Skip to main content
Top
Published in: BMC Nephrology 1/2016

Open Access 01-12-2016 | Research article

Identification of potential candidate genes for hypertensive nephropathy based on gene expression profile

Authors: Zhi Chen, Hao Wu, Guohua Wang, Ye Feng

Published in: BMC Nephrology | Issue 1/2016

Login to get access

Abstract

Background

This study was aimed to explore the molecular mechanisms of hypertensive nephropathy (HTN).

Methods

Gene expression profile of GSE37460, which based on 27 healthy living donor samples (HTN group) and 15 hypertensive nephropathy samples (control group), were downloaded from Gene Expression Omnibus (GEO) database. The differentially expressed genes (DEGs) between two groups were identified. STRING database was used to reveal protein-protein interaction (PPI) network of DEGs, followed by the functional enrichment analysis of the PPI network. Additionally, miRNA-DEG regulatory network was constructed to reveal the validated miRNAs targeting the DEGs.

Results

In total, 51 up-regulated genes and 140 down-regulated genes were obtained. In the PPI network, cytochrome P450 3A4 (CYP3A4) and angiotensin II receptor type 1 (AGTR1) had a higher degree, and CYP3A4 interacted with CYP4A11. The DEGs in the network were significantly enriched in drug metabolism, focal adhesion and arachidonic acid metabolism. Furthermore, in the miRNA-DEG regulatory network, hsa-miR-335-5p and hsa-miR-26b-5p were the two most outstanding miRNAs. AGTR1, CYP3A4 and CYP4A11 were predicted to be regulated by hsa-miR-26b-5p.

Conclusion

The DEGs, such as AGTR1, CYP3A4 and CYP4A11 may play critical roles in the development of HTN likely via the regulation by hsa-miR-26b-5p and taking part in some pathways.
Literature
1.
go back to reference Toto RB. Nephrology Forum - Hypertensive nephrosclerosis in African Americans. Kidney Int. 2003;64(10):2331–41.PubMedCrossRef Toto RB. Nephrology Forum - Hypertensive nephrosclerosis in African Americans. Kidney Int. 2003;64(10):2331–41.PubMedCrossRef
2.
go back to reference Rutkowski B, Tylicki L, Manitius J, Lysiak-Szydlowska W. Hypertensive nephropathy - an increasing clinical problem. Miner Electrolyte Metab. 1999;25(1-2):65–8.PubMedCrossRef Rutkowski B, Tylicki L, Manitius J, Lysiak-Szydlowska W. Hypertensive nephropathy - an increasing clinical problem. Miner Electrolyte Metab. 1999;25(1-2):65–8.PubMedCrossRef
3.
go back to reference Uchida S, Takahashi M, Sugawara M, Saito T, Nakai K, Fujita M, et al. Effects of the N/L-type calcium channel blocker cilnidipine on nephropathy and uric acid metabolism in hypertensive patients with chronic kidney disease (J-CIRCLE study). J Clin Hypertens. 2014;16(10):746–53.CrossRef Uchida S, Takahashi M, Sugawara M, Saito T, Nakai K, Fujita M, et al. Effects of the N/L-type calcium channel blocker cilnidipine on nephropathy and uric acid metabolism in hypertensive patients with chronic kidney disease (J-CIRCLE study). J Clin Hypertens. 2014;16(10):746–53.CrossRef
4.
go back to reference Baltatu OC, Zaugg CE, Schumacher C, Louie P, Campos LA, Bader M. Avosentan is protective in hypertensive nephropathy at doses not causing fluid retention. Pharmacol Res. 2014;80:9–13.PubMedCrossRef Baltatu OC, Zaugg CE, Schumacher C, Louie P, Campos LA, Bader M. Avosentan is protective in hypertensive nephropathy at doses not causing fluid retention. Pharmacol Res. 2014;80:9–13.PubMedCrossRef
5.
go back to reference Wang XC, Liu CH, Chen YJ, Wu Y, Yang LS, Liu HM, et al. Clinical and pathological analysis of the kidney in patients with hypertensive nephropathy. Exp Ther Med. 2013;6(5):1243–46.PubMedPubMedCentral Wang XC, Liu CH, Chen YJ, Wu Y, Yang LS, Liu HM, et al. Clinical and pathological analysis of the kidney in patients with hypertensive nephropathy. Exp Ther Med. 2013;6(5):1243–46.PubMedPubMedCentral
6.
go back to reference Hart PD, Bakris GL. Hypertensive nephropathy: prevention and treatment recommendations. Expert Opin Pharmacother. 2010;11(16):2675–86.PubMedCrossRef Hart PD, Bakris GL. Hypertensive nephropathy: prevention and treatment recommendations. Expert Opin Pharmacother. 2010;11(16):2675–86.PubMedCrossRef
7.
go back to reference Dmitrieva RI, Hinojos CA, Boerwinkle E, Braun MC, Fornage M, Doris PA. Hepatocyte nuclear factor 1 and hypertensive nephropathy. Hypertension. 2008;51(6):1583–9.PubMedPubMedCentralCrossRef Dmitrieva RI, Hinojos CA, Boerwinkle E, Braun MC, Fornage M, Doris PA. Hepatocyte nuclear factor 1 and hypertensive nephropathy. Hypertension. 2008;51(6):1583–9.PubMedPubMedCentralCrossRef
8.
go back to reference Guerrot D, Dussaule J-C, Mael-Ainin M, Xu-Dubois Y-C, Rondeau E, Chatziantoniou C, et al. Identification of periostin as a critical marker of progression/reversal of hypertensive nephropathy. PLoS One. 2012;7(3):e31974.PubMedPubMedCentralCrossRef Guerrot D, Dussaule J-C, Mael-Ainin M, Xu-Dubois Y-C, Rondeau E, Chatziantoniou C, et al. Identification of periostin as a critical marker of progression/reversal of hypertensive nephropathy. PLoS One. 2012;7(3):e31974.PubMedPubMedCentralCrossRef
9.
go back to reference Liu G-X, Li Y-Q, Huang XR, Wei LH, Zhang Y, Feng M, et al. Smad7 inhibits AngII-mediated hypertensive nephropathy in a mouse model of hypertension. Clin Sci. 2014;127(3):195–208.PubMedCrossRef Liu G-X, Li Y-Q, Huang XR, Wei LH, Zhang Y, Feng M, et al. Smad7 inhibits AngII-mediated hypertensive nephropathy in a mouse model of hypertension. Clin Sci. 2014;127(3):195–208.PubMedCrossRef
10.
go back to reference Wang G, Kwan BC-H, Lai FM-M, Choi PC-L, Chow K-M, Li PK-T, et al. Intrarenal expression of miRNAs in patients with hypertensive nephrosclerosis. Am J Hypertens. 2010;23(1):78–84.PubMedCrossRef Wang G, Kwan BC-H, Lai FM-M, Choi PC-L, Chow K-M, Li PK-T, et al. Intrarenal expression of miRNAs in patients with hypertensive nephrosclerosis. Am J Hypertens. 2010;23(1):78–84.PubMedCrossRef
11.
go back to reference Marques FZ, Campain AE, Tomaszewski M, Zukowska-Szczechowska E, Yang YHJ, Charchar FJ, et al. Gene expression profiling reveals renin mRNA overexpression in human hypertensive kidneys and a role for microRNAs. Hypertension. 2011;58(6):1093–98.PubMedCrossRef Marques FZ, Campain AE, Tomaszewski M, Zukowska-Szczechowska E, Yang YHJ, Charchar FJ, et al. Gene expression profiling reveals renin mRNA overexpression in human hypertensive kidneys and a role for microRNAs. Hypertension. 2011;58(6):1093–98.PubMedCrossRef
12.
go back to reference Berthier CC, Bethunaickan R, Gonzalez-Rivera T, Nair V, Ramanujam M, Zhang W, et al. Cross-species transcriptional network analysis defines shared inflammatory responses in murine and human lupus nephritis. J Immunol. 2012;189(2):988–1001.PubMedPubMedCentralCrossRef Berthier CC, Bethunaickan R, Gonzalez-Rivera T, Nair V, Ramanujam M, Zhang W, et al. Cross-species transcriptional network analysis defines shared inflammatory responses in murine and human lupus nephritis. J Immunol. 2012;189(2):988–1001.PubMedPubMedCentralCrossRef
13.
go back to reference Warnat P, Eils R, Brors B. Cross-platform analysis of cancer microarray data improves gene expression based classification of phenotypes. BMC bioinformatics. 2005;6:265.PubMedPubMedCentralCrossRef Warnat P, Eils R, Brors B. Cross-platform analysis of cancer microarray data improves gene expression based classification of phenotypes. BMC bioinformatics. 2005;6:265.PubMedPubMedCentralCrossRef
14.
go back to reference Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43(7):e47.PubMedPubMedCentralCrossRef Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43(7):e47.PubMedPubMedCentralCrossRef
15.
16.
go back to reference Franceschini A, Szklarczyk D, Frankild S, Kuhn M, Simonovic M, Roth A, et al. STRING v9.1: protein-protein interaction networks, with increased coverage and integration. Nucleic Acids Res. 2013;41(Database issue):D808–15.PubMedCrossRef Franceschini A, Szklarczyk D, Frankild S, Kuhn M, Simonovic M, Roth A, et al. STRING v9.1: protein-protein interaction networks, with increased coverage and integration. Nucleic Acids Res. 2013;41(Database issue):D808–15.PubMedCrossRef
17.
go back to reference Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, et al. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.PubMedPubMedCentralCrossRef Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, et al. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.PubMedPubMedCentralCrossRef
18.
go back to reference Bindea G, Mlecnik B, Hackl H, Charoentong P, Tosolini M, Kirilovsky A, et al. ClueGO: a Cytoscape plug-in to decipher functionally grouped gene ontology and pathway annotation networks. Bioinformatics. 2009;25(8):1091–3.PubMedPubMedCentralCrossRef Bindea G, Mlecnik B, Hackl H, Charoentong P, Tosolini M, Kirilovsky A, et al. ClueGO: a Cytoscape plug-in to decipher functionally grouped gene ontology and pathway annotation networks. Bioinformatics. 2009;25(8):1091–3.PubMedPubMedCentralCrossRef
19.
go back to reference Ramos H, Shannon P, Aebersold R. The protein information and property explorer: an easy-to-use, rich-client web application for the management and functional analysis of proteomic data. Bioinformatics. 2008;24(18):2110–1.PubMedPubMedCentralCrossRef Ramos H, Shannon P, Aebersold R. The protein information and property explorer: an easy-to-use, rich-client web application for the management and functional analysis of proteomic data. Bioinformatics. 2008;24(18):2110–1.PubMedPubMedCentralCrossRef
20.
go back to reference Ru Y, Kechris KJ, Tabakoff B, Hoffman P, Radcliffe RA, Bowler R, et al. The multiMiR R package and database: integration of microRNA-target interactions along with their disease and drug associations. Nucleic Acids Res. 2014;42(17):e133.PubMedPubMedCentralCrossRef Ru Y, Kechris KJ, Tabakoff B, Hoffman P, Radcliffe RA, Bowler R, et al. The multiMiR R package and database: integration of microRNA-target interactions along with their disease and drug associations. Nucleic Acids Res. 2014;42(17):e133.PubMedPubMedCentralCrossRef
21.
go back to reference Werck-Reichhart D, Feyereisen R. Cytochromes P450: a success story. Genome Biol. 2000;1(6):1–9.CrossRef Werck-Reichhart D, Feyereisen R. Cytochromes P450: a success story. Genome Biol. 2000;1(6):1–9.CrossRef
22.
go back to reference Theken KN, Deng Y, Kannon MA, Miller TM, Poloyac SM, Lee CR. Activation of the acute inflammatory response alters cytochrome P450 expression and eicosanoid metabolism. Drug Metab Dispos. 2011;39(1):22–9.PubMedPubMedCentralCrossRef Theken KN, Deng Y, Kannon MA, Miller TM, Poloyac SM, Lee CR. Activation of the acute inflammatory response alters cytochrome P450 expression and eicosanoid metabolism. Drug Metab Dispos. 2011;39(1):22–9.PubMedPubMedCentralCrossRef
23.
go back to reference Daemen MA, De VB, Buurman WA. Apoptosis and inflammation in renal reperfusion injury. Transplantation. 2002;73(11):1693–700.PubMedCrossRef Daemen MA, De VB, Buurman WA. Apoptosis and inflammation in renal reperfusion injury. Transplantation. 2002;73(11):1693–700.PubMedCrossRef
24.
go back to reference Zhang H, Coville PF, Walker RJ, Miners JO, Birkett DJ, Wanwimolruk S. Evidence for involvement of human CYP3A in the 3-hydroxylation of quinine. Br J Clin Pharmacol. 1997;43(3):245–52.PubMedPubMedCentralCrossRef Zhang H, Coville PF, Walker RJ, Miners JO, Birkett DJ, Wanwimolruk S. Evidence for involvement of human CYP3A in the 3-hydroxylation of quinine. Br J Clin Pharmacol. 1997;43(3):245–52.PubMedPubMedCentralCrossRef
25.
go back to reference Bhatnagar V, Garcia EP, O’Connor DT, Brophy VH, Alcaraz J, Richard E, et al. CYP3A4 and CYP3A5 polymorphisms and blood pressure response to amlodipine among African-American men and women with early hypertensive renal disease. Am J Nephrol. 2010;31(2):95–103.PubMedCrossRef Bhatnagar V, Garcia EP, O’Connor DT, Brophy VH, Alcaraz J, Richard E, et al. CYP3A4 and CYP3A5 polymorphisms and blood pressure response to amlodipine among African-American men and women with early hypertensive renal disease. Am J Nephrol. 2010;31(2):95–103.PubMedCrossRef
26.
go back to reference Tsujimoto M, Nagano Y, Hosoda S, Shiraishi A, Miyoshi A, Hiraoka S, et al. Effects of decreased vitamin D and accumulated uremic toxin on human CYP3A4 activity in patients with end-stage renal disease. Toxins. 2013;5(8):1475–85.PubMedPubMedCentralCrossRef Tsujimoto M, Nagano Y, Hosoda S, Shiraishi A, Miyoshi A, Hiraoka S, et al. Effects of decreased vitamin D and accumulated uremic toxin on human CYP3A4 activity in patients with end-stage renal disease. Toxins. 2013;5(8):1475–85.PubMedPubMedCentralCrossRef
27.
go back to reference Williams JM, Sharma M, Anjaiahh S, Falck JR, Roman RJ. Role of endogenous CYP450 metabolites of arachidonic acid in maintaining the glomerular protein permeability barrier. Am J Physiol Ren Physiol. 2007;293(2):F501–F05.CrossRef Williams JM, Sharma M, Anjaiahh S, Falck JR, Roman RJ. Role of endogenous CYP450 metabolites of arachidonic acid in maintaining the glomerular protein permeability barrier. Am J Physiol Ren Physiol. 2007;293(2):F501–F05.CrossRef
28.
go back to reference Fan F, Muroya Y, Roman RJ. Cytochrome P450 eicosanoids in hypertension and renal disease. Curr Opin Nephrol Hypertens. 2015;24(1):37.PubMedCrossRef Fan F, Muroya Y, Roman RJ. Cytochrome P450 eicosanoids in hypertension and renal disease. Curr Opin Nephrol Hypertens. 2015;24(1):37.PubMedCrossRef
29.
go back to reference Liang J, Yan M, Yang L, Suyila Q, Cui H, Su X. Association of a CYP4A11 polymorphism and hypertension in the Mongolian and Han populations of China. Genet Mol Res. 2014;13:508–17.PubMedCrossRef Liang J, Yan M, Yang L, Suyila Q, Cui H, Su X. Association of a CYP4A11 polymorphism and hypertension in the Mongolian and Han populations of China. Genet Mol Res. 2014;13:508–17.PubMedCrossRef
30.
go back to reference Elijovich F, Laffer CL. The relationship between CYP4A11 and human hypertension. J Hypertens. 2008;26(8):1712–14.PubMedCrossRef Elijovich F, Laffer CL. The relationship between CYP4A11 and human hypertension. J Hypertens. 2008;26(8):1712–14.PubMedCrossRef
31.
go back to reference Aguado-Fraile E, Ramos E, Conde E, Rodríguez M, Martín-Gómez L, Lietor A, et al. A Pilot Study Identifying a Set of microRNAs As Precise Diagnostic Biomarkers of Acute Kidney Injury. PLoS One. 2015;10(6):e0127175.PubMedPubMedCentralCrossRef Aguado-Fraile E, Ramos E, Conde E, Rodríguez M, Martín-Gómez L, Lietor A, et al. A Pilot Study Identifying a Set of microRNAs As Precise Diagnostic Biomarkers of Acute Kidney Injury. PLoS One. 2015;10(6):e0127175.PubMedPubMedCentralCrossRef
32.
go back to reference Su X, Lee L, Li X, Lv J, Hu Y, Zhan S, et al. Association between angiotensinogen, angiotensin II receptor genes, and blood pressure response to an angiotensin-converting enzyme inhibitor. Circulation. 2007;115(6):725–32.PubMedCrossRef Su X, Lee L, Li X, Lv J, Hu Y, Zhan S, et al. Association between angiotensinogen, angiotensin II receptor genes, and blood pressure response to an angiotensin-converting enzyme inhibitor. Circulation. 2007;115(6):725–32.PubMedCrossRef
33.
go back to reference Valencia DM, Naranjo CA, Parra MV, Caro MA, Valencia AV, Jaramillo CJ, et al. Association and interaction of AGT, AGTR1, ACE, ADRB2, DRD1, ADD1, ADD2, ATP2B1, TBXA2R and PTGS2 genes on the risk of hypertension in Antioquian population. Biomedica. 2013;33(4):598–614.PubMedCrossRef Valencia DM, Naranjo CA, Parra MV, Caro MA, Valencia AV, Jaramillo CJ, et al. Association and interaction of AGT, AGTR1, ACE, ADRB2, DRD1, ADD1, ADD2, ATP2B1, TBXA2R and PTGS2 genes on the risk of hypertension in Antioquian population. Biomedica. 2013;33(4):598–614.PubMedCrossRef
34.
go back to reference Sun Y, Liao Y, Yuan Y, Feng L, Ma S, Wei F, et al. Influence of autoantibodies against AT1 receptor and AGTR1 polymorphisms on candesartan-based antihypertensive regimen: results from the study of optimal treatment in hypertensive patients with anti-AT1-receptor autoantibodies trial. J Am Soc Hypertens. 2014;8(1):21–7.PubMedCrossRef Sun Y, Liao Y, Yuan Y, Feng L, Ma S, Wei F, et al. Influence of autoantibodies against AT1 receptor and AGTR1 polymorphisms on candesartan-based antihypertensive regimen: results from the study of optimal treatment in hypertensive patients with anti-AT1-receptor autoantibodies trial. J Am Soc Hypertens. 2014;8(1):21–7.PubMedCrossRef
35.
go back to reference Henderson SO, Haiman CA, Mack W. Multiple Polymorphisms in the renin- angiotensin-aldosterone system (ACE, CYP11B2, AGTR1) and their contribution to hypertension in African Americans and Latinos in the multiethnic cohort. Am J Med Sci. 2004;328(5):266–73.PubMedCrossRef Henderson SO, Haiman CA, Mack W. Multiple Polymorphisms in the renin- angiotensin-aldosterone system (ACE, CYP11B2, AGTR1) and their contribution to hypertension in African Americans and Latinos in the multiethnic cohort. Am J Med Sci. 2004;328(5):266–73.PubMedCrossRef
36.
go back to reference Smilde TD, Zuurman MW, Hillege HL, van Veldhuisen DJ, van Gilst WH, van der Steege G, et al. Renal function dependent association of AGTR1 polymorphism (A1166C) and electrocardiographic left-ventricular hypertrophy. Am J Hypertens. 2007;20(10):1097–103.PubMedCrossRef Smilde TD, Zuurman MW, Hillege HL, van Veldhuisen DJ, van Gilst WH, van der Steege G, et al. Renal function dependent association of AGTR1 polymorphism (A1166C) and electrocardiographic left-ventricular hypertrophy. Am J Hypertens. 2007;20(10):1097–103.PubMedCrossRef
37.
go back to reference Campbell CY, Fang BF, Guo X, Peralta CA, Psaty BM, Rich SS, et al. Associations between genetic variants in the ACE, AGT, AGTR1 and AGTR2 genes and renal function in the Multi-ethnic Study of Atherosclerosis. Am J Nephrol. 2010;32(2):156–62.PubMedPubMedCentralCrossRef Campbell CY, Fang BF, Guo X, Peralta CA, Psaty BM, Rich SS, et al. Associations between genetic variants in the ACE, AGT, AGTR1 and AGTR2 genes and renal function in the Multi-ethnic Study of Atherosclerosis. Am J Nephrol. 2010;32(2):156–62.PubMedPubMedCentralCrossRef
38.
go back to reference Durvasula RV, Shankland SJ. The renin-angiotensin system in glomerular podocytes: mediator of glomerulosclerosis and link to hypertensive nephropathy. Curr Hypertens Rep. 2006;8(2):132–38.PubMedCrossRef Durvasula RV, Shankland SJ. The renin-angiotensin system in glomerular podocytes: mediator of glomerulosclerosis and link to hypertensive nephropathy. Curr Hypertens Rep. 2006;8(2):132–38.PubMedCrossRef
39.
go back to reference Wenzel P, Knorr M, Kossmann S, Stratmann J, Hausding M, Schuhmacher S, et al. Lysozyme M-positive monocytes mediate angiotensin II-induced arterial hypertension and vascular dysfunction. Circulation. 2011;124(12):1370–81.PubMedCrossRef Wenzel P, Knorr M, Kossmann S, Stratmann J, Hausding M, Schuhmacher S, et al. Lysozyme M-positive monocytes mediate angiotensin II-induced arterial hypertension and vascular dysfunction. Circulation. 2011;124(12):1370–81.PubMedCrossRef
40.
go back to reference Li L, Huang L, Sung SSJ, Vergis AL, Rosin DL, Jr CER, et al. The chemokine receptors CCR2 and CX3CR1 mediate monocyte/macrophage trafficking in kidney ischemia–reperfusion injury. Kidney Int. 2008;74(12):1526–37.PubMedPubMedCentralCrossRef Li L, Huang L, Sung SSJ, Vergis AL, Rosin DL, Jr CER, et al. The chemokine receptors CCR2 and CX3CR1 mediate monocyte/macrophage trafficking in kidney ischemia–reperfusion injury. Kidney Int. 2008;74(12):1526–37.PubMedPubMedCentralCrossRef
Metadata
Title
Identification of potential candidate genes for hypertensive nephropathy based on gene expression profile
Authors
Zhi Chen
Hao Wu
Guohua Wang
Ye Feng
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Nephrology / Issue 1/2016
Electronic ISSN: 1471-2369
DOI
https://doi.org/10.1186/s12882-016-0366-8

Other articles of this Issue 1/2016

BMC Nephrology 1/2016 Go to the issue