Abstract
Purpose
The success of chemotherapy in ovarian cancer (OC) is directly associated with the broad variability in platinum response, with implications in patients survival. This heterogeneous response might result from inter-individual variations in the platinum-detoxification pathway due to the expression of glutathione-S-transferase (GST) enzymes. We hypothesized that GSTM1 and GSTT1 polymorphisms might have an impact as prognostic and predictive determinants for OC.
Methods
We conducted a hospital-based study in a cohort of OC patients submitted to platinum-based chemotherapy. GSTM1 and GSTT1 genotypes were determined by multiplex PCR.
Results
GSTM1-null genotype patients presented a significantly longer 5-year survival and an improved time to progression when compared with GSTM1-wt genotype patients (log-rank test, P = 0.001 and P = 0.013, respectively). Multivariate Cox regression analysis indicates that the inclusion of genetic information regarding GSTM1 polymorphism increased the predictive ability of risk of death after OC platinum-based chemotherapy (c-index from 0.712 to 0.833). Namely, residual disease (HR, 4.90; P = 0.016) and GSTM1-wt genotype emerged as more important predictors of risk of death (HR, 2.29; P = 0.039; P = 0.036 after bootstrap). No similar effect on survival was observed regarding GSTT1 polymorphism, and there were no statistically significant differences between GSTM1 and GSTT1 genotypes and the assessed patients’ clinical-pathological characteristics.
Conclusion
GSTM1 polymorphism seems to have an impact in OC prognosis as it predicts a better response to platinum-based chemotherapy and hence an improved survival. The characterization of the GSTM1 genetic profile might be a useful molecular tool and a putative genetic marker for OC clinical outcome.
Similar content being viewed by others
References
Ferlay J, Soerjomataram I, Dikshit R, Eser S, Mathers C, Rebelo M, Parkin DM, Forman D, Bray F (2015) Cancer incidence and mortality worldwide: sources, methods and major patterns in GLOBOCAN 2012. Int J Cancer 136(5):E359–E386. doi:10.1002/ijc.29210
Cho KR, Shih Ie M (2009) Ovarian cancer. Annu Rev Pathol 4:287–313. doi:10.1146/annurev.pathol.4.110807.092246
Jemal A, Siegel R, Ward E, Hao Y, Xu J, Thun MJ (2009) Cancer statistics, 2009. CA Cancer J Clin 59(4):225–249. doi:10.3322/caac.20006
Romero I, Bast RC Jr (2012) Minireview: human ovarian cancer: biology, current management, and paths to personalizing therapy. Endocrinology 153(4):1593–1602. doi:10.1210/en.2011-2123
National Comprehensive Cancer Network. Ovarian cancer including fallopian tube cancer and primary peritoneal cancer (version 2.2015). Accessed 11 September 2015
Bhoola S, Hoskins WJ (2006) Diagnosis and management of epithelial ovarian cancer. Obstet Gynecol 107(6):1399–1410. doi:10.1097/01.AOG.0000220516.34053.48
Bookman MA (2003) Developmental chemotherapy and management of recurrent ovarian cancer. J Clin Oncol 21(10 Suppl):149s–167s
Lambrechts S, Lambrechts D, Despierre E, Van Nieuwenhuysen E, Smeets D, Debruyne PR, Renard V, Vroman P, Luyten D, Neven P, Amant F, Leunen K, Vergote I (2015) Genetic variability in drug transport, metabolism or DNA repair affecting toxicity of chemotherapy in ovarian cancer. BMC Pharmacol Toxicol 16:2. doi:10.1186/s40360-015-0001-5
Diaz-Padilla I, Amir E, Marsh S, Liu G, Mackay H (2012) Genetic polymorphisms as predictive and prognostic biomarkers in gynecological cancers: a systematic review. Gynecol Oncol 124(2):354–365. doi:10.1016/j.ygyno.2011.10.034
Caiola E, Broggini M, Marabese M (2014) Genetic markers for prediction of treatment outcomes in ovarian cancer. Pharmacogenomics J 14(5):401–410. doi:10.1038/tpj.2014.32
Paige AJ, Brown R (2008) Pharmaco(epi)genomics in ovarian cancer. Pharmacogenomics 9(12):1825–1834. doi:10.2217/14622416.9.12.1825
Assis J, Pereira D, Gomes M, Marques D, Marques I, Nogueira A, Catarino R, Medeiros R (2013) Influence of CYP3A4 genotypes in the outcome of serous ovarian cancer patients treated with first-line chemotherapy: implication of a CYP3A4 activity profile. Int J Clin Exp Med 6(7):552–561
Pinto D, Pereira D, Portela C, da Silva JL, Lopes C, Medeiros R (2005) The influence of HER2 genotypes as molecular markers in ovarian cancer outcome. Biochem Biophys Res Commun 335(4):1173–1178. doi:10.1016/j.bbrc.2005.08.012
Santos AM, Sousa H, Portela C, Pereira D, Pinto D, Catarino R, Rodrigues C, Araujo AP, Lopes C, Medeiros R (2006) TP53 and P21 polymorphisms: response to cisplatinum/paclitaxel-based chemotherapy in ovarian cancer. Biochem Biophys Res Commun 340(1):256–262. doi:10.1016/j.bbrc.2005.11.176
Medeiros R, Pereira D, Afonso N, Palmeira C, Faleiro C, Afonso-Lopes C, Freitas-Silva M, Vasconcelos A, Costa S, Osorio T, Lopes C (2003) Platinum/paclitaxel-based chemotherapy in advanced ovarian carcinoma: glutathione S-transferase genetic polymorphisms as predictive biomarkers of disease outcome. Int J Clin Oncol 8(3):156–161. doi:10.1007/s10147-003-0318-8
Bergmann TK, Green H, Brasch-Andersen C, Mirza MR, Herrstedt J, Holund B, du Bois A, Damkier P, Vach W, Brosen K, Peterson C (2011) Retrospective study of the impact of pharmacogenetic variants on paclitaxel toxicity and survival in patients with ovarian cancer. Eur J Clin Pharmacol 67(7):693–700. doi:10.1007/s00228-011-1007-6
Beeghly A, Katsaros D, Chen H, Fracchioli S, Zhang Y, Massobrio M, Risch H, Jones B, Yu H (2006) Glutathione S-transferase polymorphisms and ovarian cancer treatment and survival. Gynecol Oncol 100(2):330–337. doi:10.1016/j.ygyno.2005.08.035
Bozina N, Bradamante V, Lovric M (2009) Genetic polymorphism of metabolic enzymes P450 (CYP) as a susceptibility factor for drug response, toxicity, and cancer risk. Arh Hig Rada Toksikol 60(2):217–242. doi:10.2478/10004-1254-60-2009-1885
Weinshilboum R (2003) Inheritance and drug response. N Engl J Med 348(6):529–537. doi:10.1056/NEJMra020021
Klaassen CD (2008) The basic science of poisons. Casarett & Doull’s Toxicology 7th edn.
Hayes JD, Flanagan JU, Jowsey IR (2005) Glutathione transferases. Annu Rev Pharmacol Toxicol 45:51–88. doi:10.1146/annurev.pharmtox.45.120403.095857
Rabik CA, Dolan ME (2007) Molecular mechanisms of resistance and toxicity associated with platinating agents. Cancer Treat Rev 33(1):9–23. doi:10.1016/j.ctrv.2006.09.006
Godwin AK, Meister A, O’Dwyer PJ, Huang CS, Hamilton TC, Anderson ME (1992) High resistance to cisplatin in human ovarian cancer cell lines is associated with marked increase of glutathione synthesis. Proc Natl Acad Sci U S A 89(7):3070–3074
Armstrong RN (1997) Structure, catalytic mechanism, and evolution of the glutathione transferases. Chem Res Toxicol 10(1):2–18. doi:10.1021/tx960072x
Agarwal R, Kaye SB (2003) Ovarian cancer: strategies for overcoming resistance to chemotherapy. Nat Rev Cancer 3(7):502–516. doi:10.1038/nrc1123
Paugh SW, Stocco G, McCorkle JR, Diouf B, Crews KR, Evans WE (2011) Cancer pharmacogenomics. Clin Pharmacol Ther 90(3):461–466. doi:10.1038/clpt.2011.126
Garte S, Gaspari L, Alexandrie AK, Ambrosone C, Autrup H, Autrup JL, Baranova H, Bathum L, Benhamou S, Boffetta P, Bouchardy C, Breskvar K, Brockmoller J, Cascorbi I, Clapper ML, Coutelle C, Daly A, Dell’Omo M, Dolzan V, Dresler CM, Fryer A, Haugen A, Hein DW, Hildesheim A, Hirvonen A, Hsieh LL, Ingelman-Sundberg M, Kalina I, Kang D, Kihara M, Kiyohara C, Kremers P, Lazarus P, Le Marchand L, Lechner MC, van Lieshout EM, London S, Manni JJ, Maugard CM, Morita S, Nazar-Stewart V, Noda K, Oda Y, Parl FF, Pastorelli R, Persson I, Peters WH, Rannug A, Rebbeck T, Risch A, Roelandt L, Romkes M, Ryberg D, Salagovic J, Schoket B, Seidegard J, Shields PG, Sim E, Sinnet D, Strange RC, Stucker I, Sugimura H, To-Figueras J, Vineis P, Yu MC, Taioli E (2001) Metabolic gene polymorphism frequencies in control populations. Cancer Epidemiol Biomarkers Prev 10(12):1239–1248
Seidegard J, Pero RW (1988) The genetic variation and the expression of human glutathione transferase mu. Klin Wochenschr 66(Suppl 11):125–126
Seidegard J, Vorachek WR, Pero RW, Pearson WR (1988) Hereditary differences in the expression of the human glutathione transferase active on trans-stilbene oxide are due to a gene deletion. Proc Natl Acad Sci U S A 85(19):7293–7297
Xu S, Wang Y, Roe B, Pearson WR (1998) Characterization of the human class Mu glutathione S-transferase gene cluster and the GSTM1 deletion. J Biol Chem 273(6):3517–3527
Abdel-Rahman SZ, el-Zein RA, Anwar WA, Au WW (1996) A multiplex PCR procedure for polymorphic analysis of GSTM1 and GSTT1 genes in population studies. Cancer Lett 107(2):229–233
Eichelbaum M, Ingelman-Sundberg M, Evans WE (2006) Pharmacogenomics and individualized drug therapy. Annu Rev Med 57:119–137. doi:10.1146/annurev.med.56.082103.104724
Pemble S, Schroeder KR, Spencer SR, Meyer DJ, Hallier E, Bolt HM, Ketterer B, Taylor JB (1994) Human glutathione S-transferase theta (GSTT1): cDNA cloning and the characterization of a genetic polymorphism. Biochem J 300(Pt 1):271–276
Nagle CM, Chenevix-Trench G, Spurdle AB, Webb PM (2007) The role of glutathione-S-transferase polymorphisms in ovarian cancer survival. Eur J Cancer 43(2):283–290. doi:10.1016/j.ejca.2006.09.011
Morari EC, Lima AB, Bufalo NE, Leite JL, Granja F, Ward LS (2006) Role of glutathione-S-transferase and codon 72 of P53 genotypes in epithelial ovarian cancer patients. J Cancer Res Clin Oncol 132(8):521–528. doi:10.1007/s00432-006-0099-3
Kim HS, Kim MK, Chung HH, Kim JW, Park NH, Song YS, Kang SB (2009) Genetic polymorphisms affecting clinical outcomes in epithelial ovarian cancer patients treated with taxanes and platinum compounds: a Korean population-based study. Gynecol Oncol 113(2):264–269. doi:10.1016/j.ygyno.2009.01.002
Khrunin A, Ivanova F, Moisseev A, Khokhrin D, Sleptsova Y, Gorbunova V, Limborska S (2012) Pharmacogenomics of cisplatin-based chemotherapy in ovarian cancer patients of different ethnic origins. Pharmacogenomics 13(2):171–178. doi:10.2217/pgs.11.140
Khrunin AV, Moisseev A, Gorbunova V, Limborska S (2010) Genetic polymorphisms and the efficacy and toxicity of cisplatin-based chemotherapy in ovarian cancer patients. Pharmacogenomics J 10(1):54–61. doi:10.1038/tpj.2009.45
Chen CL, Liu Q, Relling MV (1996) Simultaneous characterization of glutathione S-transferase M1 and T1 polymorphisms by polymerase chain reaction in American whites and blacks. Pharmacogenetics 6(2):187–191
Harrell FE Jr, Lee KL, Mark DB (1996) Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med 15(4):361–387. doi:10.1002/(SICI)1097-0258(19960229)15:4<361::AID-SIM168>3.0.CO;2-4
Teixeira AL, Ferreira M, Silva J, Gomes M, Dias F, Santos JI, Mauricio J, Lobo F, Medeiros R (2014) Higher circulating expression levels of miR-221 associated with poor overall survival in renal cell carcinoma patients. Tumour Biol 35(5):4057–4066. doi:10.1007/s13277-013-1531-3
Teixeira AL, Gomes M, Nogueira A, Azevedo AS, Assis J, Dias F, Santos JI, Lobo F, Morais A, Mauricio J, Medeiros R (2013) Improvement of a predictive model of castration-resistant prostate cancer: functional genetic variants in TGFbeta1 signaling pathway modulation. PLoS One 8(8):e72419. doi:10.1371/journal.pone.0072419
Pujade-Lauraine E, Hilpert F, Weber B, Reuss A, Poveda A, Kristensen G, Sorio R, Vergote I, Witteveen P, Bamias A, Pereira D, Wimberger P, Oaknin A, Mirza MR, Follana P, Bollag D, Ray-Coquard I (2014) Bevacizumab combined with chemotherapy for platinum-resistant recurrent ovarian cancer: the AURELIA open-label randomized phase III trial. J Clin Oncol 32(13):1302–1308. doi:10.1200/JCO.2013.51.4489
Tew WP, Colombo N, Ray-Coquard I, Del Campo JM, Oza A, Pereira D, Mammoliti S, Matei D, Scambia G, Tonkin K, Shun Z, Sternas L, Spriggs DR (2014) Intravenous aflibercept in patients with platinum-resistant, advanced ovarian cancer: results of a randomized, double-blind, phase 2, parallel-arm study. Cancer 120(3):335–343. doi:10.1002/cncr.28406
Penzvalto Z, Surowiak P, Gyorffy B (2014) Biomarkers for systemic therapy in ovarian cancer. Curr Cancer Drug Targets 14(3):259–273
Siddik ZH (2003) Cisplatin: mode of cytotoxic action and molecular basis of resistance. Oncogene 22(47):7265–7279. doi:10.1038/sj.onc.1206933
Kelland L (2007) The resurgence of platinum-based cancer chemotherapy. Nat Rev Cancer 7(8):573–584. doi:10.1038/nrc2167
Muggia F (2009) Platinum compounds 30 years after the introduction of cisplatin: implications for the treatment of ovarian cancer. Gynecol Oncol 112(1):275–281. doi:10.1016/j.ygyno.2008.09.034
Hogberg T (2010) Chemotherapy: current drugs still have potential in advanced ovarian cancer. Nat Rev Clin Oncol 7(4):191–193. doi:10.1038/nrclinonc.2010.37
Marin JJ, Briz O, Monte MJ, Blazquez AG, Macias RI (2012) Genetic variants in genes involved in mechanisms of chemoresistance to anticancer drugs. Curr Cancer Drug Targets 12(4):402–438
Deenen MJ, Cats A, Beijnen JH, Schellens JH (2011) Part 3: pharmacogenetic variability in phase II anticancer drug metabolism. Oncologist 16(7):992–1005. doi:10.1634/theoncologist.2010-0260
Matias-Guiu X, Davidson B (2014) Prognostic biomarkers in endometrial and ovarian carcinoma. Virchows Arch 464(3):315–331. doi:10.1007/s00428-013-1509-y
Bristow RE, Tomacruz RS, Armstrong DK, Trimble EL, Montz FJ (2002) Survival effect of maximal cytoreductive surgery for advanced ovarian carcinoma during the platinum era: a meta-analysis. J Clin Oncol 20(5):1248–1259
Yan L, Beckman R (2005) Pharmacogenetics and pharmacogenomics in oncology therapeutic antibody development. Biotechniques 39(10 Suppl):S565–S568. doi:10.2144/000112043
Shahzad MM, Lopez-Berestein G, Sood AK (2009) Novel strategies for reversing platinum resistance. Drug Resist Updat 12(6):148–152. doi:10.1016/j.drup.2009.09.001
Acknowledgments
We would like to thank the Liga Portuguesa contra o Cancro-Centro Regional do Norte (Portuguese League against Cancer), Ministério da Saúde de Portugal (CFICS-45/2007), IPO-Porto (CI-IPOP-22-2015), and FCT (Fundação para a Ciência e Tecnologia). Joana Assis is a doctoral degree grant holder from FCT (SFRH/BD/98536/2013).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
All procedures performed in the present study involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards. Informed consent was obtained from all individual participants included in the study. Deolinda Pereira and Rui Medeiros conceived or designed the study. Joana Assis, Mónica Gomes, and Augusto Nogueira performed research. Joana Assis, Deolinda Pereira, and Rui Medeiros analyzed data. Joana Assis and Deolinda Pereira wrote the paper.
Conflict of interest
The authors declare that they have no conflict of interests.
Additional information
Deolinda Pereira and Joana Assis contributed equally to this work.
Rights and permissions
About this article
Cite this article
Pereira, D., Assis, J., Gomes, M. et al. Improvement of a predictive model in ovarian cancer patients submitted to platinum-based chemotherapy: implications of a GST activity profile. Eur J Clin Pharmacol 72, 545–553 (2016). https://doi.org/10.1007/s00228-016-2015-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00228-016-2015-3