Diminished Estrogen Induced Mitochondrial Protection and Immunosuppressive Microenvironment in Gastric Cancer with Depression
Simple Summary
Abstract
1. Introduction
2. Methods and Materials
2.1. Data Source
2.2. Analysis of Depression-Related Genes and Cluster Analysis
2.3. Cell Culture and Transfection
2.4. Cell Proliferation Assay
2.5. Clone Formation Assay, Cellular ROS Assay and Mitochondrial Membrane Potential Assays
2.6. Real-Time Quantitative Polymerase Chain Reaction (RT-qPCR) and Immunoblotting
2.7. RNA Sequencing and Analysis
2.8. Animal Procedures
2.9. Flow Cytometric Analysis and Immunohistochemistry
2.10. Enzyme-Linked Immunosorbent Assay (ELISA)
2.11. Quantification and Statistical Analysis
3. Result
3.1. NOTCH3 Was Identified as a Strong Indicator for Overall Survival and the Immune-Suppressive Tumor Microenvironment of Gastric Cancer
3.2. Knockdown of NOTCH3 Suppressed GC Progression in Mice with Depression
3.3. Activation of NOTCH3 Was Driven by the Diminished Estrogen in GC with Depression
3.4. Estrogen Suppressed GC Growth and Induced Immunosuppressive Immune Cell Infiltration in the Depressive Mice
3.5. NOTCH3 Promoted Progression of GC Through Regulating SOD2 Activity
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
CCK-8 | Cell counting kit-8 |
CUS | Chronic unpredictable stress |
ELISA | Enzyme-linked immunosorbent assay |
EPM | Elevated plus maze |
GC | Gastric cancer |
HPA | Hypothalamic—pituitary—adrenal axis |
IHC | Immunohistochemistry |
NICD | Notch intracellular domain |
OFT | Open field test |
OS | Overall survival |
PDX | Patient-derived xenografts |
RT-qPCR | Real-time quantitative polymerase chain reaction |
shRNA | Short hairpin RNA |
SNS | Sympathetic nervous system |
STAD | Stomach adenocarcinoma |
TST | Tail suspension test |
References
- Bray, F.; Laversanne, M.; Sung, H.; Ferlay, J.; Siegel, R.L.; Soerjomataram, I.; Jemal, A. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J. Clin. 2024, 74, 229–263. [Google Scholar] [CrossRef] [PubMed]
- Walker, J.; Mulick, A.; Magill, N.; Symeonides, S.; Gourley, C.; Burke, K.; Belot, A.; Quartagno, M.; Van Niekerk, M.; Toynbee, M.; et al. Major Depression and Survival in People with Cancer. Psychosom. Med. 2021, 83, 410–416. [Google Scholar] [CrossRef]
- Pitman, A.; Suleman, S.; Hyde, N.; Hodgkiss, A. Depression and anxiety in patients with cancer. BMJ 2018, 361, k1415. [Google Scholar] [CrossRef]
- Wang, Y.H.; Li, J.Q.; Shi, J.F.; Que, J.Y.; Liu, J.J.; Lappin, J.M.; Leung, J.; Ravindran, A.V.; Chen, W.Q.; Qiao, Y.L.; et al. Depression and anxiety in relation to cancer incidence and mortality: A systematic review and meta-analysis of cohort studies. Mol. Psychiatry 2020, 25, 1487–1499. [Google Scholar] [CrossRef]
- Kouhestani, M.; Gharaei, H.A.; Fararouei, M.; Ghahremanloo, H.H.; Ghaiasvand, R.; Dianatinasab, M. Global and regional geographical prevalence of depression in gastric cancer: A systematic review and meta-analysis. BMJ Support. Palliat. Care 2022, 12, E526–E536. [Google Scholar] [CrossRef]
- Kwon, S.; Kim, J.; Kim, T.; Jeong, W.; Park, E.C. Association between gastric cancer and the risk of depression among South Korean adults. Bmc Psychiatry 2022, 22, 207. [Google Scholar] [CrossRef]
- Christodoulidis, G.; Konstantinos-Eleftherios, K.; Marina-Nektaria, K. Double role of depression in gastric cancer: As a causative factor and as consequence. World J. Gastroenterol. 2024, 30, 1266–1269. [Google Scholar] [CrossRef]
- Cui, B.; Peng, F.; Lu, J.X.; He, B.; Su, Q.T.; Luo, H.D.; Deng, Z.Q.; Jiang, T.H.; Su, K.Y.; Huang, Y.P.; et al. Cancer and stress: NextGen strategies. Brain Behav. Immun. 2021, 93, 368–383. [Google Scholar] [CrossRef]
- Liu, Y.X.; Tian, S.; Ning, B.; Huang, T.H.; Li, Y.; Wei, Y.C. Stress and cancer: The mechanisms of immune dysregulation and management. Front. Immunol. 2022, 13, 1032294. [Google Scholar] [CrossRef]
- Heck, A.L.; Handa, R.J. Sex differences in the hypothalamic-pituitary-adrenal axis’ response to stress: An important role for gonadal hormones. Neuropsychopharmacology 2019, 44, 45–58. [Google Scholar] [CrossRef]
- Zhang, J.P.; Wang, N.; Zheng, Y.F.; Yang, B.W.; Wang, S.Q.; Wang, X.; Pan, B.; Wang, Z.Y. Naringenin in Si-Ni-San formula inhibits chronic psychological stress-induced breast cancer growth and metastasis by modulating estrogen metabolism through FXR/EST pathway. J. Adv. Res. 2023, 47, 189–207. [Google Scholar] [CrossRef]
- Chen, G.G.; Zeng, Q.; Tse, G.M.K. Estrogen and Its Receptors in Cancer. Med. Res. Rev. 2008, 28, 954–974. [Google Scholar] [CrossRef]
- Liang, J.; Shang, Y.F. Estrogen and Cancer. Annu. Rev. Physiol. 2013, 75, 225–240. [Google Scholar] [CrossRef]
- Shi, Q.M.; Xue, C.; Zeng, Y.F.; Yuan, X.; Chu, Q.F.; Jiang, S.W.; Wang, J.Z.; Zhang, Y.Q.; Zhu, D.H.; Li, L.J. Notch signaling pathway in cancer: From mechanistic insights to targeted therapies. Signal Transduct. Target. Ther. 2024, 9, 128. [Google Scholar] [CrossRef] [PubMed]
- Hu, W.; Liu, T.; Ivan, C.; Sun, Y.; Huang, J.; Mangala, L.S.; Miyake, T.; Dalton, H.J.; Pradeep, S.; Rupaimoole, R.; et al. Notch3 pathway alterations in ovarian cancer. Cancer Res. 2014, 74, 3282–3293. [Google Scholar] [CrossRef] [PubMed]
- Aburjania, Z.; Jang, S.; Whitt, J.; Jaskula-Stzul, R.; Chen, H.; Rose, J.B. The Role of in Cancer. Oncologist 2018, 23, 900–911. [Google Scholar] [CrossRef]
- Xiang, H.D.; Pan, Y.D.; Sze, M.A.; Wlodarska, M.; Li, L.; Van De Mark, K.A.; Qamar, H.; Moure, C.J.; Linn, D.E.; Hai, J.S.P.E.; et al. Single-Cell Analysis Identifies NOTCH3-Mediated Interactions between Stromal Cells That Promote Microenvironment Remodeling and Invasion in Lung Adenocarcinoma. Cancer Res. 2024, 84, 1410–1425. [Google Scholar] [CrossRef]
- Liu, C.X.; Ge, H.X.; Shen, C.Q.; Hu, D.; Zhao, X.Z.; Qin, R.Z.; Wang, Y.H. NOTCH3 promotes malignant progression of bladder cancer by directly regulating SPP1 and activating PI3K/AKT pathway. Cell Death Dis. 2024, 15, 840. [Google Scholar] [CrossRef]
- Liu, L.Z.; Deng, P.; Liu, S.L.; Hong, J.H.; Xiao, R.; Guan, P.Y.; Wang, Y.L.; Wang, P.L.; Gao, J.P.; Chen, J.H.; et al. Enhancer remodeling activates NOTCH3 signaling to confer chemoresistance in advanced nasopharyngeal carcinoma. Cell Death Dis. 2023, 14, 513. [Google Scholar] [CrossRef]
- Love, M.I.; Huber, W.; Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014, 15, 550. [Google Scholar] [CrossRef]
- Plaisier, S.B.; Taschereau, R.; Wong, J.A.; Graeber, T.G. Rank-rank hypergeometric overlap: Identification of statistically significant overlap between gene-expression signatures. Nucleic Acids Res. 2010, 38, e169. [Google Scholar] [CrossRef]
- Wilkerson, M.D.; Hayes, D.N. ConsensusClusterPlus: A class discovery tool with confidence assessments and item tracking. Bioinformatics 2010, 26, 1572–1573. [Google Scholar] [CrossRef]
- Yamamoto, M.; Nomura, S.; Hosoi, A.; Nagaoka, K.; Iino, T.; Yasuda, T.; Saito, T.; Matsushita, H.; Uchida, E.; Seto, Y.; et al. Established gastric cancer cell lines transplantable into C57BL/6 mice show fibroblast growth factor receptor 4 promotion of tumor growth. Cancer Sci. 2018, 109, 1480–1492. [Google Scholar] [CrossRef]
- Jing, Z.L.; He, X.Y.; Jia, Z.R.; Sa, Y.L.; Yang, B.L.; Liu, P. NCAPD2 inhibits autophagy by regulating Ca/CAMKK2/AMPK/mTORC1 pathway and PARP-1/SIRT1 axis to promote colorectal cancer. Cancer Lett. 2021, 520, 26–37. [Google Scholar] [CrossRef]
- Liu, Y.; She, W.; Li, Y.; Wang, M.; Liu, Y.; Ning, B.; Xu, T.; Huang, T.; Wei, Y. Aa-Z2 triggers ROS-induced apoptosis of osteosarcoma by targeting PDK-1. J. Transl. Med. 2023, 21, 7. [Google Scholar] [CrossRef]
- Antoniuk, S.; Bijata, M.; Ponimaskin, E.; Wlodarczyk, J. Chronic unpredictable mild stress for modeling depression in rodents: Meta-analysis of model reliability. Neurosci. Biobehav. Rev. 2019, 99, 101–116. [Google Scholar] [CrossRef] [PubMed]
- Liu, L.Z.; Liu, S.L.; Deng, P.; Liang, Y.J.; Xiao, R.; Tang, L.Q.; Chen, J.H.; Chen, Q.Y.; Guan, P.Y.; Yan, S.M.; et al. Targeting the IRAK1-S100A9 Axis Overcomes Resistance to Paclitaxel in Nasopharyngeal Carcinoma. Cancer Res. 2021, 81, 1413–1425. [Google Scholar] [CrossRef]
- Camp, R.L.; Dolled-Filhart, M.; Rimm, D.L. X-tile: A new bio-informatics tool for biomarker assessment and outcome-based cut-point optimization. Clin. Cancer Res. 2004, 10, 7252–7259. [Google Scholar] [CrossRef]
- Wu, T.; Hu, E.; Xu, S.; Chen, M.; Guo, P.; Dai, Z.; Feng, T.; Zhou, L.; Tang, W.; Zhan, L.; et al. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. Innovation 2021, 2, 100141. [Google Scholar] [CrossRef]
- Thorsson, V.; Gibbs, D.L.; Brown, S.D.; Wolf, D.; Bortone, D.S.; Yang, T.H.O.; Porta-Pardo, E.; Gao, G.F.; Plaisier, C.L.; Eddy, J.A.; et al. The Immune Landscape of Cancer. Immunity 2018, 48, 812–830.e14. [Google Scholar] [CrossRef]
- Huang, P.; Feng, L.; Oldham, E.A.; Keating, M.J.; Plunkett, W. Superoxide dismutase as a target for the selective killing of cancer cells. Nature 2000, 407, 390–395. [Google Scholar] [CrossRef]
- Kopan, R.; Ilagan, M.X. The canonical Notch signaling pathway: Unfolding the activation mechanism. Cell 2009, 137, 216–233. [Google Scholar] [CrossRef]
- Sprinzak, D.; Blacklow, S.C. Biophysics of Notch Signaling. Annu. Rev. Biophys. 2021, 50, 157–189. [Google Scholar] [CrossRef] [PubMed]
- Kang, H.; An, H.J.; Song, J.Y.; Kim, T.H.; Heo, J.H.; Ahn, D.H.; Kim, G. Notch3 and Jagged2 contribute to gastric cancer development and to glandular differentiation associated with MUC2 and MUC5AC expression. Histopathology 2012, 61, 576–586. [Google Scholar] [CrossRef]
- Cui, Y.H.; Li, Q.; Li, W.; Wang, Y.; Lv, F.; Shi, X.Y.; Tang, Z.Q.; Shen, Z.B.; Hou, Y.Y.; Zhang, H.H.; et al. NOTCH3 is a Prognostic Factor and Is Correlated with Immune Tolerance in Gastric Cancer. Front. Oncol. 2021, 10, 574937. [Google Scholar] [CrossRef]
- Zhang, X.; Wang, Y.N.; Zhu, J.J.; Liu, X.X.; You, H.; Gong, M.Y.; Zou, M.; Cheng, W.H.; Zhu, J.H. N-acetylcysteine negatively regulates Notch3 and its malignant signaling. Oncotarget 2016, 7, 30855–30866. [Google Scholar] [CrossRef]
- Li, Z.K.; Xiao, J.Y.; Liu, M.Y.; Cui, J.Q.; Lian, B.W.; Sun, Y.L.; Li, C.Y. Notch3 regulates ferroptosis via ROS-induced lipid peroxidation in NSCLC cells. FEBS Open Bio 2022, 12, 1197–1205. [Google Scholar] [CrossRef]
- Glorieux, C.; Liu, S.H.; Trachootham, D.; Huang, P. Targeting ROS in cancer: Rationale and strategies. Nat. Rev. Drug Discov. 2024, 23, 583–606. [Google Scholar] [CrossRef]
- Panjwani, A.A.; Aguiar, S.; Gascon, B.; Brooks, D.G.; Li, M. Biomarker opportunities in the treatment of cancer-related depression. Trends Mol. Med. 2022, 28, 1050–1069. [Google Scholar] [CrossRef]
- Kim, H.J.; Barsevick, A.M.; Fang, C.Y.; Miaskowski, C. Common Biological Pathways Underlying the Psychoneurological Symptom Cluster in Cancer Patients. Cancer Nurs. 2012, 35, E1–E20. [Google Scholar] [CrossRef]
- Eckerling, A.; Ricon-Becker, I.; Sorski, L.; Sandbank, E.; Ben-Eliyahu, S. Stress and cancer: Mechanisms, significance and future directions. Nat. Rev. Cancer 2021, 21, 767–785. [Google Scholar] [CrossRef]
- Ma, Y.T.; Kroemer, G. The cancer-immune dialogue in the context of stress. Nat. Rev. Immunol. 2024, 24, 264–281. [Google Scholar] [CrossRef]
- Yang, H.; Xia, L.; Chen, J.; Zhang, S.; Martin, V.; Li, Q.; Lin, S.; Chen, J.; Calmette, J.; Lu, M.; et al. Stress-glucocorticoid-TSC22D3 axis compromises therapy-induced antitumor immunity. Nat. Med. 2019, 25, 1428–1441. [Google Scholar] [CrossRef]
- Zhang, X.; Zhang, Y.; He, Z.Y.; Yin, K.; Li, B.W.; Zhang, L.; Xu, Z.K. Chronic stress promotes gastric cancer progression and metastasis: An essential role for ADRB2. Cell Death Dis. 2019, 10, 788. [Google Scholar] [CrossRef]
- Zhi, X.F.; Li, B.W.; Li, Z.; Zhang, J.X.; Yu, J.B.; Zhang, L.; Xu, Z.K. Adrenergic modulation of AMPK-dependent autophagy by chronic stress enhances cell proliferation and survival in gastric cancer. Int. J. Oncol. 2019, 54, 1625–1638. [Google Scholar] [CrossRef]
- Pan, C.Q.; Wu, J.H.; Zheng, S.T.; Sun, H.Y.; Fang, Y.S.; Huang, Z.H.; Shi, M.; Liang, L.; Bin, J.P.; Liao, Y.L.; et al. Depression accelerates gastric cancer invasion and metastasis by inducing a neuroendocrine phenotype via the catecholamine/β-AR/MACC1 axis. Cancer Commun. 2021, 41, 1049–1070. [Google Scholar] [CrossRef]
- Chandanos, E.; Lindblad, M.; Rubio, C.A.; Jia, C.Q.; Warner, M.; Gustafsson, J.A.; Lagergren, J. Tamoxifen exposure in relation to gastric adenocarcinoma development. Eur. J. Cancer 2008, 44, 1007–1014. [Google Scholar] [CrossRef]
- Camargo, M.C.; Goto, Y.; Zabaleta, J.; Morgan, D.R.; Correa, P.; Rabkin, C.S. Sex Hormones, Hormonal Interventions, and Gastric Cancer Risk: A Meta-Analysis. Cancer Epidemiol. Biomark. Prev. 2012, 21, 20–38. [Google Scholar] [CrossRef] [PubMed]
- Chandanos, E.; Lagergren, J. Oestrogen and the enigmatic male predominance of gastric cancer. Eur. J. Cancer 2008, 44, 2397–2403. [Google Scholar] [CrossRef] [PubMed]
- Brusselaers, N.; Maret-Ouda, J.; Konings, P.; El-Serag, H.B.; Lagergren, J. Menopausal hormone therapy and the risk of esophageal and gastric cancer. Int. J. Cancer 2017, 140, 1693–1699. [Google Scholar] [CrossRef]
- Albert, K.M.; Newhouse, P.A. Estrogen, Stress, and Depression: Cognitive and Biological Interactions. Annu. Rev. Clin. Psychol. 2019, 15, 399–423. [Google Scholar] [CrossRef] [PubMed]
- Kuehner, C. Why is depression more common among women than among men? Lancet Psychiatry 2017, 4, 146–158. [Google Scholar] [CrossRef] [PubMed]
- Rajewska, J.; Rybakowski, J.K. Depression in premenopausal women: Gonadal hormones and serotonergic system assessed by D-fenfluramine challenge test. Prog. Neuro-Psychopharmacol. Biol. Psychiatry 2003, 27, 705–709. [Google Scholar] [CrossRef]
- Sha, Q.; Achtyes, E.; Nagalla, M.; Keaton, S.; Smart, L.; Leach, R.; Brundin, L. Associations between estrogen and progesterone, the kynurenine pathway, and inflammation in the post-partum. J. Affect. Disord. 2021, 281, 9–12. [Google Scholar] [CrossRef]
- Sun, T.; Chen, Q.; Mei, J.C.; Li, Y. Associations between serum estradiol and IL-6/sIL-6R/sgp130 complex in female patients with major depressive disorder. Bmc Psychiatry 2023, 23, 742. [Google Scholar] [CrossRef] [PubMed]
- Young, E.A.; Midgley, A.R.; Carlson, N.E.; Brown, M.B. Alteration in the hypothalamic-pituitary-ovarian axis in depressed women. Arch. Gen. Psychiatry 2000, 57, 1157–1162. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Liu, Y.; Tian, S.; Tan, Y.; Yan, P.; Liu, P.; Zhu, H.; Nomura, S.; Huang, T.; Wei, Y. Diminished Estrogen Induced Mitochondrial Protection and Immunosuppressive Microenvironment in Gastric Cancer with Depression. Cancers 2025, 17, 2789. https://doi.org/10.3390/cancers17172789
Liu Y, Tian S, Tan Y, Yan P, Liu P, Zhu H, Nomura S, Huang T, Wei Y. Diminished Estrogen Induced Mitochondrial Protection and Immunosuppressive Microenvironment in Gastric Cancer with Depression. Cancers. 2025; 17(17):2789. https://doi.org/10.3390/cancers17172789
Chicago/Turabian StyleLiu, Yixin, Sheng Tian, Yujia Tan, Picheng Yan, Pan Liu, Huiying Zhu, Sachiyo Nomura, Tianhe Huang, and Yongchang Wei. 2025. "Diminished Estrogen Induced Mitochondrial Protection and Immunosuppressive Microenvironment in Gastric Cancer with Depression" Cancers 17, no. 17: 2789. https://doi.org/10.3390/cancers17172789
APA StyleLiu, Y., Tian, S., Tan, Y., Yan, P., Liu, P., Zhu, H., Nomura, S., Huang, T., & Wei, Y. (2025). Diminished Estrogen Induced Mitochondrial Protection and Immunosuppressive Microenvironment in Gastric Cancer with Depression. Cancers, 17(17), 2789. https://doi.org/10.3390/cancers17172789