Identification of six hub genes and two key pathways in two rat renal fibrosis models based on bioinformatics and RNA-seq transcriptome analyses

被引:5
作者
Cai, Yueqin [1 ,2 ]
Chen, Jingan [3 ]
Liu, Jingyan [4 ]
Zhu, Keyan [2 ]
Xu, Zhixing [5 ]
Shen, Jianan [5 ]
Wang, Dejun [2 ]
Chu, Lisheng [6 ]
机构
[1] Zhejiang Chinese Med Univ, Sch Basic Med Sci, Hangzhou, Peoples R China
[2] Zhejiang Chinese Med Univ, Acad Chinese Med Sci, Hangzhou, Peoples R China
[3] Zhejiang Chinese Med Univ, Coll Pharmaceut Sci, Hangzhou, Peoples R China
[4] Westlake Univ, Lab Anim Resources Ctr, Hangzhou, Peoples R China
[5] Zhejiang Chinese Med Univ, Med Coll 1, Hangzhou, Peoples R China
[6] Zhejiang Chinese Med Univ, Dept Physiol, Hangzhou, Peoples R China
关键词
renal fibrosis; RNA-seq; molecular mechanism; hub targets; drug prediction; EPITHELIAL-MESENCHYMAL TRANSITION; TGF-BETA/SMAD; INHIBITION; MECHANISMS; BETA; EXPRESSION; DISEASE;
D O I
10.3389/fmolb.2022.1035772
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Renal fibrosis (RF) is the common pathological manifestation and central treatment target of multiple chronic kidney diseases with high morbidity and mortality. Currently, the molecular mechanisms underlying RF remain poorly understood, and exploration of RF-related hub targets and pathways is urgently needed. In this study, two classical RF rat models (adenine and UUO) were established and evaluated by HE, Masson and immunohistochemical staining. To clear molecular mechanisms of RF, differentially expressed genes (DEGs) were identified using RNA-Seq analysis, hub targets and pathways were screened by bioinformatics (functional enrichment analyses, PPI network, and co-expression analysis), the screening results were verified by qRT-PCR, and potential drugs of RF were predicted by network pharmacology and molecular docking. The results illustrated that renal structures were severely damaged and fibrotic in adenine- and UUO-induced models, as evidenced by collagen deposition, enhanced expressions of biomarkers (TGF-beta 1 and alpha-SMA), reduction of E-cadherin biomarker, and severe renal function changes (significantly decreased UTP, CREA, Ccr, and ALB levels and increased UUN and BUN levels), etc. 1189 and 1253 RF-related DEGs were screened in the adenine and UUO models, respectively. Two key pathways (AGE-RAGE and NOD-like receptor) and their hub targets (Tgfb1, Col1a1, Nlrc4, Casp4, Trpm2, and Il18) were identified by PPI networks, co-expressed relationships, and qRT-PCR verification. Furthermore, various reported herbal ingredients (curcumin, resveratrol, honokiol, etc.) were considered as important drug candidates due to the strong binding affinity with these hub targets. Overall, this study mainly identified two key RF-related pathways (AGE-RAGE and NOD-like receptor), screened hub targets (Tgfb1, Col1a1, Nlrc4, Casp4, Trpm2, and Il18) that involved inflammation, ECM formation, myofibroblasts generation, and pyroptosis, etc., and provided referable drug candidates (curcumin, resveratrol, honokiol, etc.) in basic research and clinical treatment of RF.
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页数:16
相关论文
共 32 条
[1]  
Ammirati AL, 2020, REV ASSOC MED BRAS, V66, pS3, DOI [10.1590/1806-9282.66.S1.3, 10.1590/1806-9282.66.s1.3]
[2]   Resveratrol inhibits epithelial-mesenchymal transition and renal fibrosis by antagonizing the hedgehog signaling pathway [J].
Bai, Yongheng ;
Lu, Hong ;
Wu, Cunzao ;
Liang, Yong ;
Wang, Silu ;
Lin, Chengcheng ;
Chen, Bicheng ;
Xia, Peng .
BIOCHEMICAL PHARMACOLOGY, 2014, 92 (03) :484-493
[3]   Honokiol ameliorates renal fibrosis by inhibiting extracellular matrix and pro-inflammatory factors in vivo and in vitro [J].
Chiang, Chih-Kang ;
Sheu, Meei-Ling ;
Lin, Yi-Wei ;
Wu, Cheng-Tien ;
Yang, Chin-Ching ;
Chen, Min-Wei ;
Hung, Kuan-Yu ;
Wu, Kuan-Dun ;
Liu, Shing-Hwa .
BRITISH JOURNAL OF PHARMACOLOGY, 2011, 163 (03) :586-597
[4]  
De Vriese AS, 2003, J AM SOC NEPHROL, V14, P2109, DOI 10.1681/ASN.V1482109
[5]   AutoDock Vina 1.2.0: New Docking Methods, Expanded Force Field, and Python']Python Bindings [J].
Eberhardt, Jerome ;
Santos-Martins, Diogo ;
Tillack, Andreas F. ;
Forli, Stefano .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2021, 61 (08) :3891-3898
[6]   Epithelial-to-mesenchymal transition in fibrosis: Collagen type I expression is highly upregulated after EMT, but does not contribute to collagen deposition [J].
Hosper, Nynke A. ;
van den Berg, Paul P. ;
de Rond, Saskia ;
Popa, Eliane R. ;
Wilmer, Martijn J. ;
Masereeuw, Rosalinde ;
Bank, Ruud A. .
EXPERIMENTAL CELL RESEARCH, 2013, 319 (19) :3000-3009
[7]   New insights into TGF-β/Smad signaling in tissue fibrosis [J].
Hu, He-He ;
Chen, Dan-Qian ;
Wang, Yan-Ni ;
Feng, Ya-Long ;
Cao, Gang ;
Vaziri, Nosratola D. ;
Zhao, Ying-Yong .
CHEMICO-BIOLOGICAL INTERACTIONS, 2018, 292 :76-83
[8]   Mechanisms of Renal Fibrosis [J].
Humphreys, Benjamin D. .
ANNUAL REVIEW OF PHYSIOLOGY, VOL 80, 2018, 80 :309-326
[9]   Adenine-Induced Chronic Renal Failure in Rats: A Model of Chronic Renocardiac Syndrome with Left Ventricular Diastolic Dysfunction but Preserved Ejection Fraction [J].
Kashioulis, Pavlos ;
Lundgren, Jaana ;
Shubbar, Emman ;
Nguy, Lisa ;
Saeed, Aso ;
Guron, Cecilia Wallentin ;
Guron, Gregor .
KIDNEY & BLOOD PRESSURE RESEARCH, 2018, 43 (04) :1053-1064
[10]  
Li Yu, 2011, Zhongguo Zhong Xi Yi Jie He Za Zhi, V31, P1224