Identification of Hub Genes and Therapeutic Agents for IgA Nephropathy Through Bioinformatics Analysis and Experimental Validation

被引:5
作者
Xia, Ming [1 ]
Liu, Di [1 ]
Liu, Haiyang [1 ]
Peng, Liang [1 ]
Yang, Danyi [1 ]
Tang, Chengyuan [1 ]
Chen, Guochun [1 ]
Liu, Yu [1 ]
Liu, Hong [1 ]
机构
[1] Cent South Univ, Xiangya Hosp 2, Dept Nephrol, Hunan Key Lab Kidney Dis & Blood Purificat, Changsha, Peoples R China
基金
中国国家自然科学基金;
关键词
IgA nephropathy; hub gene; bioinformatics; tetrandrine; mesangial cell; CONNECTIVITY MAP; CELL-CYCLE; TETRANDRINE; OVEREXPRESSION; PROGRESSION; NEPHRITIS; ARREST; FCER1G;
D O I
10.3389/fmed.2022.881322
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BackgroundIgA nephropathy (IgAN) is the most common primary glomerular disease and the leading cause of the end-stage renal disease in the world. The pathogenesis of IgAN has not been well elucidated, and yet treatment is limited. High-throughput microarray has been applied for elucidating molecular biomarkers and potential mechanisms involved in IgAN. This study aimed to identify the potential key genes and therapeutics associated with IgAN using integrative bioinformatics and transcriptome-based computational drug repurposing approach. MethodsThree datasets of mRNA expression profile were obtained from the gene expression omnibus database and differentially expressed genes (DEGs) between IgAN glomeruli and normal tissue were identified by integrated analysis. Gene ontology and pathway enrichment analyses of the DEGs were performed by R software, and protein-protein interaction networks were constructed using the STRING online search tool. External dataset and immunohistochemical assessment of kidney biopsy specimens were used for hub gene validation. Potential compounds for IgAN therapy were obtained by Connectivity Map (CMap) analysis and preliminarily verified in vitro. Stimulated human mesangial cells were collected for cell proliferation and cell cycle analysis using cell counting kit 8 and flow cytometry, respectively. Results134 DEGs genes were differentially expressed across kidney transcriptomic data from IgAN patients and healthy living donors. Enrichment analysis showed that the glomerular compartments underwent a wide range of interesting pathological changes during kidney injury, focused on anion transmembrane transporter activity and protein digestion and absorption mostly. Hub genes (ITGB2, FCER1G, CSF1R) were identified and verified to be significantly upregulated in IgAN patients, and associated with severity of renal lesions. Computational drug repurposing with the CMap identified tetrandrine as a candidate treatment to reverse IgAN hub gene expression. Tetrandrine administration significantly reversed mesangial cell proliferation and cell cycle transition. ConclusionThe identification of DEGs and related therapeutic strategies of IgAN through this integrated bioinformatics analysis provides a valuable resource of therapeutic targets and agents of IgAN. Especially, our findings suggest that tetrandrine might be beneficial for IgAN, which deserves future research.
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页数:11
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[1]   FcRγ Activation Regulates Inflammation-Associated Squamous Carcinogenesis [J].
Andreu, Pauline ;
Johansson, Magnus ;
Affara, Nesrine I. ;
Pucci, Ferdinando ;
Tan, Tingting ;
Junankar, Simon ;
Korets, Lidiya ;
Lam, Julia ;
Tawfik, David ;
DeNardo, David G. ;
Naldini, Luigi ;
de Visser, Karin E. ;
De Palma, Michele ;
Coussens, Lisa M. .
CANCER CELL, 2010, 17 (02) :121-134
[2]   Evaluating a New International Risk-Prediction Tool in IgA Nephropathy [J].
Barbour, Sean J. ;
Coppo, Rosanna ;
Zhang, Hong ;
Liu, Zhi-Hong ;
Suzuki, Yusuke ;
Matsuzaki, Keiichi ;
Katafuchi, Ritsuko ;
Er, Lee ;
Espino-Hernandez, Gabriela ;
Kim, S. Joseph ;
Reich, Heather N. ;
Feehally, John ;
Cattran, Daniel C. ;
Russo, M. L. ;
Troyanov, S. ;
Cook, H. T. ;
Roberts, I. ;
Tesar, V. ;
Maixnerova, D. ;
Lundberg, S. ;
Gesualdo, L. ;
Emma, F. ;
Fuiano, L. ;
Beltrame, G. ;
Rollino, C. ;
Amore, A. ;
Camilla, R. ;
Peruzzi, L. ;
Praga, M. ;
Feriozzi, S. ;
Polci, R. ;
Segoloni, G. ;
Colla, L. ;
Pani, A. ;
Piras, D. ;
Angioi, A. ;
Cancarini, G. ;
Ravera, S. ;
Durlik, M. ;
Moggia, E. ;
Ballarin, J. ;
Di Giulio, S. ;
Pugliese, F. ;
Serriello, I. ;
Caliskan, Y. ;
Sever, M. ;
Kilicaslan, I. ;
Locatelli, F. ;
Del Vecchio, L. ;
Wetzels, J. F. M. .
JAMA INTERNAL MEDICINE, 2019, 179 (07) :942-952
[3]   Cross-Species Transcriptional Network Analysis Defines Shared Inflammatory Responses in Murine and Human Lupus Nephritis [J].
Berthier, Celine C. ;
Bethunaickan, Ramalingam ;
Gonzalez-Rivera, Tania ;
Nair, Viji ;
Ramanujam, Meera ;
Zhang, Weijia ;
Bottinger, Erwin P. ;
Segerer, Stephan ;
Lindenmeyer, Maja ;
Cohen, Clemens D. ;
Davidson, Anne ;
Kretzler, Matthias .
JOURNAL OF IMMUNOLOGY, 2012, 189 (02) :988-1001
[4]   Expression of Genes Involved in Cellular Adhesion and Extracellular Matrix Remodeling Correlates with Poor Survival of Patients with Renal Cancer [J].
Boguslawska, Joanna ;
Kedzierska, Hanna ;
Poplawski, Piotr ;
Rybicka, Beata ;
Tanski, Zbigniew ;
Piekielko-Witkowska, Agnieszka .
JOURNAL OF UROLOGY, 2016, 195 (06) :1892-1902
[5]   Co-expression network analysis identified FCER1G in association with progression and prognosis in human clear cell renal cell carcinoma [J].
Chen, Liang ;
Yuan, Lushun ;
Wang, Yongzhi ;
Wang, Gang ;
Zhu, Yuan ;
Cao, Rui ;
Qian, Guofeng ;
Xie, Conghua ;
Liu, Xuefeng ;
Xiao, Yu ;
Wang, Xinghuan .
INTERNATIONAL JOURNAL OF BIOLOGICAL SCIENCES, 2017, 13 (11) :1361-1372
[6]   Plasma Galactose-Deficient IgA1 and C3 and CKD Progression in IgA Nephropathy [J].
Chen, Pei ;
Yu, Guizhen ;
Zhang, Xue ;
Xie, Xinfang ;
Wang, Jinwei ;
Shi, Sufang ;
Liu, Lijun ;
Lv, Jicheng ;
Zhang, Hong .
CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2019, 14 (10) :1458-1465
[7]   Tetrandrine inhibits migration and invasion of human renal cell carcinoma by regulating Akt/NF-κB/MMP-9 signaling [J].
Chen, Shurui ;
Liu, Wei ;
Wang, Ke ;
Fan, Yizeng ;
Chen, Jiaqi ;
Ma, Jianbin ;
Wang, Xinyang ;
He, Dalin ;
Zeng, Jin ;
Li, Lei .
PLOS ONE, 2017, 12 (03)
[8]   Tetrandrine triggers apoptosis and cell cycle arrest in human renal cell carcinoma cells [J].
Chen, Tao ;
Ji, Bing ;
Chen, Yancui .
JOURNAL OF NATURAL MEDICINES, 2014, 68 (01) :46-52
[9]   Identification of key genes, pathways and potential therapeutic agents for IgA nephropathy using an integrated bioinformatics analysis [J].
Chen, Xiaoxue ;
Sun, Mindan .
JOURNAL OF THE RENIN-ANGIOTENSIN-ALDOSTERONE SYSTEM, 2020, 21 (02)
[10]   Formalin-fixed paraffin-embedded renal biopsy tissues: an underexploited biospecimen resource for gene expression profiling in IgA nephropathy [J].
Cox, Sharon Natasha ;
Chiurlia, Samantha ;
Divella, Chiara ;
Rossini, Michele ;
Serino, Grazia ;
Bonomini, Mario ;
Sirolli, Vittorio ;
Aiello, Francesca B. ;
Zaza, Gianluigi ;
Squarzoni, Isabella ;
Gangemi, Concetta ;
Stangou, Maria ;
Papagianni, Aikaterini ;
Haas, Mark ;
Schena, Francesco Paolo .
SCIENTIFIC REPORTS, 2020, 10 (01)