU inactivation is associated with increased sensitivity to specific small molecule drugs. Our findings suggest that MCU alterations may be linked to BRCA progression, unveiling new diagnostic and prognostic implications for MCU in BRCA. The study underscores MCU's role in the tumor immune microenvironment and cell cycle progression, positioning it as a potential tool for BRCA precision medicine and drug screening.
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Literature
2.
go back to reference Suppan C, Balic M. Current standards and future outlooks in metastatic her2-positive breast cancer. Breast Care. 2023;18(1):69–75.CrossRefPubMed Suppan C, Balic M. Current standards and future outlooks in metastatic her2-positive breast cancer. Breast Care. 2023;18(1):69–75.CrossRefPubMed
3.
go back to reference Tsui KH, Wu MY, Lin LT, Wen ZH, Li YH, Chu PY, Li CJ. Disruption of mitochondrial homeostasis with artemisinin unravels anti-angiogenesis effects via auto-paracrine mechanisms. Theranostics. 2019;9(22):6631–45.CrossRefPubMedPubMedCentral Tsui KH, Wu MY, Lin LT, Wen ZH, Li YH, Chu PY, Li CJ. Disruption of mitochondrial homeostasis with artemisinin unravels anti-angiogenesis effects via auto-paracrine mechanisms. Theranostics. 2019;9(22):6631–45.CrossRefPubMedPubMedCentral
4.
go back to reference Li CJ, Chu PY, Yiang GT, Wu MY: The Molecular Mechanism of Epithelial-Mesenchymal Transition for Breast Carcinogenesis. Biomolecules 2019, 9(9). Li CJ, Chu PY, Yiang GT, Wu MY: The Molecular Mechanism of Epithelial-Mesenchymal Transition for Breast Carcinogenesis. Biomolecules 2019, 9(9).
5.
go back to reference Tzeng YT, Tsui KH, Tseng LM, Hou MF, Chu PY, Sheu JJ, Li CJ. Integrated analysis of pivotal biomarker of LSM1, immune cell infiltration and therapeutic drugs in breast cancer. J Cell Mol Med. 2022;26(14):4007–20.CrossRefPubMedPubMedCentral Tzeng YT, Tsui KH, Tseng LM, Hou MF, Chu PY, Sheu JJ, Li CJ. Integrated analysis of pivotal biomarker of LSM1, immune cell infiltration and therapeutic drugs in breast cancer. J Cell Mol Med. 2022;26(14):4007–20.CrossRefPubMedPubMedCentral
6.
go back to reference Muller V, Bartsch R, Lin NU, Montemurro F, Pegram MD, Tolaney SM. Epidemiology, clinical outcomes, and unmet needs of patients with human epidermal growth factor receptor 2-positive breast cancer and brain metastases: a systematic literature review. Cancer Treat Rev. 2023;115: 102527.CrossRefPubMed Muller V, Bartsch R, Lin NU, Montemurro F, Pegram MD, Tolaney SM. Epidemiology, clinical outcomes, and unmet needs of patients with human epidermal growth factor receptor 2-positive breast cancer and brain metastases: a systematic literature review. Cancer Treat Rev. 2023;115: 102527.CrossRefPubMed
8.
go back to reference Tzeng YT, Hsiao JH, Tseng LM, Hou MF, Li CJ. Breast cancer organoids derived from patients: a platform for tailored drug screening. Biochem Pharmacol. 2023;217: 115803.CrossRefPubMed Tzeng YT, Hsiao JH, Tseng LM, Hou MF, Li CJ. Breast cancer organoids derived from patients: a platform for tailored drug screening. Biochem Pharmacol. 2023;217: 115803.CrossRefPubMed
10.
go back to reference Baughman JM, Perocchi F, Girgis HS, Plovanich M, Belcher-Timme CA, Sancak Y, Bao XR, Strittmatter L, Goldberger O, Bogorad RL, et al. Integrative genomics identifies MCU as an essential component of the mitochondrial calcium uniporter. Nature. 2011;476(7360):341–5.CrossRefPubMedPubMedCentral Baughman JM, Perocchi F, Girgis HS, Plovanich M, Belcher-Timme CA, Sancak Y, Bao XR, Strittmatter L, Goldberger O, Bogorad RL, et al. Integrative genomics identifies MCU as an essential component of the mitochondrial calcium uniporter. Nature. 2011;476(7360):341–5.CrossRefPubMedPubMedCentral
12.
go back to reference D’Angelo D, Vecellio Reane D, Raffaello A. Neither too much nor too little: mitochondrial calcium concentration as a balance between physiological and pathological conditions. Front Mol Biosci. 2023;10:1336416.CrossRefPubMedPubMedCentral D’Angelo D, Vecellio Reane D, Raffaello A. Neither too much nor too little: mitochondrial calcium concentration as a balance between physiological and pathological conditions. Front Mol Biosci. 2023;10:1336416.CrossRefPubMedPubMedCentral
13.
go back to reference Chen J, Lu R, Peng Y, Lai Y, Cai Z, Zheng D, Xie A, Huang K, Liang C, Zhang H. MCU promotes the migration of glioma cells by activating p38 through TFEB-mediated autophagy. J Cancer. 2024;15(5):1257–70.CrossRefPubMedPubMedCentral Chen J, Lu R, Peng Y, Lai Y, Cai Z, Zheng D, Xie A, Huang K, Liang C, Zhang H. MCU promotes the migration of glioma cells by activating p38 through TFEB-mediated autophagy. J Cancer. 2024;15(5):1257–70.CrossRefPubMedPubMedCentral
14.
go back to reference Filadi R, De Mario A, Audano M, Romani P, Pedretti S, Cardenas C, Dupont S, Mammucari C, Mitro N, Pizzo P. Sustained IP3-linked Ca(2+) signaling promotes progression of triple negative breast cancer cells by regulating fatty acid metabolism. Front Cell Dev Biol. 2023;11:1071037.CrossRefPubMedPubMedCentral Filadi R, De Mario A, Audano M, Romani P, Pedretti S, Cardenas C, Dupont S, Mammucari C, Mitro N, Pizzo P. Sustained IP3-linked Ca(2+) signaling promotes progression of triple negative breast cancer cells by regulating fatty acid metabolism. Front Cell Dev Biol. 2023;11:1071037.CrossRefPubMedPubMedCentral
15.
go back to reference Zhao L, Jiang M, Tian T, Wang G, Mei Y, Fu G, Zhou N. Effects of MCU-mediated Ca2+ homeostasis on ovarian cancer cell SKOV3 proliferation migration and transformation. Curr Mol Med. 2023;23(8):774–83.CrossRefPubMed Zhao L, Jiang M, Tian T, Wang G, Mei Y, Fu G, Zhou N. Effects of MCU-mediated Ca2+ homeostasis on ovarian cancer cell SKOV3 proliferation migration and transformation. Curr Mol Med. 2023;23(8):774–83.CrossRefPubMed
16.
go back to reference Zhu J, Zhang C, Wang Z, Shi L, Li L, Wu H, Liu M. miR-138-5p targets MCU to inhibit mitochondrial biogenesis and colorectal cancer growth. J Cell Mol Med. 2023;27(15):2112–22.CrossRefPubMedPubMedCentral Zhu J, Zhang C, Wang Z, Shi L, Li L, Wu H, Liu M. miR-138-5p targets MCU to inhibit mitochondrial biogenesis and colorectal cancer growth. J Cell Mol Med. 2023;27(15):2112–22.CrossRefPubMedPubMedCentral
17.
go back to reference Wang X, Li Y, Li Z, Lin S, Wang H, Sun J, Lan C, Wu L, Sun D, Huang C, et al. Mitochondrial calcium uniporter drives metastasis and confers a targetable cystine dependency in pancreatic cancer. Cancer Res. 2022;82(12):2254–68.CrossRefPubMedPubMedCentral Wang X, Li Y, Li Z, Lin S, Wang H, Sun J, Lan C, Wu L, Sun D, Huang C, et al. Mitochondrial calcium uniporter drives metastasis and confers a targetable cystine dependency in pancreatic cancer. Cancer Res. 2022;82(12):2254–68.CrossRefPubMedPubMedCentral
19.
go back to reference Quintana A, Pasche M, Junker C, Al-Ansary D, Rieger H, Kummerow C, Nunez L, Villalobos C, Meraner P, Becherer U, et al. Calcium microdomains at the immunological synapse: how ORAI channels, mitochondria and calcium pumps generate local calcium signals for efficient T-cell activation. EMBO J. 2011;30(19):3895–912.CrossRefPubMedPubMedCentral Quintana A, Pasche M, Junker C, Al-Ansary D, Rieger H, Kummerow C, Nunez L, Villalobos C, Meraner P, Becherer U, et al. Calcium microdomains at the immunological synapse: how ORAI channels, mitochondria and calcium pumps generate local calcium signals for efficient T-cell activation. EMBO J. 2011;30(19):3895–912.CrossRefPubMedPubMedCentral
20.
go back to reference Chu PY, Tzeng YT, Tsui KH, Chu CY, Li CJ. Downregulation of ATP binding cassette subfamily a member 10 acts as a prognostic factor associated with immune infiltration in breast cancer. Aging. 2022;14(5):2252–67.CrossRefPubMedPubMedCentral Chu PY, Tzeng YT, Tsui KH, Chu CY, Li CJ. Downregulation of ATP binding cassette subfamily a member 10 acts as a prognostic factor associated with immune infiltration in breast cancer. Aging. 2022;14(5):2252–67.CrossRefPubMedPubMedCentral
23.
go back to reference Chandrashekar DS, Bashel B, Balasubramanya SAH, Creighton CJ, Ponce-Rodriguez I, Chakravarthi B, Varambally S. UALCAN: a portal for facilitating tumor subgroup gene expression and survival analyses. Neoplasia. 2017;19(8):649–58.CrossRefPubMedPubMedCentral Chandrashekar DS, Bashel B, Balasubramanya SAH, Creighton CJ, Ponce-Rodriguez I, Chakravarthi B, Varambally S. UALCAN: a portal for facilitating tumor subgroup gene expression and survival analyses. Neoplasia. 2017;19(8):649–58.CrossRefPubMedPubMedCentral
26.
go back to reference Gyorffy B. Survival analysis across the entire transcriptome identifies biomarkers with the highest prognostic power in breast cancer. Comput Struct Biotechnol J. 2021;19:4101–9.CrossRefPubMedPubMedCentral Gyorffy B. Survival analysis across the entire transcriptome identifies biomarkers with the highest prognostic power in breast cancer. Comput Struct Biotechnol J. 2021;19:4101–9.CrossRefPubMedPubMedCentral
27.
go back to reference Tzeng YT, Hsiao JH, Chu PY, Tseng LM, Hou MF, Tsang YL, Shao AN, Sheu JJ, Li CJ. The role of LSM1 in breast cancer: shaping metabolism and tumor-associated macrophage infiltration. Pharmacol Res. 2023;198: 107008.CrossRefPubMed Tzeng YT, Hsiao JH, Chu PY, Tseng LM, Hou MF, Tsang YL, Shao AN, Sheu JJ, Li CJ. The role of LSM1 in breast cancer: shaping metabolism and tumor-associated macrophage infiltration. Pharmacol Res. 2023;198: 107008.CrossRefPubMed
28.
go back to reference Peng Z, Ye M, Ding H, Feng Z, Hu K. Spatial transcriptomics atlas reveals the crosstalk between cancer-associated fibroblasts and tumor microenvironment components in colorectal cancer. J Transl Med. 2022;20(1):302.CrossRefPubMedPubMedCentral Peng Z, Ye M, Ding H, Feng Z, Hu K. Spatial transcriptomics atlas reveals the crosstalk between cancer-associated fibroblasts and tumor microenvironment components in colorectal cancer. J Transl Med. 2022;20(1):302.CrossRefPubMedPubMedCentral
29.
go back to reference Tsai HW, Li CJ, Lin LT, Chiang AJ, Chen SN, Wen ZH, Tsui KH. Expression status and prognostic significance of mitochondrial dynamics OPA3 in human ovarian cancer. Aging. 2022;14(9):3874–86.CrossRefPubMedPubMedCentral Tsai HW, Li CJ, Lin LT, Chiang AJ, Chen SN, Wen ZH, Tsui KH. Expression status and prognostic significance of mitochondrial dynamics OPA3 in human ovarian cancer. Aging. 2022;14(9):3874–86.CrossRefPubMedPubMedCentral
30.
go back to reference Jezequel P, Campone M, Gouraud W, Guerin-Charbonnel C, Leux C, Ricolleau G, Campion L. bc-GenExMiner: an easy-to-use online platform for gene prognostic analyses in breast cancer. Breast Cancer Res Treat. 2012;131(3):765–75.CrossRefPubMed Jezequel P, Campone M, Gouraud W, Guerin-Charbonnel C, Leux C, Ricolleau G, Campion L. bc-GenExMiner: an easy-to-use online platform for gene prognostic analyses in breast cancer. Breast Cancer Res Treat. 2012;131(3):765–75.CrossRefPubMed
31.
go back to reference Lee J, Kim Y, Jin S, Yoo H, Jeong S, Jeong E, Yoon S. Q-omics: smart software for assisting oncology and cancer research. Mol Cells. 2021;44(11):843–50.CrossRefPubMedPubMedCentral Lee J, Kim Y, Jin S, Yoo H, Jeong S, Jeong E, Yoon S. Q-omics: smart software for assisting oncology and cancer research. Mol Cells. 2021;44(11):843–50.CrossRefPubMedPubMedCentral
33.
go back to reference Schwarz A, Schumacher M, Pfaff D, Schumacher K, Jarius S, Balint B, Wiendl H, Haas J, Wildemann B. Fine-tuning of regulatory t cell function: the role of calcium signals and naive regulatory t cells for regulatory t cell deficiency in multiple sclerosis. J Immunol. 2013;190(10):4965–70.CrossRefPubMed Schwarz A, Schumacher M, Pfaff D, Schumacher K, Jarius S, Balint B, Wiendl H, Haas J, Wildemann B. Fine-tuning of regulatory t cell function: the role of calcium signals and naive regulatory t cells for regulatory t cell deficiency in multiple sclerosis. J Immunol. 2013;190(10):4965–70.CrossRefPubMed
34.
go back to reference Zhu J, Zhang W, Chang J, Wu J, Wu H, Zhang X, Ou Z, Tang T, Li L, Liu M, et al. Identification and validation of a mitochondria calcium uptake-related gene signature for predicting prognosis in COAD. J Cancer. 2023;14(5):741–58.CrossRefPubMedPubMedCentral Zhu J, Zhang W, Chang J, Wu J, Wu H, Zhang X, Ou Z, Tang T, Li L, Liu M, et al. Identification and validation of a mitochondria calcium uptake-related gene signature for predicting prognosis in COAD. J Cancer. 2023;14(5):741–58.CrossRefPubMedPubMedCentral
35.
go back to reference Dong H, Zhao B, Chen J, Liu Z, Li X, Li L, Wen H. Mitochondrial calcium uniporter promotes phagocytosis-dependent activation of the NLRP3 inflammasome. Proc Natl Acad Sci U S A. 2022;119(26): e2123247119.CrossRefPubMedPubMedCentral Dong H, Zhao B, Chen J, Liu Z, Li X, Li L, Wen H. Mitochondrial calcium uniporter promotes phagocytosis-dependent activation of the NLRP3 inflammasome. Proc Natl Acad Sci U S A. 2022;119(26): e2123247119.CrossRefPubMedPubMedCentral
36.
go back to reference Yoast RE, Emrich SM, Zhang X, Xin P, Arige V, Pathak T, Benson JC, Johnson MT, Abdelnaby AE, Lakomski N, et al. The mitochondrial Ca(2+) uniporter is a central regulator of interorganellar Ca(2+) transfer and NFAT activation. J Biol Chem. 2021;297(4): 101174.CrossRefPubMedPubMedCentral Yoast RE, Emrich SM, Zhang X, Xin P, Arige V, Pathak T, Benson JC, Johnson MT, Abdelnaby AE, Lakomski N, et al. The mitochondrial Ca(2+) uniporter is a central regulator of interorganellar Ca(2+) transfer and NFAT activation. J Biol Chem. 2021;297(4): 101174.CrossRefPubMedPubMedCentral
37.
go back to reference Huo J, Prasad V, Grimes KM, Vanhoutte D, Blair NS, Lin SC, Bround MJ, Bers DM, Molkentin JD. MCUb is an inducible regulator of calcium-dependent mitochondrial metabolism and substrate utilization in muscle. Cell Rep. 2023;42(11): 113465.CrossRefPubMedPubMedCentral Huo J, Prasad V, Grimes KM, Vanhoutte D, Blair NS, Lin SC, Bround MJ, Bers DM, Molkentin JD. MCUb is an inducible regulator of calcium-dependent mitochondrial metabolism and substrate utilization in muscle. Cell Rep. 2023;42(11): 113465.CrossRefPubMedPubMedCentral
38.
go back to reference Lambert JP, Luongo TS, Tomar D, Jadiya P, Gao E, Zhang X, Lucchese AM, Kolmetzky DW, Shah NS, Elrod JW. MCUB regulates the molecular composition of the mitochondrial calcium uniporter channel to limit mitochondrial calcium overload during stress. Circulation. 2019;140(21):1720–33.CrossRefPubMedPubMedCentral Lambert JP, Luongo TS, Tomar D, Jadiya P, Gao E, Zhang X, Lucchese AM, Kolmetzky DW, Shah NS, Elrod JW. MCUB regulates the molecular composition of the mitochondrial calcium uniporter channel to limit mitochondrial calcium overload during stress. Circulation. 2019;140(21):1720–33.CrossRefPubMedPubMedCentral
39.
go back to reference Lambert JP, Murray EK, Elrod JW. MCUB and mitochondrial calcium uptake—modeling, function, and therapeutic potential. Expert Opin Ther Targets. 2020;24(3):163–9.CrossRefPubMedPubMedCentral Lambert JP, Murray EK, Elrod JW. MCUB and mitochondrial calcium uptake—modeling, function, and therapeutic potential. Expert Opin Ther Targets. 2020;24(3):163–9.CrossRefPubMedPubMedCentral
Metadata
Title
Spatial and single-cell explorations uncover prognostic significance and immunological functions of mitochondrial calcium uniporter in breast cancer
Authors
Chia-Jung Li
Yen-Dun Tony Tzeng
Jui-Hu Hsiao
Ling-Ming Tseng
Tzu-Sheng Hsu
Pei-Yi Chu
Publication date
01-12-2024
Publisher
BioMed Central
Published in
Cancer Cell International / Issue 1/2024
Electronic ISSN: 1475-2867
DOI
https://doi.org/10.1186/s12935-024-03327-z

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