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Published in: Journal of Translational Medicine 1/2019

Open Access 01-12-2019 | Microalbuminuria | Research

Bioinformatics-based discovery of the urinary BBOX1 mRNA as a potential biomarker of diabetic kidney disease

Authors: Le-Ting Zhou, Lin-Li Lv, Shen Qiu, Qing Yin, Zuo-Lin Li, Tao-Tao Tang, Li-Hua Ni, Ye Feng, Bin Wang, Kun-Ling Ma, Bi-Cheng Liu

Published in: Journal of Translational Medicine | Issue 1/2019

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Abstract

Background

Diabetic kidney disease (DKD) is the leading cause of end-stage kidney disease (ESKD) in the world. Emerging evidence has shown that urinary mRNAs may serve as early diagnostic and prognostic biomarkers of DKD. In this article, we aimed to first establish a novel bioinformatics-based methodology for analyzing the “urinary kidney-specific mRNAs” and verify their potential clinical utility in DKD.

Methods

To select candidate mRNAs, a total of 127 Affymetrix microarray datasets of diabetic kidney tissues and other tissues from humans were compiled and analyzed using an integrative bioinformatics approach. Then, the urinary expression of candidate mRNAs in stage 1 study (n = 82) was verified, and the one with best performance moved on to stage 2 study (n = 80) for validation. To avoid potential detection bias, a one-step Taqman PCR assay was developed for quantification of the interested mRNA in stage 2 study. Lastly, the in situ expression of the selected mRNA was further confirmed using fluorescent in situ hybridization (FISH) assay and bioinformatics analysis.

Results

Our bioinformatics analysis identified sixteen mRNAs as candidates, of which urinary BBOX1 (uBBOX1) levels were significantly upregulated in the urine of patients with DKD. The expression of uBBOX1 was also increased in normoalbuminuric diabetes subjects, while remained unchanged in patients with urinary tract infection or bladder cancer. Besides, uBBOX1 levels correlated with glycemic control, albuminuria and urinary tubular injury marker levels. Similar results were obtained in stage 2 study. FISH assay further demonstrated that BBOX1 mRNA was predominantly located in renal tubular epithelial cells, while its expression in podocytes and urothelium was weak. Further bioinformatics analysis also suggested that tubular BBOX1 mRNA expression was quite stable in various types of kidney diseases.

Conclusions

Our study provided a novel methodology to identify and analyze urinary kidney-specific mRNAs. uBBOX1 might serve as a promising biomarker of DKD. The performance of the selected urinary mRNAs in monitoring disease progression needs further validation.
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Literature
1.
go back to reference Molitch ME, Adler AI, Flyvbjerg A, Nelson RG, So WY, Wanner C, Kasiske BL, Wheeler DC, de Zeeuw D, Mogensen CE. Diabetic kidney disease: a clinical update from Kidney Disease: improving global outcomes. Kidney Int. 2015;87:20–30.CrossRef Molitch ME, Adler AI, Flyvbjerg A, Nelson RG, So WY, Wanner C, Kasiske BL, Wheeler DC, de Zeeuw D, Mogensen CE. Diabetic kidney disease: a clinical update from Kidney Disease: improving global outcomes. Kidney Int. 2015;87:20–30.CrossRef
2.
go back to reference Klessens CQF, Woutman TD, Veraar KAM, Zandbergen M, Valk EJJ, Rotmans JI, Wolterbeek R, Bruijn JA, Bajema IM. An autopsy study suggests that diabetic nephropathy is underdiagnosed. Kidney Int. 2016;90:149–56.CrossRef Klessens CQF, Woutman TD, Veraar KAM, Zandbergen M, Valk EJJ, Rotmans JI, Wolterbeek R, Bruijn JA, Bajema IM. An autopsy study suggests that diabetic nephropathy is underdiagnosed. Kidney Int. 2016;90:149–56.CrossRef
3.
go back to reference Molitch ME, Steffes M, Sun WJ, Rutledge B, Cleary P, de Boer IH, Zinman B, Lachin J, Grp ES. Development and progression of renal insufficiency with and without albuminuria in adults with type 1 diabetes in the diabetes control and complications trial and the epidemiology of diabetes interventions and complications study. Diabetes Care. 2010;33:1536–43.CrossRef Molitch ME, Steffes M, Sun WJ, Rutledge B, Cleary P, de Boer IH, Zinman B, Lachin J, Grp ES. Development and progression of renal insufficiency with and without albuminuria in adults with type 1 diabetes in the diabetes control and complications trial and the epidemiology of diabetes interventions and complications study. Diabetes Care. 2010;33:1536–43.CrossRef
4.
go back to reference Szeto CC, Chan RW, Lai KB, Szeto CY, Chow KM, Li PK, Lai FM. Messenger RNA expression of target genes in the urinary sediment of patients with chronic kidney diseases. Nephrol Dial Transplant. 2005;20:105–13.CrossRef Szeto CC, Chan RW, Lai KB, Szeto CY, Chow KM, Li PK, Lai FM. Messenger RNA expression of target genes in the urinary sediment of patients with chronic kidney diseases. Nephrol Dial Transplant. 2005;20:105–13.CrossRef
5.
go back to reference Li B, Hartono C, Ding R, Sharma VK, Ramaswamy R, Qian B, Serur D, Mouradian J, Schwartz JE, Suthanthiran M. Noninvasive diagnosis of renal-allograft rejection by measurement of messenger RNA for perforin and granzyme B in urine. N Engl J Med. 2001;344:947–54.CrossRef Li B, Hartono C, Ding R, Sharma VK, Ramaswamy R, Qian B, Serur D, Mouradian J, Schwartz JE, Suthanthiran M. Noninvasive diagnosis of renal-allograft rejection by measurement of messenger RNA for perforin and granzyme B in urine. N Engl J Med. 2001;344:947–54.CrossRef
6.
go back to reference Zhou LT, Cao YH, Lv LL, Ma KL, Chen PS, Ni HF, Lei XD, Liu BC. Feature selection and classification of urinary mRNA microarray data by iterative random forest to diagnose renal fibrosis: a two-stage study. Sci Rep. 2017;7:39832.CrossRef Zhou LT, Cao YH, Lv LL, Ma KL, Chen PS, Ni HF, Lei XD, Liu BC. Feature selection and classification of urinary mRNA microarray data by iterative random forest to diagnose renal fibrosis: a two-stage study. Sci Rep. 2017;7:39832.CrossRef
7.
go back to reference Wang G, Lai FMM, Lai KB, Chow KM, Kwan CHB, Li KTP, Szeto CC. Urinary mRNA expression of ACE and ACE2 in human type 2 diabetic nephropathy. Diabetologia. 2008;51:1062–7.CrossRef Wang G, Lai FMM, Lai KB, Chow KM, Kwan CHB, Li KTP, Szeto CC. Urinary mRNA expression of ACE and ACE2 in human type 2 diabetic nephropathy. Diabetologia. 2008;51:1062–7.CrossRef
8.
go back to reference Zhou LT, Qiu S, Lv LL, Li ZL, Liu H, Tang RN, Ma KL, Liu BC. integrative bioinformatics analysis provides insight into the molecular mechanisms of chronic kidney disease. Kidney Blood Press Res. 2018;43:568–81.CrossRef Zhou LT, Qiu S, Lv LL, Li ZL, Liu H, Tang RN, Ma KL, Liu BC. integrative bioinformatics analysis provides insight into the molecular mechanisms of chronic kidney disease. Kidney Blood Press Res. 2018;43:568–81.CrossRef
9.
go back to reference Gao S, Xu S, Fang YP, Fang JW. Prediction of core cancer genes using multi-task classification framework. J Theor Biol. 2013;317:62–70.CrossRef Gao S, Xu S, Fang YP, Fang JW. Prediction of core cancer genes using multi-task classification framework. J Theor Biol. 2013;317:62–70.CrossRef
10.
go back to reference Ma YC, Zuo L, Chen JH, Luo Q, Yu XQ, Li Y, Xu JS, Huang SM, Wang LN, Huang W, et al. Modified glomerular filtration rate estimating equation for Chinese patients with chronic kidney disease. J Am Soc Nephrol. 2006;17:2937–44.CrossRef Ma YC, Zuo L, Chen JH, Luo Q, Yu XQ, Li Y, Xu JS, Huang SM, Wang LN, Huang W, et al. Modified glomerular filtration rate estimating equation for Chinese patients with chronic kidney disease. J Am Soc Nephrol. 2006;17:2937–44.CrossRef
11.
go back to reference Berthier CC, Bethunaickan R, Gonzalez-Rivera T, Nair V, Ramanujam M, Zhang WJ, Bottinger EP, Segerer S, Lindenmeyer M, Cohen CD, et al. Cross-species transcriptional network analysis defines shared inflammatory responses in murine and human lupus nephritis. J Immunol. 2012;189:988–1001.CrossRef Berthier CC, Bethunaickan R, Gonzalez-Rivera T, Nair V, Ramanujam M, Zhang WJ, Bottinger EP, Segerer S, Lindenmeyer M, Cohen CD, et al. Cross-species transcriptional network analysis defines shared inflammatory responses in murine and human lupus nephritis. J Immunol. 2012;189:988–1001.CrossRef
12.
go back to reference Ju WJ, Greene CS, Eichinger F, Nair V, Hodgin JB, Bitzer M, Lee YS, Zhu Q, Kehata M, Li M, et al. Defining cell-type specificity at the transcriptional level in human disease. Genome Res. 2013;23:1862–73.CrossRef Ju WJ, Greene CS, Eichinger F, Nair V, Hodgin JB, Bitzer M, Lee YS, Zhu Q, Kehata M, Li M, et al. Defining cell-type specificity at the transcriptional level in human disease. Genome Res. 2013;23:1862–73.CrossRef
13.
go back to reference Reich HN, Tritchler D, Cattran DC, Herzenberg AM, Eichinger F, Boucherot A, Henger A, Berthier CC, Nair V, Cohen CD, et al. A molecular signature of proteinuria in glomerulonephritis. PLoS ONE. 2010;5:e13451.CrossRef Reich HN, Tritchler D, Cattran DC, Herzenberg AM, Eichinger F, Boucherot A, Henger A, Berthier CC, Nair V, Cohen CD, et al. A molecular signature of proteinuria in glomerulonephritis. PLoS ONE. 2010;5:e13451.CrossRef
14.
go back to reference Mengual L, Burset M, Ars E, Lozano JJ, Villavicencio H, Ribal MJ, Alcaraz A. DNA microarray expression profiling of bladder cancer allows identification of noninvasive diagnostic markers. J Urol. 2009;182:741–8.CrossRef Mengual L, Burset M, Ars E, Lozano JJ, Villavicencio H, Ribal MJ, Alcaraz A. DNA microarray expression profiling of bladder cancer allows identification of noninvasive diagnostic markers. J Urol. 2009;182:741–8.CrossRef
15.
go back to reference Gamper M, Viereck V, Geissbuhler V, Eberhard J, Binder J, Moll C, Rehrauer H, Moser R. Gene expression profile of bladder tissue of patients with ulcerative interstitial cystitis. BMC Genomics. 2009;10:199.CrossRef Gamper M, Viereck V, Geissbuhler V, Eberhard J, Binder J, Moll C, Rehrauer H, Moser R. Gene expression profile of bladder tissue of patients with ulcerative interstitial cystitis. BMC Genomics. 2009;10:199.CrossRef
16.
go back to reference Lindenmeyer MT, Eichinger F, Sen K, Anders HJ, Edenhofer I, Mattinzoli D, Kretzler M, Rastaldi MP, Cohen CD. Systematic analysis of a novel human renal glomerulus-enriched gene expression dataset. PLoS ONE. 2010;5:e11545.CrossRef Lindenmeyer MT, Eichinger F, Sen K, Anders HJ, Edenhofer I, Mattinzoli D, Kretzler M, Rastaldi MP, Cohen CD. Systematic analysis of a novel human renal glomerulus-enriched gene expression dataset. PLoS ONE. 2010;5:e11545.CrossRef
17.
go back to reference Neusser MA, Lindenmeyer MT, Moll AG, Segerer S, Edenhofer I, Sen K, Stiehl DP, Kretzler M, Grone HJ, Schlondorff D, Cohen CD. Human nephrosclerosis triggers a hypoxia-related glomerulopathy. Am J Pathol. 2010;176:594–607.CrossRef Neusser MA, Lindenmeyer MT, Moll AG, Segerer S, Edenhofer I, Sen K, Stiehl DP, Kretzler M, Grone HJ, Schlondorff D, Cohen CD. Human nephrosclerosis triggers a hypoxia-related glomerulopathy. Am J Pathol. 2010;176:594–607.CrossRef
18.
go back to reference Li YP, Li YH, Bai ZJ, Pan J, Wang J, Fang F. Identification of potential transcriptomic markers in developing pediatric sepsis: a weighted gene co-expression network analysis and a case-control validation study. J Transl Med. 2017;15:254.CrossRef Li YP, Li YH, Bai ZJ, Pan J, Wang J, Fang F. Identification of potential transcriptomic markers in developing pediatric sepsis: a weighted gene co-expression network analysis and a case-control validation study. J Transl Med. 2017;15:254.CrossRef
19.
go back to reference Rigault C, Le Borgne F, Demarquoy J. Genomic structure, alternative maturation and tissue expression of the human BBOX1 gene. Biochim Biophys Acta. 2006;1761:1469–81.CrossRef Rigault C, Le Borgne F, Demarquoy J. Genomic structure, alternative maturation and tissue expression of the human BBOX1 gene. Biochim Biophys Acta. 2006;1761:1469–81.CrossRef
20.
go back to reference Abu Ahmad N, Armaly Z, Berman S, Jabour A, Aga-Mizrachi S, Mosenego-Ornan E, Avital A. l-Carnitine improves cognitive and renal functions in a rat model of chronic kidney disease. Physiol Behav. 2016;164:182–8.CrossRef Abu Ahmad N, Armaly Z, Berman S, Jabour A, Aga-Mizrachi S, Mosenego-Ornan E, Avital A. l-Carnitine improves cognitive and renal functions in a rat model of chronic kidney disease. Physiol Behav. 2016;164:182–8.CrossRef
21.
go back to reference Guarnieri G. Carnitine in maintenance hemodialysis patients. J Ren Nutr. 2015;25:169–75.CrossRef Guarnieri G. Carnitine in maintenance hemodialysis patients. J Ren Nutr. 2015;25:169–75.CrossRef
22.
go back to reference Li S, Wu W, Wu W, Duan X, Kong Z, Zeng G. L-carnitine protects renal tubular cells against calcium oxalate monohydrate crystals adhesion through preventing cells from dedifferentiation. Kidney Blood Press Res. 2016;41:582–92.CrossRef Li S, Wu W, Wu W, Duan X, Kong Z, Zeng G. L-carnitine protects renal tubular cells against calcium oxalate monohydrate crystals adhesion through preventing cells from dedifferentiation. Kidney Blood Press Res. 2016;41:582–92.CrossRef
23.
go back to reference Alabi QK, Akomolafe RO, Olukiran OS, Nafiu AO, Adefisayo MA, Owotomo OI, Omole JG, Olamilosoye KP. Combined administration of L-carnitine and ascorbic acid ameliorates cisplatin-induced nephrotoxicity in rats. J Am Coll Nutr. 2018;37:387–98.CrossRef Alabi QK, Akomolafe RO, Olukiran OS, Nafiu AO, Adefisayo MA, Owotomo OI, Omole JG, Olamilosoye KP. Combined administration of L-carnitine and ascorbic acid ameliorates cisplatin-induced nephrotoxicity in rats. J Am Coll Nutr. 2018;37:387–98.CrossRef
24.
go back to reference Zheng M, Lv LL, Ni J, Ni HF, Li Q, Ma KL, Liu BC. Urinary podocyte-associated mRNA profile in various stages of diabetic nephropathy. PLoS ONE. 2011;6:e20431.CrossRef Zheng M, Lv LL, Ni J, Ni HF, Li Q, Ma KL, Liu BC. Urinary podocyte-associated mRNA profile in various stages of diabetic nephropathy. PLoS ONE. 2011;6:e20431.CrossRef
25.
go back to reference Zheng M, Lv LL, Cao YH, Liu H, Ni J, Dai HY, Liu D, Lei XD, Liu BC. A pilot trial assessing urinary gene expression profiling with an mRNA array for diabetic nephropathy. PLoS ONE. 2012;7:e34824.CrossRef Zheng M, Lv LL, Cao YH, Liu H, Ni J, Dai HY, Liu D, Lei XD, Liu BC. A pilot trial assessing urinary gene expression profiling with an mRNA array for diabetic nephropathy. PLoS ONE. 2012;7:e34824.CrossRef
26.
go back to reference Wickman L, Afshinnia F, Wang SQ, Yang Y, Wang F, Chowdhury M, Graham D, Hawkins J, Nishizono R, Tanzer M, et al. Urine podocyte mRNAs, proteinuria, and progression in human glomerular diseases. J Am Soc Nephrol. 2013;24:2081–95.CrossRef Wickman L, Afshinnia F, Wang SQ, Yang Y, Wang F, Chowdhury M, Graham D, Hawkins J, Nishizono R, Tanzer M, et al. Urine podocyte mRNAs, proteinuria, and progression in human glomerular diseases. J Am Soc Nephrol. 2013;24:2081–95.CrossRef
27.
go back to reference Gilbert RE. Proximal tubulopathy: prime mover and key therapeutic target in diabetic kidney disease. Diabetes. 2017;66:791–800.CrossRef Gilbert RE. Proximal tubulopathy: prime mover and key therapeutic target in diabetic kidney disease. Diabetes. 2017;66:791–800.CrossRef
28.
go back to reference Morcos M, Sayed AAR, Bierhaus A, Yard B, Waldherr R, Merz W, Kloeting I, Schleicher E, Mentz S, el Baki RF, et al. Activation of tubular epithelial cells in diabetic nephropathy. Diabetes. 2002;51:3532–44.CrossRef Morcos M, Sayed AAR, Bierhaus A, Yard B, Waldherr R, Merz W, Kloeting I, Schleicher E, Mentz S, el Baki RF, et al. Activation of tubular epithelial cells in diabetic nephropathy. Diabetes. 2002;51:3532–44.CrossRef
29.
go back to reference Grupp C, John H, Hemprich U, Singer A, Munzel U, Muller GA. Identification of nucleated cells in urine using lectin staining. Am J Kidney Dis. 2001;37:84–93.CrossRef Grupp C, John H, Hemprich U, Singer A, Munzel U, Muller GA. Identification of nucleated cells in urine using lectin staining. Am J Kidney Dis. 2001;37:84–93.CrossRef
30.
go back to reference Detrisac C, Mayfield R, Colwell J, Garvin A, Sens D. In vitro culture of cells exfoliated in the urine by patients with diabetes mellitus. J Clin Invest. 1983;71:170.CrossRef Detrisac C, Mayfield R, Colwell J, Garvin A, Sens D. In vitro culture of cells exfoliated in the urine by patients with diabetes mellitus. J Clin Invest. 1983;71:170.CrossRef
31.
go back to reference Wang JY, Yang JH, Xu J, Jia JY, Zhang XR, Yue XD, Chen LM, Shan CY, Zheng MY, Han F, et al. Renal tubular damage may contribute more to acute hyperglycemia induced kidney injury in non-diabetic conscious rats. J Diabetes Complications. 2015;29:621–8.CrossRef Wang JY, Yang JH, Xu J, Jia JY, Zhang XR, Yue XD, Chen LM, Shan CY, Zheng MY, Han F, et al. Renal tubular damage may contribute more to acute hyperglycemia induced kidney injury in non-diabetic conscious rats. J Diabetes Complications. 2015;29:621–8.CrossRef
32.
go back to reference Fukuda A, Wickman LT, Venkatareddy MP, Wang SQ, Chowdhury MA, Wiggins JE, Shedden KA, Wiggins RC. Urine podocin:nephrin mRNA ratio (PNR) as a podocyte stress biomarker. Nephrol Dial Transplant. 2012;27:4079–87.CrossRef Fukuda A, Wickman LT, Venkatareddy MP, Wang SQ, Chowdhury MA, Wiggins JE, Shedden KA, Wiggins RC. Urine podocin:nephrin mRNA ratio (PNR) as a podocyte stress biomarker. Nephrol Dial Transplant. 2012;27:4079–87.CrossRef
Metadata
Title
Bioinformatics-based discovery of the urinary BBOX1 mRNA as a potential biomarker of diabetic kidney disease
Authors
Le-Ting Zhou
Lin-Li Lv
Shen Qiu
Qing Yin
Zuo-Lin Li
Tao-Tao Tang
Li-Hua Ni
Ye Feng
Bin Wang
Kun-Ling Ma
Bi-Cheng Liu
Publication date
01-12-2019
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2019
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-019-1818-2

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