Home Predictive modeling of adverse drug reactions to tamoxifen therapy for breast cancer on base of pharmacogenomic testing
Article
Licensed
Unlicensed Requires Authentication

Predictive modeling of adverse drug reactions to tamoxifen therapy for breast cancer on base of pharmacogenomic testing

  • Ekaterina Olegovna Golubenko ORCID logo , Marina Ivanovna Savelyeva ORCID logo EMAIL logo , Zhannet Alimovna Sozaeva ORCID logo , Vera Vyacheslavovna Korennaya ORCID logo , Irina Vladimirovna Poddubnaya ORCID logo , Timur Tejmurazovich Valiev ORCID logo , Svetlana Nikolaevna Kondratenko ORCID logo and Mikhail Vitalyevich Ilyin ORCID logo
Published/Copyright: July 20, 2023

Abstract

Objectives

The present study investigated the analysis of adverse drug reactions (ADRs) to tamoxifen (TAM) in breast cancer patients in relation to the carriage of genetic polymorphisms of genes encoding enzymes of CYP system and transporters of P-glycoprotein (Pg) and predictive models based on it.

Methods

A total of 120 women with breast cancer taking adjuvant TAM were examined for the gene polymorphisms such as CYP2D6*4, CYP3A5*3, CYP2C9*2, CYP2C9*3, CYP2C19*2, CYP2C19*3 and ABCB1 (C3435T). Allelic variants were determined using the real-time polymerase chain reaction method. The research material was double sampling of buccal epithelium. Medical history data and extracts from case histories were used as sources of medical information, on the basis of which questionnaires specially created by us were filled out.

Results

An associative analysis showed association with the development of ADRs to TAM indicating their clinical significance from different genetic polymorphisms of CYP2D6, CYP3A5, CYP2C9 and ABCB1. The complex associative analysis performed using mathematical modeling made it possible to build predictive risk models for the development of ADRs such as hot flashes, dyspepsia, bone pain, and asthenia.

Conclusions

Models that include both genetic and non-genetic determinants of ADRs of TAM may further improve the prediction of individual response to TAM.


Corresponding author: Marina Ivanovna Savelyeva, MD, PhD, Professor, Department of Therapy, Institute of Continuous Professional Education, Yaroslavl State Medical University of the Ministry of Health of Russia, Yaroslavl, 150000, ul. Revolucionnaya, 5, Russia, E-mail:

  1. Research ethics: Clinical studies of the research were conducted in accordance with all the relevant Russian national regulations, institutional policies, and in accordance with the principles of the Declaration of the World Medical Association (Edinburgh, 2000), and in accordance with the tenets of the Helsinki Declaration. The study was approved by the Research Ethics Committee of the Federal State Educational Institution of Additional Professional Education “Russian Medical Academy of Continuous Professional Education” of the Ministry of Health of Russia, Protocol No. 1 dated January 17, 2017, in accordance with the approved regulations for conducting clinical and experimental research at the Academy.

  2. Informed consent: Written informed consent was obtained from all participants in the study before the beginning of any procedures especially pharmacogenetic testing.

  3. Author contributions: Ekaterina O. Golubenko as a gynecologist has substantial contributions to the conception and design of data for the work; and statistical analysis of research results; and final approval of the version to be published; and integrity of any part of the work are appropriately investigated and resolved because she is a PhD degree candidate. Marina I. Savelyevа as a Professor of Clinical Pharmacology has substantial contributions to the interpretation of data for the work and drafting the work (writing an article in English); and revising it critically for important intellectual content; and final approval of the version to be published; and agreement to be accountable for all aspects of the work because she is a main scientific leader of this research study. Zhannet A. Sozaeva as a junior researcher of the Research Institute of Molecular and Personalized Medicine has substantial contributions to the pharmacogenetic testing, and interpretation of data for the work; and final approval of the version to be published; and agreement to be accountable for all aspects of the work. Vera V. Korennaya as a specialist in endoscopic gynecology has substantial contributions to the analysis of the research study in endoscopic results field; and revising the work critically for important intellectual content; and final approval of the version to be published; and agreement to be accountable for all aspects of the work. Irina V. Poddubnaya as Head of Oncology Department has substantial contributions to the conception and design of data for the work because she was a scientific supervisor of drug research in breast cancer; and revising the work critically for important intellectual content; and final approval of the version to be published; and agreement to be accountable for all aspects of the work. Timur T. Valiev as Head of Chemotherapy Hemoblastoses Department of Pediatric Oncology and Hematology has substantial contributions to the conception and design of data for the work; and revising it critically for important intellectual content especially in the pharmacogenetic data field; and final approval of the version to be published; and integrity of any part of the work are appropriately investigated and resolved. Svetlana N. Kondratenko as a Professor of Clinical Pharmacology has substantial contributions to the interpretation of data for the work, and drafting the article; and final approval of the version to be published; and agreement to be accountable for all aspects of the work. Mikhail V. Ilyin as Head of Therapy Department has substantial contributions to the revising of all statistic data and to the building of preventing models of data for the work; and final approval of the version to be published.

  4. Competing interests: The authors state no conflict of interest.

  5. Research funding: None declared.

References

1. Siegel, RL, Miller, KD, Jemal, A. Cancer statistics, 2020. CA Cancer J Clin 2020;70:7–30. https://doi.org/10.3322/caac.21590.Search in Google Scholar PubMed

2. Huang, B, Warner, M, Gustafsson, JA. Estrogen receptors in breast carcinogenesis and endocrine therapy. Mol Cell Endocrinol 2015;418:240–4. https://doi.org/10.1016/j.mce.2014.11.015.Search in Google Scholar PubMed

3. Rugo, HS, Rumble, RB, Macrae, E, Barton, DL, Connolly, HK, Dickler, MN, et al.. Endocrine therapy for hormone receptor-positive metastatic breast cancer: American society of clinical oncology guideline. J Clin Oncol 2016;34:3069–103. https://doi.org/10.1200/jco.2016.67.1487.Search in Google Scholar PubMed

4. Sanchez-Spitman, AB, Swen, JJ, Dezentje, VO, Moes, DJAR, Gelderblom, H, Guchelaar, HJ. Clinical pharmacokinetics and pharmacogenetics of tamoxifen and endoxifen. Expet Rev Clin Pharmacol 2019;12:523–36. https://doi.org/10.1080/17512433.2019.1610390.Search in Google Scholar PubMed

5. Brauch, H, Murdter, TE, Eichelbaum, M, Schwab, M. Pharmacogenomics of tamoxifen therapy. Clin Chem 2009;55:1770–82. https://doi.org/10.1373/clinchem.2008.121756.Search in Google Scholar PubMed

6. Relling, MV, Klein, TE. CPIC: clinical pharmacogenetics implementation consortium of the pharmacogenomics research net-work. Clin Pharmacol Ther 2011;89:464–7. https://doi.org/10.1038/clpt.2010.279.Search in Google Scholar PubMed PubMed Central

7. Knox, SK, Ingle, JN, Suman, VJ, Rae, JM, Flockhart, DA, Desta, Z, et al.. Cytochrome P450 2D6 status predicts breast cancer relapse in women receiving adjuvant tamoxifen (Tam). J Clin Oncol 2006;24:4S. https://doi.org/10.1200/jco.2006.24.18_suppl.504.Search in Google Scholar

8. Saladores, P, Mürdter, T, Eccles, D, Chowbay, B, Zgheib, NK, Winter, S, et al.. Tamoxifen metabolism predicts drug concentrations and outcome in premenopausal patients with early breast cancer. Pharmacogenomics J 2015;15:84–94. https://doi.org/10.1038/tpj.2014.34.Search in Google Scholar PubMed PubMed Central

9. Schroth, W, Goetz, MP, Hamann, U, Fasching, PA, Schmidt, M, Winter, S, et al.. Association between CYP2D6 polymorphisms and outcomes among women with early stage breast cancer treated with tamoxifen. JAMA 2009;302:1429–36. https://doi.org/10.1001/jama.2009.1420.Search in Google Scholar PubMed PubMed Central

10. Sanchez-Spitman, A, Dezentje, V, Swen, J, Moes, DJAR, Böhringer, S, Batman, E, et al.. Tamoxifen pharmacogenetics and metabolism: results from the prospective CYPTAM study. J Clin Oncol 2019;37:636–46. https://doi.org/10.1200/jco.18.00307.Search in Google Scholar PubMed

11. Binkhorst, L, Mathijssen, RH, Jager, A, van Gelder, T. Individualization of tamoxifen therapy: much more than just CYP2D6 genotyping. Cancer Treat Rev 2015;41:289–99. https://doi.org/10.1016/j.ctrv.2015.01.002.Search in Google Scholar PubMed

12. Thompson, AM, Johnson, A, Quinlan, P, Hillman, G, Fontecha, M, Bray, SE, et al.. Comprehensive CYP2D6 genotype and adherence affect outcome in breast cancer patients treated with tamoxifen monotherapy. Breast Cancer Res Treat 2011;125:279–87. https://doi.org/10.1007/s10549-010-1139-x.Search in Google Scholar PubMed

13. Joffe, H, Deckersbach, T, Lin, NU, Makris, N, Skaar, TC, Rauch, SL, et al.. Metabolic activity in the insular cortex and hypothalamus predicts hot flashes: an FDG-PET study. J Clin Endocrinol Metab 2012;97:3207–15. https://doi.org/10.1210/jc.2012-1413.Search in Google Scholar PubMed PubMed Central

14. Conzen, SD, Lynn, HN. Managing the side effects of tamoxifen and aromatase inhibitors. Available from: https://www.uptodate.com/contents/managing-the-side-effects-of-tamoxifen-and-aromatase-inhibitors/print?search=tamoxifen [Accessed 13 Nov 2022].Search in Google Scholar

15. Kedar, RP, Bourne, TH, Collins, WP, Campbell, S, Powles, TJ, Ashley, S, et al.. Effects of tamoxifen on uterus and ovaries of postmenopausal women in a randomised breast cancer prevention trial. Lancet 1994;343:1318–21. https://doi.org/10.1016/s0140-6736(94)92466-x.Search in Google Scholar PubMed

16. Goetz, MP, Rae, JM, Suman, VJ, Safgren, SL, Ames, MM, Visscher, DW, et al.. Pharmacogenetics of tamoxifen biotransformation is associated with clinical outcomes of efficacy and hot flashes. J Clin Oncol 2005;23:9312–8. https://doi.org/10.1200/jco.2005.03.3266.Search in Google Scholar PubMed

17. Sensorn, I, Sukasem, C, Sirachainan, E, Chamnanphon, M, Pasomsub, E, Trachu, N, et al.. ABCB1 and ABCC2 and the risk of distant metastasis in Thai breast cancer patients treated with tamoxifen. OncoTargets Ther 2016;9:2121–9. https://doi.org/10.2147/ott.s100905.Search in Google Scholar PubMed PubMed Central

18. Irvin, WJ, Walko, CM, Weck, KE, Ibrahim, JG, Chiu, WK, Dees, EC, et al.. Genotype-guided tamoxifen dosing increases active metabolite exposure in women with reduced CYP2D6 metabolism: a multicenter study. J Clin Oncol Off J Am Soc Clin Oncol 2011;29:3232–9. https://doi.org/10.1200/jco.2010.31.4427.Search in Google Scholar

19. Dean, L. Tamoxifen therapy and CYP2D6 genotype. Source medical genetics summaries [Internet]. Bethesda, MD: National Center for Biotechnology Information (US); 2012. 2014 Oct 7 [updated 2019 May 1] PMID: 28520357.Search in Google Scholar

20. Mwinyi, J, Vokinger, K, Jetter, A, Breitenstein, U, Hiller, C, Kullak-Ublick, GA, et al.. Impact of variable CYP genotypes on breast cancer relapse in patients undergoing adjuvant tamoxifen therapy. Cancer Chemother Pharmacol 2014;73:1181–8. https://doi.org/10.1007/s00280-014-2453-5.Search in Google Scholar PubMed

21. Swen, JJ, Nijenhuis, M, de Boer, A, Grandia, L, Maitland-van der Zee, AH, Mulder, H, et al.. Pharmacogenetics: from bench to byte-an update of guidelines. Clin Pharmacol Ther 2011;89:662–73. https://doi.org/10.1038/clpt.2011.34.Search in Google Scholar PubMed

22. Khan, BA, Robinson, R, Fohner, AE, Muzquiz, LI, Schilling, BD, Beans, JA, et al.. Cytochrome P450 genetic variation associated with tamoxifen biotransformation in American Indian and Alaska native people. Clin Transl Sci 2018;11:312–21. https://doi.org/10.1111/cts.12542.Search in Google Scholar PubMed PubMed Central

23. Cronin-Fenton, DP, Damkier, P. Tamoxifen and CYP2D6: a controversy in pharmacogenetics. Adv Pharmacol 2018;83:65–91. https://doi.org/10.1016/bs.apha.2018.03.001.Search in Google Scholar PubMed

24. Chan, CWH, Law, BMH, So, WKW, Chow, KM, Waye, MMY. Pharmacogenomics of breast cancer: highlighting CYP2D6 and tamoxifen. J Cancer Res Clin Oncol 2020;146:1395–404. https://doi.org/10.1007/s00432-020-03206-w.Search in Google Scholar PubMed

Received: 2023-03-26
Accepted: 2023-05-19
Published Online: 2023-07-20

© 2023 Walter de Gruyter GmbH, Berlin/Boston

Downloaded on 21.9.2025 from https://www.degruyterbrill.com/document/doi/10.1515/dmpt-2023-0027/html
Scroll to top button