Journal of Shandong University (Health Sciences) ›› 2023, Vol. 61 ›› Issue (9): 57-68.doi: 10.6040/j.issn.1671-7554.0.2023.0427

• Preclinical Medicine • Previous Articles     Next Articles

Bioinformatics identification of the Hub genes and mechanism of hypoxia-induced mitochondrial damage in mouse kidney

GAO Yujie, LONG Qifu, HU Ying, XU Yuzhen, WANG Ru, YONG Sheng   

  1. Department of Basic Medicine, College of Medicine, Qinghai University, Xining 810016, Qinghai, China
  • Received:2023-05-22 Published:2023-10-10

Abstract: Objective To explore the Hub genes of hypoxia-induced mitochondrial damage by bioinformatics analysis, and to analyze the correlation between hub genes and apoptosis of mouse kidney tissue, so as to elucidate the molecular mechanism of hypoxia-induced mitochondrial damage in mice at high altitude. Methods After animal models of 30 d normoxicity group(n=5)and hypoxia group(n=5)were established, blood gas and renal indexes were determined. Histopathological changes of renal tissues were observed with H&E staining, and transcriptomics sequencing was performed. The differentially expressed genes(DEGs)were correlated with mitochondrial database and apoptosis-related gene database to identify DEGs related to mitochondrial function(DE-MFRGs)and DEGs related to apoptosis(DE-ARGs), and to screen Hub genes for protein-protein interaction(PPI). KEGG enrichment analysis was conducted on DEGs, DE-MFRGs and DE-ARGs. Hub genes and DE-ARGs were verified with RT-qPCR and Western blotting. Results Compared with the normoxicity group, the hypoxia group had significantly decreased kidney indexes. H&E staining results showed that the glomeruli in the hypoxia group were significantly atrophied; the renal tubule epithelial cells were swollen, ruptured, or infiltrated by inflammatory cells; the volume of some renal tubule epithelial cells was increased; the cytoplasm was loose and light stained, with cavitation degeneration. A total of 3,007 DEGs were identified under hypoxic exposure, among which 464 were related to mitochondrial function and were defined as DE-MFRGs. KEGG enrichment analysis of DE-MFRGs showed that they were involved with Parkinsons disease signaling pathway, oxidative phosphorylation signaling pathway, thermogenesis signaling pathway, Alzheimers disease signaling pathway, tricarboxylic acid cycling signaling pathway, NAFLD signaling pathway, metabolic signaling pathway and other pathways related to mitochondrial function. Three Hub genes(SOD2, TUFM and MRPL12)were identified through the construction of PPI network. The mRNA and protein expressions of SOD2, TUFM and MRPL12 were down-regulated. Furthermore, Hub genes were positively or negatively correlated with 33 ARGs genes, and the mRNA expression of CASPASE3 and BAK were up-regulated, while that of BCL2 was down-regulated. Conclusion The high altitude hypoxia environment can regulate the mRNA expressions of SOD2, TUFM and MRPL12, mediate the mitochondrial dysfunction of mouse kidney tissue, and induce damage and apoptosis.

Key words: Plateau hypoxia, Kidney, Mitochondrial function, Hub gene, Apoptosis, Mitochondrial database

CLC Number: 

  • R34
[1] MacIntyre NR. Tissue hypoxia: implications for the respiratory clinician [J]. Respir Care, 2014, 59(10): 1590-1596.
[2] Ham PB 3rd, Raju R. Mitochondrial function in hypoxic ischemic injury and influence of aging [J]. Prog Neurobiol, 2017, 157: 92-116. doi: 10.1016/j.pneurobio.2016.06.006.
[3] Fuhrmann DC, Brüne B. Mitochondrial composition and function under the control of hypoxia [J]. Redox Biol, 2017, 12: 208-215. doi: 10.1016/j.redox.2017.02.012.
[4] Johnson J, Mercado-Ayon E, Mercado-Ayon Y, et al. Mitochondrial dysfunction in the development and progression of neurodegenerative diseases [J]. Arch Biochem Biophys, 2021, 702: 108698. doi: 10.1016/j.abb.2020.108698.
[5] Rizwan H, Pal S, Sabnam S, et al. High glucose augments ROS generation regulates mitochondrial dysfunction and apoptosis via stress signalling cascades in keratinocytes [J]. Life Sci, 2020, 241: 117148. doi: 10.1016/j.lfs.2019.117148.
[6] Kim SH, Kim H. Inhibitory effect of astaxanthin on oxidative stress-induced mitochondrial dysfunction-a mini-review [J]. Nutrients, 2018, 10(9): 1137. doi: 10.3390/nu10091137.
[7] Wu Y, Chen M, Jiang J. Mitochondrial dysfunction in neurodegenerative diseases and drug targets via apoptotic signaling [J]. Mitochondrion, 2019, 49: 35-45. doi: 10.1016/j.mito.2019.07.003.
[8] Vart P, Grams ME. Measuring and assessing kidney function [J]. Semin Nephrol, 2016, 36(4): 262-272.
[9] Ashkar F, Bhullar KS, Wu J. The effect of polyphenols on kidney disease: targeting mitochondria [J]. Nutrients, 2022, 14(15): 3115. doi: 10.3390/nu14153115.
[10] Liu H, Li Y, Xiong J. The role of hypoxia-inducible factor-1 alpha in renal disease [J]. Molecules, 2022, 27(21): 7318. doi: 10.3390/molecules27217318.
[11] Fu ZJ, Wang ZY, Xu L, et al. HIF-1α-BNIP3-mediated mitophagy in tubular cells protects against renal ischemia/reperfusion injury [J]. Redox Biol, 2020, 36: 101671. doi: 10.1016/j.redox.2020.101671.
[12] Szklarczyk D, Gable AL, Lyon D, et al. STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets [J]. Nucleic Acids Res, 2019, 47(D1): D607-D613.
[13] Smoot ME, Ono K, Ruscheinski J, et al. Cytoscape 2.8: new features for data integration and network visualization [J]. Bioinformatics, 2011, 27(3): 431-432.
[14] Chin CH, Chen SH, Wu HH, et al cytoHubba: identifying hub objects and sub-networks from complex interactome [J]. BMC Syst Biol, 2014, 8 Suppl 4(Suppl 4): S11. doi: 10.1186/1752-0509-8-S4-S11.
[15] Alateyah N, Gupta I, Rusyniak RS, et al. SOD2, a potential transcriptional target underpinning CD44-promoted breast cancer progression [J]. Molecules, 2022, 27(3): 811. doi: 10.3390/molecules27030811.
[16] Fukai T, Ushio-Fukai M. Superoxide dismutases: role in redox signaling, vascular function, and diseases [J]. Antioxid Redox Signal, 2011, 15(6): 1583-1606.
[17] Debeljak M, Riel S, Lin MT, et al. Analytical validation of SOD2 genotyping [J]. Methods Protoc, 2022, 6(1): 4. doi: 10.3390/mps6010004.
[18] Liu T, Ma X, Ouyang T, et al. Efficacy of 5-aminolevulinic acid-based photodynamic therapy against keloid compromised by downregulation of SIRT1-SIRT3-SOD2-mROS dependent autophagy pathway [J]. Redox Biol, 2019, 20: 195-203. doi: 10.1016/j.redox.2018.10.011.
[19] Sharma S, Bhattarai S, Ara H, et al. SOD2 deficiency in cardiomyocytes defines defective mitochondrial bioenergetics as a cause of lethal dilated cardiomyopathy [J]. Redox Biol, 2020, 37: 101740. doi: 10.1016/j.redox.2020.101740.
[20] Nie S, Shi Z, Shi M, et al. PPARγ/SOD2 protects against mitochondrial ROS-dependent apoptosis via inhibiting ATG4D-mediated mitophagy to promote pancreatic cancer proliferation [J]. Front Cell Dev Biol, 2021, 9: 745554. doi: 10.3389/fcell.2021.745554.
[21] Choi CY, Vo MT, Nicholas J, et al. Autophagy-competent mitochondrial translation elongation factor TUFM inhibits caspase-8-mediated apoptosis [J]. Cell Death Differ, 2022, 29(2): 451-464.
[22] Tian C, Min X, Zhao Y, et al. MRG15 aggravates non-alcoholic steatohepatitis progression by regulating the mitochondrial proteolytic degradation of TUFM [J]. J Hepatol, 2022, 77(6): 1491-1503.
[23] Wei R, Lv X, Fang C, et al. Silencing TUFM inhibits development of monocrotaline-induced pulmonary hypertension by regulating mitochondrial autophagy via AMPK/mTOR signal pathway [J]. Oxid Med Cell Longev, 2022, 2022: 4931611. doi: 10.1155/2022/4931611.
[24] Zhong BR, Zhou GF, Song L, et al. TUFM is involved in Alzheimers disease-like pathologies that are associated with ROS [J]. FASEB J, 2021, 35(5): e21445. doi: 10.1096/fj.202002461R.
[25] Yang Y, Li C, Gu X, et al. ING2 controls mitochondrial respiration via modulating MRPL12 ubiquitination in renal tubular epithelial cells [J]. Front Cell Dev Biol, 2021, 9: 700195. doi: 10.3389/fcell.2021.700195.
[26] Serre V, Rozanska A, Beinat M, et al. Mutations in mitochondrial ribosomal protein MRPL12 leads to growth retardation, neurological deterioration and mitochondrial translation deficiency [J]. Biochim Biophys Acta, 2013, 1832(8): 1304-1312.
[27] Gu X, Liu Y, Wang N, et al. Transcription of MRPL12 regulated by Nrf2 contributes to the mitochondrial dysfunction in diabetic kidney disease [J]. Free Radic Biol Med, 2021, 164: 329-340. doi: 10.1016/j.freeradbiomed.2021.01.004.
[28] Hu Y, Liu Y, Ma C, et al. MRPL12 acts as a novel prognostic biomarker involved in immune cell infiltration and tumor progression of lung adenocarcinoma [J]. Int J Mol Sci, 2023, 24(3): 2762. doi: 10.3390/ijms24032762.
[29] Mohsin M, Tabassum G, Ahmad S, et al. The role of mitophagy in pulmonary sepsis [J]. Mitochondrion, 2021, 59: 63-75. doi: 1016.2021/j.mito.04.009.
[30] Wang X, Liao W, Chen J, et al. Caffeic acid attenuates irradiation-induced hematopoietic stem cell apoptosis through inhibiting mitochondrial damage [J]. Exp Cell Res, 2021, 409(2): 112934. doi: 1016.2021/j.yexcr.112934.
[31] Ma LL, Kong FJ, Dong Z, et al. Hypertrophic preconditioning attenuates myocardial ischaemia-reperfusion injury by modulating SIRT3-SOD2-mROS-dependent autophagy [J]. Cell Prolif, 2021, 54(7): e13051. doi: 10.1111/cpr.13051.
[32] Samec N, Jovcevska I, Stojan J, et al. Glioblastoma-specific anti-TUFM nanobody for in-vitro immunoimaging and cancer stem cell targeting [J]. Oncotarget, 2018, 9(25): 17282-17299.
[33] Ji X, Chu L, Su D, et al. MRPL12-ANT3 interaction involves in acute kidney injury via regulating MPTP of tubular epithelial cells [J]. iScience, 2023, 26(5): 106656. doi: 10.1016/j.isci.2023.106656.
[1] WUYi-Na, GE Zhi-Ming, LI Fang, HE Hong, JIANG Hong, ZHANG Yun. Expressions of angiotensin converting enzyme 2 mRNA and protein in the kidneys in spontaneously hypertensive rats [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2209, 47(6): 5-.
[2] LU Xiang-Dong, YANG Wei, XU Guang-Meng, QU Yuan-Ming. Expression and role of PPAR-γin meningiomas and troglitazone induced meningiomas cell apoptosis in vitro [J]. JOURNAL OF SHANDONG UNIVERSITY (HEALTH SCIENCES), 2209, 47(6): 65-.
[3] CAO Hualin, JIA Yanzhao, QU Li, YIN Xin. Impacts of CircFAT1 on the proliferation, apoptosis and radiosensitivity of nasopharyngeal carcinoma cells by regulating miR-296-3p/MAPRE1 axis [J]. Journal of Shandong University (Health Sciences), 2023, 61(9): 38-46.
[4] LIU Jinbo, LIU Kaiwen, XIANG Chongxin, CHENG Lei. Protective effects of crocin on intervertebral disc degeneration [J]. Journal of Shandong University (Health Sciences), 2023, 61(9): 84-93.
[5] ZHANG Jiaying, SU Rongyun, WANG Yinghui, WANG Honggang, LIU Gang. ACE2 gene protects against renal ischemia-reperfusion injury by regulating the Nrf2/HO-1 signaling pathway [J]. Journal of Shandong University (Health Sciences), 2023, 61(4): 1-9.
[6] SHAO Changxiu, HE Qingqing, ZHANG Xiaoxuan, ZHOU Peng, LI Xiaolei, YUE Tao, XU Jing, LI Chenyu, GUO Haonan, ZHUANG Dayong. Long-term efficacy of total parathyroidectomy with trace parathyroid tissue autotransplantation in the treatment of 109 cases of renal secondary hyperparathyroidism [J]. Journal of Shandong University (Health Sciences), 2023, 61(4): 42-48.
[7] ZHAO Kai, YIN Xinbao, ZHANG Zongliang, WANG Zhenlin, ZHU Guanqun, WANG Ke. Inhibitory effect and mechanism of astragaloside Ⅱ on renal clear cell carcinoma cells [J]. Journal of Shandong University (Health Sciences), 2023, 61(1): 10-16.
[8] SONG Yiyun, YU Hui, GAO Zhaoli, LI Xianhua. Protective effects of grape seed proanthocyanidin extract on rats with diabetic kidney disease from the perspective of SIRT1/PGC-1α pathway [J]. Journal of Shandong University (Health Sciences), 2023, 61(1): 1-9.
[9] GUO Haonan, HE Qingqing, ZHOU Peng, LI Xiaolei, ZHUANG Xiaoxuan, YUE Tao, GAO Yuan, XU Jing, SHAO Changxiu, LI Chenyu, ZHUANG Dayong. Outcomes of kidney transplantation after surgical treatment in 4 patients with refractory secondary hyperparathyroidism [J]. Journal of Shandong University (Health Sciences), 2023, 61(1): 58-61.
[10] ZHAO Ge, ZOU Cunhua, SONG Dongdong, ZHAO Shuping. Effects of tanshinone IIA on the proliferation and apoptosis of endometrial carcinoma cells [J]. Journal of Shandong University (Health Sciences), 2022, 60(9): 53-58.
[11] SU Wengui, XU Hailong, YANG Meng, CUI Wei, NIE Qingsheng. Application value of modified S.T.O.N.E score in predicting the stone-free rate of one-stage renal FURL [J]. Journal of Shandong University (Health Sciences), 2022, 60(6): 57-63.
[12] LIU Min, ZHANG Yuchao, MA Xiaoli, LIU Xinyu, SUN Lu, ZUO Dan, LIU Yuantao. Effects of orphan nuclear receptor NR4A1 on H2O2 induced injury of mouse renal podocytes [J]. Journal of Shandong University (Health Sciences), 2022, 60(5): 16-21.
[13] WANG Zhouyang, JIANG Bei, LI Xianhua, ZHEN Junhui, YANG Xiangdong, HU Zhao, LIU Guangyi, PEI Fei. A case of infective endocarditis and acute kidney injury with positive PR3-ANCA [J]. Journal of Shandong University (Health Sciences), 2022, 60(2): 60-64.
[14] LI Na, GUO Zengli, CHI Lingyi, YANG Lizhuo, MA Zhiyong, FU Zhijie. Mechanism of acute injury of eosinophil EOL-1 induced by formaldehyde [J]. Journal of Shandong University (Health Sciences), 2022, 60(11): 54-62.
[15] FENG Haigang, LIU Guowen, CAO Hong. Effects and mechanism of interfering MAD2L1 gene expression on the apoptosis of breast cancer cells [J]. Journal of Shandong University (Health Sciences), 2022, 60(10): 9-16.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] MA Qingyuan, PU Peidong, HAN Fei, WANG Chao, ZHU Zhoujun, WANG Weishan, SHI Chenhui. Effect of miR-27b-3p regulating SMAD1 on osteosarcoma cell proliferation, migration and invasion[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 32 -37 .
[2] SUO Dongyang, SHEN Fei, GUO Hao, LIU Lichang, YANG Huimin, YANG Xiangdong. Expression and mechanism of Tim-3 in animal model of drug-induced acute kidney injury[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 1 -6 .
[3] ZHANG Baowen, LEI Xiangli, LI Jinna, LUO Xiangjun, ZOU Rong. miR-21-5p targeted TIMP3 to inhibit proliferation and extracellular matrix accumulation of mesangial cells in Type II diabetic nephropathy mice[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 7 -14 .
[4] FU Jieqi, ZHANG Man, ZHANG Xiaolu, LI Hui, CHEN Hong. Molecular mechanism of Toll-like receptor 4 in the aggravation of blood lipid accumulation by inhibiting the peroxisome proliferator-activate receptor γ[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 24 -31 .
[5] LONG Tingting, XIE Ming, ZHOU Lu, ZHU Junde. Effect of Noggin protein on learning and memory abilities and the dentate gyrus structure after cerebral ischemia reperfusion injury in mice[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 15 -23 .
[6] LI Ning, LI Juan, XIE Yan, LI Peilong, WANG Yunshan, DU Lutao, WANG Chuanxin. Expression of LncRNA AL109955.1 in 80 cases of colorectal cancer and its effect on cell proliferation, migration and invasion[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 38 -46 .
[7] DING Xiangyun, YU Qingmei, ZHANG Wenfang, ZHUANG Yuan, HAO Jing. Correlation of the expression of insulin-like growth factor II in granulosa cells and ovulation induction outcomes of 84 patients with polycystic ovary syndrome[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 60 -66 .
[8] XU Yuxiang, LIU Yudong, ZHANG Peng, DUAN Ruisheng. A retrospective analysis of risk factors of cerebral microbleeds in 101 patients with cerebral small vessel disease[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 67 -71 .
[9] GUO Zhihua, ZHAO Daqing, XING Yuan, WANG Wei, LIANG Leping, YANG Jing, ZHAO Qianqian. Single-stage end-to-end anastomosis in the management of severe cervical tracheal stenosis[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 72 -76 .
[10] XIAO Juan, XIAO Qiang, CONG Wei, LI Ting, DING Shouluan, ZHANG Yuan, SHAO Chunchun, WU Mei, LIU Jianing, JIA Hongying. Comparison of diagnostic efficacy of two kinds of thyroid imagine reporting and data systems[J]. Journal of Shandong University (Health Sciences), 2020, 1(7): 53 -59 .