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Published in: BMC Cancer 1/2016

Open Access 01-12-2016 | Research article

Promoter hypermethylation of HS3ST2, SEPTIN9 and SLIT2 combined with FGFR3 mutations as a sensitive/specific urinary assay for diagnosis and surveillance in patients with low or high-risk non-muscle-invasive bladder cancer

Authors: Jean-Pierre Roperch, Bernard Grandchamp, François Desgrandchamps, Pierre Mongiat-Artus, Vincent Ravery, Idir Ouzaid, Morgan Roupret, Véronique Phe, Calin Ciofu, Florence Tubach, Olivier Cussenot, Roberto Incitti

Published in: BMC Cancer | Issue 1/2016

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Abstract

Background

Non-muscle-invasive bladder cancer (NMIBC) is a high incidence form of bladder cancer (BCa), where genetic and epigenetic alterations occur frequently. We assessed the performance of associating a FGFR3 mutation assay and a DNA methylation analysis to improve bladder cancer detection and to predict disease recurrence of NMIBC patients.

Methods

We used allele specific PCR to determine the FGFR3 mutation status for R248C, S249C, G372C, and Y375C. We preselected 18 candidate genes reported in the literature as being hypermethylated in cancer and measured their methylation levels by quantitative multiplex-methylation specific PCR. We selected HS3ST2, SLIT2 and SEPTIN9 as the most discriminative between control and NMIBC patients and we assayed these markers on urine DNA from a diagnostic study consisting of 167 NMIBC and 105 controls and a follow-up study consisting of 158 NMIBC at diagnosis time’s and 425 at follow-up time. ROC analysis was performed to evaluate the diagnostic accuracy of each assay alone and in combination.

Results

For Diagnosis: Using a logistic regression analysis with a model consisting of the 3 markers’ methylation values, FGFR3 status, age and known smoker status at the diagnosis time we obtained sensitivity/specificity of 97.6 %/84.8 % and an optimism-corrected AUC of 0.96. With an estimated BCa prevalence of 12.1 % in a hematuria cohort, this corresponds to a negative predictive value (NPV) of 99.6 %. For Follow-up: Using a logistic regression with FGFR3 mutation and the CMI at two time points (beginning of the follow-up and current time point), we got sensitivity/specificity/NPV of 90.3 %/65.1 %/97.0 % and a corrected AUC of 0.84. We also tested a thresholding algorithm with FGFR3 mutation and the two time points as described above, obtaining sensitivity/specificity/NPV values of, respectively, 94.5 %/75.9 %/98.5 % and an AUC of 0.82.

Conclusions

We showed that combined analysis of FGFR3 mutation and DNA methylation markers on urine can be a useful strategy in diagnosis, surveillance and for risk stratification of patients with NMIBC. These results provide the basis for a highly accurate noninvasive test for population screening and allowing to decrease the frequency of cystoscopy, an important feature for both patient quality of life improvement and care cost reduction.
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Literature
1.
go back to reference Siegel R, Naishadham D, Jemal A. Cancer statistics, 2013. Cancer J Clin. 2013;63:11–30.CrossRef Siegel R, Naishadham D, Jemal A. Cancer statistics, 2013. Cancer J Clin. 2013;63:11–30.CrossRef
2.
go back to reference Rouprêt M, Babjuk M, Compérat E, Zigeuner R, Sylvester RJ, Burger M, et al. EAU guidelines on upper urinary tract urothelial cell carcinoma: 2015 update. Eur Urol. 2015;68(5):868–79.CrossRefPubMed Rouprêt M, Babjuk M, Compérat E, Zigeuner R, Sylvester RJ, Burger M, et al. EAU guidelines on upper urinary tract urothelial cell carcinoma: 2015 update. Eur Urol. 2015;68(5):868–79.CrossRefPubMed
3.
go back to reference Zieger K, Wolf H, Olsen PR, Hojgaard K. Long-term follow-up of noninvasive bladder tumors (stage Ta): recurrence and progression. BJU Int. 2000;85:824–8.CrossRefPubMed Zieger K, Wolf H, Olsen PR, Hojgaard K. Long-term follow-up of noninvasive bladder tumors (stage Ta): recurrence and progression. BJU Int. 2000;85:824–8.CrossRefPubMed
4.
go back to reference Botteman MF, Pashos CL, Redaelli A, Laskin B, Hauser R. The health economics of bladder cancer: a comprehensive review of the published literature. Pharmacoeconomics. 2003;21:1315–30.CrossRefPubMed Botteman MF, Pashos CL, Redaelli A, Laskin B, Hauser R. The health economics of bladder cancer: a comprehensive review of the published literature. Pharmacoeconomics. 2003;21:1315–30.CrossRefPubMed
5.
go back to reference Grossman HB, Gomella L, Fradet Y, Morales A, Presti J, Ritenour C, et al. A phase III, multicenter comparison of hexaminolevulinate fluorescence cystoscopy and white light cystoscopy for the detection of superficial papillary lesions in patients with bladder cancer. J Urol. 2007;178:62–7.CrossRefPubMed Grossman HB, Gomella L, Fradet Y, Morales A, Presti J, Ritenour C, et al. A phase III, multicenter comparison of hexaminolevulinate fluorescence cystoscopy and white light cystoscopy for the detection of superficial papillary lesions in patients with bladder cancer. J Urol. 2007;178:62–7.CrossRefPubMed
6.
go back to reference Schmitz-Dräger BJ, Droller M, Lokeshwar VB, Lotan Y, Hudson M’LA, Van Rhijn BW, et al. Molecular markers for bladder cancer screening, early diagnosis, and surveillance: The WHO/ICUD consensus. Urol Int. 2015;94:1–24.CrossRefPubMed Schmitz-Dräger BJ, Droller M, Lokeshwar VB, Lotan Y, Hudson M’LA, Van Rhijn BW, et al. Molecular markers for bladder cancer screening, early diagnosis, and surveillance: The WHO/ICUD consensus. Urol Int. 2015;94:1–24.CrossRefPubMed
7.
go back to reference Pignot G, Le Goux C, Bieche I. Recent advances in bladder urothelial carcinogenesis. Bull Cancer. 2015;102(12):1020–35.CrossRefPubMed Pignot G, Le Goux C, Bieche I. Recent advances in bladder urothelial carcinogenesis. Bull Cancer. 2015;102(12):1020–35.CrossRefPubMed
8.
go back to reference Billerey C, Chopin D, Aubriot-Lorton MH, Ricol D, Gil Diez de Medina S, Bourdin J, et al. Frequent FGFR3 mutations in papillary non-invasive bladder (pTa) tumors. Am J Pathol. 2001;158:1955–9.CrossRefPubMedPubMedCentral Billerey C, Chopin D, Aubriot-Lorton MH, Ricol D, Gil Diez de Medina S, Bourdin J, et al. Frequent FGFR3 mutations in papillary non-invasive bladder (pTa) tumors. Am J Pathol. 2001;158:1955–9.CrossRefPubMedPubMedCentral
9.
go back to reference Zuiverloon TC, van der Aa MNM, van der Kwast T, Steyerberg E, Lingsma HF, Bangma CH, et al. FGFR3 mutation analysis on voided urine for surveillance of patients with low grade non-muscle invasive bladder cancer. Clin Cancer Res. 2010;16:3011–8.CrossRefPubMed Zuiverloon TC, van der Aa MNM, van der Kwast T, Steyerberg E, Lingsma HF, Bangma CH, et al. FGFR3 mutation analysis on voided urine for surveillance of patients with low grade non-muscle invasive bladder cancer. Clin Cancer Res. 2010;16:3011–8.CrossRefPubMed
10.
go back to reference Blanca A, Requena MJ, Alvarez J, Cheng L, Montironi R, Raspollini MR, et al. FGFR3 and Cyclin D3 as urine biomarkers of bladder cancer recurrence. Biomark Med. 2016;10(3):243–53.CrossRefPubMed Blanca A, Requena MJ, Alvarez J, Cheng L, Montironi R, Raspollini MR, et al. FGFR3 and Cyclin D3 as urine biomarkers of bladder cancer recurrence. Biomark Med. 2016;10(3):243–53.CrossRefPubMed
11.
12.
go back to reference Reinert T, Modin C, Castano FM, Lamy P, Wojdacz TK, Hansen LL, et al. Comprehensive genome methylation analysis in bladder cancer: identification and validation of novel methylated genes and application of these as urinary tumor markers. Clin Cancer Res. 2011;17:5582–92.CrossRefPubMed Reinert T, Modin C, Castano FM, Lamy P, Wojdacz TK, Hansen LL, et al. Comprehensive genome methylation analysis in bladder cancer: identification and validation of novel methylated genes and application of these as urinary tumor markers. Clin Cancer Res. 2011;17:5582–92.CrossRefPubMed
13.
go back to reference Chung W, Bondaruk J, Jelinek J, Lotan Y, Liang S, Czerniak B, et al. Detection of bladder cancer using novel methylation biomarkers in urine sediments. CEBP. 2011;20:1483–91. Chung W, Bondaruk J, Jelinek J, Lotan Y, Liang S, Czerniak B, et al. Detection of bladder cancer using novel methylation biomarkers in urine sediments. CEBP. 2011;20:1483–91.
14.
go back to reference Zuiverloon TC, Beukers W, Van Der Keur KA, Munoz JR, Bangma CH, Lingsma HF, et al. A methylation assay for the detection of non-muscle-invasive bladder cancer (NMIBC) recurrences in voided urine. BJU Int. 2012;109:941–8.CrossRefPubMed Zuiverloon TC, Beukers W, Van Der Keur KA, Munoz JR, Bangma CH, Lingsma HF, et al. A methylation assay for the detection of non-muscle-invasive bladder cancer (NMIBC) recurrences in voided urine. BJU Int. 2012;109:941–8.CrossRefPubMed
15.
go back to reference Serizawa RR, Ralfkiaer U, Steven K, Lam GW, Schmiedel S, Schuz J, et al. Integrated genetic and epigenetic analysis of bladder cancer reveals an additive diagnostic value of FGFR3 mutations and hypermethylation events. Int J Cancer. 2011;129:78–87.CrossRefPubMed Serizawa RR, Ralfkiaer U, Steven K, Lam GW, Schmiedel S, Schuz J, et al. Integrated genetic and epigenetic analysis of bladder cancer reveals an additive diagnostic value of FGFR3 mutations and hypermethylation events. Int J Cancer. 2011;129:78–87.CrossRefPubMed
16.
go back to reference Kandimalla R, Masius R, Beukers W, Bangma CH, Omtoft TF, Dyrskjot L, et al. A 3-plex methylation assay combined with the FGFR3 mutation assay sensitively detects recurrent bladder cancer in voided urine. Clin Cancer Res. 2013;19:4760–9.CrossRefPubMed Kandimalla R, Masius R, Beukers W, Bangma CH, Omtoft TF, Dyrskjot L, et al. A 3-plex methylation assay combined with the FGFR3 mutation assay sensitively detects recurrent bladder cancer in voided urine. Clin Cancer Res. 2013;19:4760–9.CrossRefPubMed
17.
go back to reference Couffignal C, Desgrandchamps F, Mongiat-Artus P, Ravery V, Ouzaid I, Roupret M, et al. A prospective multicentre study to establish the diagnostic and prognostic performance of noninvasive FGFR3 mutation in bladder cancer surveillance. Urology. 2015;86(6):1185–91.CrossRefPubMed Couffignal C, Desgrandchamps F, Mongiat-Artus P, Ravery V, Ouzaid I, Roupret M, et al. A prospective multicentre study to establish the diagnostic and prognostic performance of noninvasive FGFR3 mutation in bladder cancer surveillance. Urology. 2015;86(6):1185–91.CrossRefPubMed
18.
go back to reference Roperch JP, Incitti R, Forbin S, Bard F, Mansour H, Maesli F, et al. Aberrant methylation of NPY, PENK, and WIF1 as a promising marker for blood-based diagnosis of colorectal cancer. BMC Cancer. 2013;13:566.CrossRefPubMedPubMedCentral Roperch JP, Incitti R, Forbin S, Bard F, Mansour H, Maesli F, et al. Aberrant methylation of NPY, PENK, and WIF1 as a promising marker for blood-based diagnosis of colorectal cancer. BMC Cancer. 2013;13:566.CrossRefPubMedPubMedCentral
19.
go back to reference Sing T, Sander O, Beerenwinkel L, Lengauer T. ROCR: visualizing classifier performance in R. Bioinformatics. 2005;20(21):3940–1.CrossRef Sing T, Sander O, Beerenwinkel L, Lengauer T. ROCR: visualizing classifier performance in R. Bioinformatics. 2005;20(21):3940–1.CrossRef
20.
go back to reference Edwards IJ, Dickinson AJ, Natale S, Gosling J, MC Grath S. A prospective analysis of the diagnostic yield resulting from the attendance of 4020 patients at a protocol-driven haematuria clinic. BJU Int. 2006;2(97):301–5.CrossRef Edwards IJ, Dickinson AJ, Natale S, Gosling J, MC Grath S. A prospective analysis of the diagnostic yield resulting from the attendance of 4020 patients at a protocol-driven haematuria clinic. BJU Int. 2006;2(97):301–5.CrossRef
21.
go back to reference Andersson E, Steven K, Guldberg P. Size-based enrichment of exfoliated tumor cells in urine increases the sensitivity for DNA-based detection of Bladder Cancer. PLoS One. 2014;9:e94023.CrossRefPubMedPubMedCentral Andersson E, Steven K, Guldberg P. Size-based enrichment of exfoliated tumor cells in urine increases the sensitivity for DNA-based detection of Bladder Cancer. PLoS One. 2014;9:e94023.CrossRefPubMedPubMedCentral
22.
go back to reference Rieger-Christ KM, Mourtzinos A, Lee PJ, Zagha RM, Cain J, Silverman M, et al. Identification of fibroblast growth factor receptor 3 mutations in urine sediment DNA samples complements cytology in bladder tumor detection. Cancer. 2003;98:737–44.CrossRefPubMed Rieger-Christ KM, Mourtzinos A, Lee PJ, Zagha RM, Cain J, Silverman M, et al. Identification of fibroblast growth factor receptor 3 mutations in urine sediment DNA samples complements cytology in bladder tumor detection. Cancer. 2003;98:737–44.CrossRefPubMed
23.
go back to reference van Oers JM, Lurkin I, van Exsel AJ, Nijsen Y, van Rhijn BW, van der Aa MN, Zwarthoff EC. A simple and fast method for the simultaneous detection of nine fibroblast growth factor receptor 3 mutations in bladder cancer and voided urine. Clin Cancer Res. 2005;11(21):7743–8.CrossRefPubMed van Oers JM, Lurkin I, van Exsel AJ, Nijsen Y, van Rhijn BW, van der Aa MN, Zwarthoff EC. A simple and fast method for the simultaneous detection of nine fibroblast growth factor receptor 3 mutations in bladder cancer and voided urine. Clin Cancer Res. 2005;11(21):7743–8.CrossRefPubMed
24.
go back to reference Zuiverloon TC, Tjin SS, Busstra M, Bangma CH, Boeve ER, et al. Optimization of nonmuscle invasive bladder cancer recurrence detection using a urine based FGFR3 mutation assay. J Urol. 2011;186:707–12.CrossRefPubMed Zuiverloon TC, Tjin SS, Busstra M, Bangma CH, Boeve ER, et al. Optimization of nonmuscle invasive bladder cancer recurrence detection using a urine based FGFR3 mutation assay. J Urol. 2011;186:707–12.CrossRefPubMed
25.
go back to reference Brait M, Begum S, Carvalho AL, Dasgupta S, Vettore AL, et al. Aberrant promoter methylation of multiple genes during pathogenesis of bladder cancer. CEBP. 2008;17(10):2786–94. Brait M, Begum S, Carvalho AL, Dasgupta S, Vettore AL, et al. Aberrant promoter methylation of multiple genes during pathogenesis of bladder cancer. CEBP. 2008;17(10):2786–94.
26.
go back to reference Lawrence R, Yabe T, Hajmohammadi S, Rhodes J, McNeely M, Liu J, et al. The principal neuronal gD-type 3-O-sulfotransferases and their products in central and peripheral nervous system tissues. Matrix Biol. 2007;26:442–55.CrossRefPubMedPubMedCentral Lawrence R, Yabe T, Hajmohammadi S, Rhodes J, McNeely M, Liu J, et al. The principal neuronal gD-type 3-O-sulfotransferases and their products in central and peripheral nervous system tissues. Matrix Biol. 2007;26:442–55.CrossRefPubMedPubMedCentral
27.
go back to reference Miyamoto K, Asada K, Fukutomi T, Okochi E, Yagi Y, Hasegawa T, et al. Methylation-associated silencing of heparan sulfate D-glucosaminyl 3-O-sulfotransferase-2 (3-OST-2) in human breast, colon, lung and pancreatic cancers. Oncogene. 2003;22:274–80.CrossRefPubMed Miyamoto K, Asada K, Fukutomi T, Okochi E, Yagi Y, Hasegawa T, et al. Methylation-associated silencing of heparan sulfate D-glucosaminyl 3-O-sulfotransferase-2 (3-OST-2) in human breast, colon, lung and pancreatic cancers. Oncogene. 2003;22:274–80.CrossRefPubMed
28.
go back to reference Tokuyama Y, Takahashi T, Okumura N, Nonaka K, Kawaguchi Y, Kawaguchi K, et al. Aberrant methylation of heparan sulfate glucosamine 3-Osulfotransferase 2 gene as a biomarker in colorectal cancer. Anticancer Res. 2010;30:4811–8.PubMed Tokuyama Y, Takahashi T, Okumura N, Nonaka K, Kawaguchi Y, Kawaguchi K, et al. Aberrant methylation of heparan sulfate glucosamine 3-Osulfotransferase 2 gene as a biomarker in colorectal cancer. Anticancer Res. 2010;30:4811–8.PubMed
29.
go back to reference Jung-Ah H, Yujin K, Seung-Hyun H, Jieun L, Yong Gu C, Ji-Youn H, et al. Epigenetic Inactivation of Heparan Sulfate (Glucosamine) 3-O-Sulfotransferase 2 in Lung Cancer and Its Role in Tumorigenesis. PLoS One. 2013;11:e8777. Jung-Ah H, Yujin K, Seung-Hyun H, Jieun L, Yong Gu C, Ji-Youn H, et al. Epigenetic Inactivation of Heparan Sulfate (Glucosamine) 3-O-Sulfotransferase 2 in Lung Cancer and Its Role in Tumorigenesis. PLoS One. 2013;11:e8777.
30.
31.
go back to reference Connolly D, Abdesselam I, Verdier-Pinard P, Montagna C. Septin roles in tumorigenesis. Biol Chem. 2011;392:725–38.CrossRefPubMed Connolly D, Abdesselam I, Verdier-Pinard P, Montagna C. Septin roles in tumorigenesis. Biol Chem. 2011;392:725–38.CrossRefPubMed
32.
go back to reference Warren JD, Xiong W, Bunker AM, Vaughn CP, Furtado LV, Roberts WL, et al. Septin 9 methylated DNA is a sensitive and specific blood test for colorectal cancer. BMC Med. 2011;9:133.CrossRefPubMedPubMedCentral Warren JD, Xiong W, Bunker AM, Vaughn CP, Furtado LV, Roberts WL, et al. Septin 9 methylated DNA is a sensitive and specific blood test for colorectal cancer. BMC Med. 2011;9:133.CrossRefPubMedPubMedCentral
33.
go back to reference Brose K, Bland KS, Wang KH, Arnott D, Henzel W, Goodman CS, et al. Slit proteins bind Robo receptors and have an evolutionarily conserved role in repulsive axon guidance. Cell. 1999;96:795–806.CrossRefPubMed Brose K, Bland KS, Wang KH, Arnott D, Henzel W, Goodman CS, et al. Slit proteins bind Robo receptors and have an evolutionarily conserved role in repulsive axon guidance. Cell. 1999;96:795–806.CrossRefPubMed
34.
go back to reference Dallol A, Da Silva NF, Viacava P, Minna JD, Bieche I, Maher ER, et al. SLIT2, a human homologue of the Drosophila SLIT2 gene, has tumor suppressor activity and is frequently inactivated in lung and breast cancers. Cancer Res. 2002;62:5874–80.PubMed Dallol A, Da Silva NF, Viacava P, Minna JD, Bieche I, Maher ER, et al. SLIT2, a human homologue of the Drosophila SLIT2 gene, has tumor suppressor activity and is frequently inactivated in lung and breast cancers. Cancer Res. 2002;62:5874–80.PubMed
35.
go back to reference Dallol A, Morton D, Maher ER, Latif F. SLIT2 axon guidance molecule is frequently inactivated in colorectal cancer and suppresses growth of colorectal carcinoma cells. Cancer Res. 2003;63:1054–8.PubMed Dallol A, Morton D, Maher ER, Latif F. SLIT2 axon guidance molecule is frequently inactivated in colorectal cancer and suppresses growth of colorectal carcinoma cells. Cancer Res. 2003;63:1054–8.PubMed
36.
go back to reference Narayan G, Goparaju C, Arias-Pulido H, Kaufmann AM, Schneider A, Dürst M, et al. Promoter hypermethylation-mediated inactivation of multiple Slit-Robo pathway genes in cervical cancer progression. Mol Cancer. 2006;5:16.CrossRefPubMedPubMedCentral Narayan G, Goparaju C, Arias-Pulido H, Kaufmann AM, Schneider A, Dürst M, et al. Promoter hypermethylation-mediated inactivation of multiple Slit-Robo pathway genes in cervical cancer progression. Mol Cancer. 2006;5:16.CrossRefPubMedPubMedCentral
37.
go back to reference Ma WJ, Zhou Y, Lu D, Dong D, Tian XJ, Wen JX, Zhang J. Reduced expression of Slit2 in renal cell carcinoma. Med Oncol. 2014;31:768.CrossRefPubMed Ma WJ, Zhou Y, Lu D, Dong D, Tian XJ, Wen JX, Zhang J. Reduced expression of Slit2 in renal cell carcinoma. Med Oncol. 2014;31:768.CrossRefPubMed
38.
go back to reference Ward DG, Baxter L, Gordon NS, Ott S, Savage RS, Beggs AD, et al. Multiplex PCR and next generation sequencing for the non-invasive detection of bladder cancer. Plos One. 2016;11(2):e0149756.CrossRefPubMedPubMedCentral Ward DG, Baxter L, Gordon NS, Ott S, Savage RS, Beggs AD, et al. Multiplex PCR and next generation sequencing for the non-invasive detection of bladder cancer. Plos One. 2016;11(2):e0149756.CrossRefPubMedPubMedCentral
Metadata
Title
Promoter hypermethylation of HS3ST2, SEPTIN9 and SLIT2 combined with FGFR3 mutations as a sensitive/specific urinary assay for diagnosis and surveillance in patients with low or high-risk non-muscle-invasive bladder cancer
Authors
Jean-Pierre Roperch
Bernard Grandchamp
François Desgrandchamps
Pierre Mongiat-Artus
Vincent Ravery
Idir Ouzaid
Morgan Roupret
Véronique Phe
Calin Ciofu
Florence Tubach
Olivier Cussenot
Roberto Incitti
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2016
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-016-2748-5

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