Comprehensive Genomic Profiling in the Management of Ovarian Cancer—National Results from Croatia
Abstract
:1. Introduction
2. Materials and Methods
2.1. Project Design
2.2. Participants
2.3. Endpoints
2.4. Statistical Analysis
3. Results
3.1. Description of Patients and Previous Therapy
3.2. Comprehensive Genomic Profiling
3.2.1. Difference in CGP Results Regarding Histological Types
3.2.2. Comprehensive Genomic Profiling vs. Conventional Testing
4. Discussion
4.1. Summary of Main Results
4.2. Results in the Context of Published Literature
4.3. Strengths and Weaknesses
4.4. Implications for Practice and Future Research
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- National Cancer Institute: Surveillance, Epidemiology, and End Results Program: SEER Fact Sheets—Ovarian Cancer. Available online: https://seer.cancer.gov/statfacts/html/ovary.html (accessed on 7 June 2022).
- Du Bois, A.; Lück, H.J.; Meier, W.; Adams, H.P.; Möbus, V.; Costa, S.; Bauknecht, T.; Richter, B.; Warm, M.; Schröder, W.; et al. A randomized clinical trial of cisplatin/paclitaxel versus carboplatin/paclitaxel as first-line treatment of ovarian cancer. J. Natl. Cancer Inst. 2003, 95, 1320–1329. [Google Scholar] [CrossRef] [PubMed]
- Aghajanian, C.; Goff, B.; Nycum, L.R.; Wang, Y.V.; Husain, A.; Blank, S.V. Final overall survival and safety analysis of OCEANS, a phase 3 trial of chemotherapy with or without bevacizumab in patients with platinum-sensitive recurrent ovarian cancer. Gynecol. Oncol. 2015, 139, 10–16. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Pujade-Lauraine, E.; Hilpert, F.; Weber, B.; Reuss, A.; Poveda, A.; Kristensen, G.; Sorio, R.; Vergote, I.; Witteveen, P.; Bamias, A.; et al. Bevacizumab Combined With Chemotherapy for Platinum-Resistant Recurrent Ovarian Cancer: The AURELIA Open-Label Randomized Phase III Trial. J. Clin. Oncol. 2014, 32, 1302–1308. [Google Scholar] [CrossRef]
- Burger, R.A.; Brady, M.F.; Bookman, M.A.; Fleming, G.F.; Monk, B.J.; Huang, H.; Mannel, R.S.; Homesley, H.D.; Fowler, J.; Greer, B.E.; et al. Incorporation of bevacizumab in the primary treatment of ovarian cancer. N. Engl. J. Med. 2011, 365, 2473–2483. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Poveda, A.; Floquet, A.; Ledermann, J.A.; Asher, R.; Penson, R.T.; Oza, A.M.; Korach, J.; Huzarski, T.; Pignata, S.; Friedlander, M.; et al. Olaparib tablets as maintenance therapy in patients with platinum-sensitive relapsed ovarian cancer and a BRCA1/2 mutation (SOLO2/ENGOT-Ov21): A final analysis of a double-blind, randomised, placebo-controlled, phase 3 trial. Lancet Oncol. 2021, 22, 620–631. [Google Scholar] [CrossRef]
- Moore, K.; Colombo, N.; Scambia, G.; Kim, B.-G.; Oaknin, A.; Friedlander, M.; Lisyanskaya, A.; Floquet, A.; Leary, A.; Sonke, G.S.; et al. Maintenance Olaparib in Patients with Newly Diagnosed Advanced Ovarian Cancer. N. Engl. J. Med. 2018, 379, 2495–2505. [Google Scholar] [CrossRef]
- Coleman, R.L.; Oza, A.M.; Lorusso, D.; Aghajanian, C.; Oaknin, A.; Dean, A.; Colombo, N.; Weberpals, J.I.; Clamp, A.; Scambia, G.; et al. Rucaparib maintenance treatment for recurrent ovarian carcinoma after response to platinum therapy (ARIEL3): A randomised, double-blind, placebo-controlled, phase 3 trial. Lancet 2017, 390, 1949–1961. [Google Scholar] [CrossRef] [Green Version]
- Konstantinopoulos, P.A.; Norquist, B.; Lacchetti, C.; Armstrong, D.; Grisham, R.N.; Goodfellow, P.J.; Kohn, E.C.; Levine, D.A.; Liu, J.F.; Lu, K.H.; et al. Germline and Somatic Tumor Testing in Epithelial Ovarian Cancer: ASCO Guideline. J. Clin. Oncol. Off. J. Am. Soc. Clin. Oncol. 2020, 38, 1222–1245. [Google Scholar] [CrossRef]
- Haunschild, C.E.; Tewari, K.S. The current landscape of molecular profiling in the treatment of epithelial ovarian cancer. Gynecol. Oncol. 2020, 160, 333–345. [Google Scholar] [CrossRef]
- Vanderstichele, A.; Busschaert, P.; Olbrecht, S.; Lambrechts, D.; Vergote, I. Genomic signatures as predictive biomarkers of homologous recombination deficiency in ovarian cancer. Eur. J. Cancer 2017, 86, 5–14. [Google Scholar] [CrossRef]
- Cancer Genome Atlas Research Network. Integrated genomic analyses of ovarian carcinoma. Nature 2011, 474, 609–615. [Google Scholar] [CrossRef] [PubMed]
- Watkins, J.A.; Irshad, S.; Grigoriadis, A.; Tutt, A.N.J. Genomic scars as biomarkers of homologous recombination deficiency and drug response in breast and ovarian cancers. Breast Cancer Res. 2014, 16, 211. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Rojas, V.; Hirshfield, K.M.; Ganesan, S.; Rodriguez-Rodriguez, L. Molecular Characterization of Epithelial Ovarian Cancer: Implications for Diagnosis and Treatment. Int. J. Mol. Sci. 2016, 17, 2113. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Frampton, G.M.; Fichtenholtz, A.; Otto, G.A.; Wang, K.; Downing, S.R.; He, J.; Schnall-Levin, M.; White, J.; Sanford, E.; An, P.; et al. Development and validation of a clinical cancer genomic profiling test based on massively parallel DNA sequencing. Nat. Biotechnol. 2013, 31, 1023–1031. [Google Scholar] [CrossRef] [PubMed]
- Chalmers, Z.R.; Connelly, C.F.; Fabrizio, D.; Gay, L.; Ali, S.M.; Ennis, R.; Schrock, A.; Campbell, B.; Shlien, A.; Chmielecki, J.; et al. Analysis of 100,000 human cancer genomes reveals the landscape of tumor mutational burden. Genome Med. 2017, 9, 34. [Google Scholar] [CrossRef] [Green Version]
- U.S. Food and Drug Administration, FoundationOne®CDx (F1CDx) 2020. Available online: https://www.accessdata.fda.gov/cdrh_docs/pdf17/P170019S017B.pdf (accessed on 5 June 2022).
- Croatian Institue of Public Health. Cancer Incidence in Croatia. Croat. Natl. Cancer Regist. Bull. No. 43. 2018. Available online: https://www.hzjz.hr/wp-content/uploads/2020/12/Bilten_2018_final.pdf (accessed on 7 June 2022).
- Ovarian Cancer. Available online: https://www.efpia.eu/publications/cancer-comparator-report/cancer-types/ovarian-cancer/ (accessed on 7 June 2022).
- Babić, D.; Pleština, S.; Samaržija, M.; Tomić, S.; Vrdoljak, E. Preporuke za odabir bolesnika/tumora za SGP. 2021. Available online: https://www.hrvatsko-onkolosko-drustvo.com/wp-content/uploads/2021/02/Preporuke-za-SGP_Izdanje-23.2.2021.pdf (accessed on 7 June 2022).
- Čerina, D.; Matković, V.; Katić, K.; Lovasić, I.B.; Šeparović, R.; Canjko, I.; Jakšić, B.; Fröbe, A.; Pleština, S.; Bajić, Ž.; et al. Precision Oncology in Metastatic Uterine Cancer; Croatian First-Year Experience of the Comprehensive Genomic Profiling in Everyday Clinical Practice. Pathol. Oncol. Res. 2021, 27, 1609963. [Google Scholar] [CrossRef] [PubMed]
- World Medical Association. World Medical Association Declaration of Helsinki: Ethical principles for medical research involving human subjects. JAMA 2013, 310, 2191–2194. [Google Scholar] [CrossRef] [Green Version]
- Woodhouse, R.; Li, M.; Hughes, J.; Delfosse, D.; Skoletsky, J.; Ma, P.; Meng, W.; Dewal, N.; Milbury, C.; Clark, T.; et al. Clinical and analytical validation of FoundationOne Liquid CDx, a novel 324-Gene cfDNA-based comprehensive genomic profiling assay for cancers of solid tumor origin. PLoS ONE 2020, 15, e0237802. [Google Scholar] [CrossRef]
- Milbury, C.A.; Creeden, J.; Yip, W.-K.; Smith, D.L.; Pattani, V.; Maxwell, K.; Sawchyn, B.; Gjoerup, O.; Meng, W.; Skoletsky, J.; et al. Clinical and analytical validation of FoundationOne®CDx, a comprehensive genomic profiling assay for solid tumors. PLoS ONE 2022, 17, e0264138. [Google Scholar] [CrossRef]
- Lheureux, S.; Msc, M.B.; Oza, A.M. Epithelial ovarian cancer: Evolution of management in the era of precision medicine. CA Cancer J. Clin. 2019, 69, 280–304. [Google Scholar] [CrossRef] [Green Version]
- Konig, I.R.; Fuchs, O.; Hansen, G.; von Mutius, E.; Kopp, M.V. What is precision medicine? Eur. Respir. J. 2017, 50, 1700391. [Google Scholar] [CrossRef] [Green Version]
- Schwaederle, M.; Daniels, G.A.; Piccioni, D.E.; Fanta, P.T.; Schwab, R.B.; Shimabukuro, K.A.; Parker, B.A.; Kurzrock, R. On the Road to Precision Cancer Medicine: Analysis of Genomic Biomarker Actionability in 439 Patients. Mol. Cancer Ther. 2015, 14, 1488–1494. [Google Scholar] [CrossRef] [Green Version]
- Chae, Y.K.; Pan, A.P.; Davis, A.A.; Patel, S.P.; Carneiro, B.A.; Kurzrock, R.; Giles, F.J. Path toward Precision Oncology: Review of Targeted Therapy Studies and Tools to Aid in Defining “Actionability” of a Molecular Lesion and Patient Management Support. Mol. Cancer Ther. 2017, 16, 2645–2655. [Google Scholar] [CrossRef] [Green Version]
- Massard, C.; Michiels, S.; Ferté, C.; Le Deley, M.-C.; Lacroix, L.; Hollebecque, A.; Verlingue, L.; Ileana, E.; Rosellini, S.; Ammari, S.; et al. High-Throughput Genomics and Clinical Outcome in Hard-to-Treat Advanced Cancers: Results of the MOSCATO 01 Trial. Cancer Discov. 2017, 7, 586–595. [Google Scholar] [CrossRef] [Green Version]
- Le Tourneau, C.; Delord, J.P.; Gonçalves, A.; Gavoille, C.; Dubot, C.; Isambert, N.; Campone, M.; Trédan, O.; Massiani, M.A.; Mauborgne, C.; et al. Faculty Opinions recommendation of Molecularly targeted therapy based on tumour molecular profiling versus conventional therapy for advanced cancer (SHIVA): A multicentre, open-label, proof-of-concept, randomised, controlled phase 2 trial. Lancet Oncol. 2017, 16, 1324–1334. [Google Scholar] [CrossRef]
- Van Der Velden, D.L.; Hoes, L.R.; Van Der Wijngaart, H.; van Berge Henegouwen, J.M.; Van Werkhoven, E.; Roepman, P.; Schilsky, R.L.; De Leng, W.W.J.; Huitema, A.D.R.; Nuijen, B.; et al. The Drug Rediscovery protocol facilitates the expanded use of existing anticancer drugs. Nature 2019, 574, 127–131. [Google Scholar] [CrossRef]
- Dalton, W.; Forde, P.M.; Kang, H.; Connolly, R.M.; Stearns, V.; Gocke, C.D.; Eshleman, J.R.; Axilbund, J.; Petry, D.; Geoghegan, C.; et al. Personalized Medicine in the Oncology Clinic: Implementation and Outcomes of the Johns Hopkins Molecular Tumor Board. JCO Precis. Oncol. 2017, 2017, 1–19. [Google Scholar] [CrossRef]
- Schwaederle, M.; Zhao, M.; Lee, J.J.; Eggermont, A.M.; Schilsky, R.L.; Mendelsohn, J.; Lazar, V.; Kurzrock, R. Impact of Precision Medicine in Diverse Cancers: A Meta-Analysis of Phase II Clinical Trials. J. Clin. Oncol. 2015, 33, 3817–3825. [Google Scholar] [CrossRef]
- Jardim, D.L.F.; Schwaederle, M.; Wei, C.; Lee, J.J.; Hong, D.S.; Eggermont, A.M.; Schilsky, R.L.; Mendelsohn, J.; Lazar, V.; Kurzrock, R. Impact of a Biomarker-Based Strategy on Oncology Drug Development: A Meta-analysis of Clinical Trials Leading to FDA Approval. JNCI J. Natl. Cancer Inst. 2015, 107, djv253. [Google Scholar] [CrossRef] [Green Version]
- Guan, L.; Lu, Y. New developments in molecular targeted therapy of ovarian cancer. Discov. Med. 2018, 26, 219–229. [Google Scholar]
- Mosele, F.; Remon, J.; Mateo, J.; Westphalen, C.; Barlesi, F.; Lolkema, M.; Normanno, N.; Scarpa, A.; Robson, M.; Meric-Bernstam, F.; et al. Recommendations for the use of next-generation sequencing (NGS) for patients with metastatic cancers: A report from the ESMO Precision Medicine Working Group. Ann. Oncol. 2020, 31, 1491–1505. [Google Scholar] [CrossRef]
- Zheng, H.; Gao, Y.; Guo, H.; Li, L.; Li, Q.; Cui, H.; Lin, A.; Sun, L.; Hu, Y.; Kang, S.; et al. Real-world Experience of Olaparib Treatment in Patients with Ovarian Cancer: A Chinese Multicenter Study. Mol. Cancer Ther. 2021, 20, 1735–1742. [Google Scholar] [CrossRef]
- Majić, A.; Miše, B.P.; Matković, V.; Lovasić, I.B.; Katić, K.; Canjko, I.; Frobe, A.; Bajić, Ž.; Vrdoljak, E. Olaparib Outcomes in Patients with BRCA 1-2 Mutated, Platinum-Sensitive, Recurrent Ovarian Cancer in Croatia: A Retrospective Noninterventional Study. J. Oncol. 2020, 2020, 6423936. [Google Scholar] [CrossRef]
All Patients (n = 86) | ||
---|---|---|
Age at the time of diagnosis, median (IQR) | 52 | (52–66) |
Metastatic disease at the initial diagnosis | 19 | (22) |
FIGO stage at diagnosis † | ||
I * | 3 | (3) |
II * | 6 | (7) |
III | 58 | (67) |
IV | 19 | (22) |
Histological subtypes † | ||
Serous carcinoma | ||
Low-grade | 8 | (9) |
High-grade | 69 | (80) |
Carcinosarcoma | 2 | (2) |
Microcellular carcinoma | 2 | (2) |
Clear cell carcinoma | 1 | (1) |
Mixed types | ||
Endometrial + clear cell carcinoma | 1 | (1) |
Granulosa cell tumor | 1 | (1) |
Steroid cell tumor | 1 | (1) |
Malignant seal ring cells | 1 | (1) |
Number of patients receiving previous chemotherapy | ||
Neoadjuvant | 18 | (21) |
Adjuvant | 49 | (57) |
Number of previous treatment lines for Metastatic disease | ||
0 | 43 | (50) |
1 | 26 | (30) |
2 | 14 | (16) |
3 | 2 | (2) |
7 | 1 | (1) |
ECOG performance status before CGP | ||
0 | 71 | (83) |
1 | 13 | (15) |
Not determined | 2 | (2) |
All Patients (n = 86) | ||
---|---|---|
Genomic alterations | ||
Any genomic alteration | 86 | (100) |
Clinically relevant | 73 | (85) |
Clinically not relevant | 69 | (80) |
Number of genomic alterations, median (IQR) | ||
Total number | 2 | (1–3) |
Clinically relevant | 2 | (1–3) |
Not clinically relevant | 2 | (1–3) |
Number of clinically relevant genomic alterations † | ||
0 | 13 | (15) |
1 | 20 | (23) |
2 | 20 | (23) |
3 | 14 | (16) |
4 | 8 | (9) |
5 | 11 | (13) |
Clinically relevant genomic alterations | ||
BRCA | 22 | (25) |
BRCA 1 | 15 | (17) |
BRCA 2 | 7 | (8) |
TP53 | 48 | (56) |
PIK3 pathway | 14 | (17) |
KRAS | 13 | (15) |
NF 1/2 | 10 | (12) |
MYC | 9 | (10) |
SOX2 | 7 | (8) |
PTEN or FGFR 1/2 | 5 | (6) |
CCND1/2 or AKT2 or ARID1A | 4 | (5) |
CHEK2 or TSC1/2 or ERBB2 | 3 | (4) |
PDGFR A/B or AURKA or MDM2 or MET or ATM or NRAS or CDK12 or STK11 | 2 | (2) |
RICTOR or PALB2 or SMARCA4 or CTNNB1 or PTCH1 or BRAF or MTAP or AXL or MAP2K1 or KIT or NTRK2 or SMO | 1 | (1) |
Loss of heterozygosity (LOH) | ||
Median (IQR) | 14.6 | (6.8–21.7) |
LOH ≥ 16 | 35 | (41) |
Not determined | 5 | (6) |
Microsatellite status | ||
Stable | 82 | (95) |
High instability | 1 | (1) |
Not determined | 3 | (4) |
Tumour mutational burden (TMB), median (IQR) | 3 | (0–4) |
Tumour mutational burden (TMB) | ||
Not high | 81 | (94) |
High (≥10 mutations/Mb) | 2 | (2) |
Not determined | 3 | (4) |
High-Grade Serous (n = 69) | Low-Grade Serous + Other Types | ||
---|---|---|---|
(n = 17) | |||
Genomic alterations | |||
Any genomic alteration | 69 | (100) | 17(100) |
Clinically relevant | 61 | (88) | 12(71) |
Not clinically relevant | 65 | (94) | 12(71) |
BRCA | 21 | (30) | 1(6) |
BRCA 1 | 14 | (67) | 1(6) |
BRCA 2 | 7 | (33) | 0(0) |
Loss of heterozygosity (LOH) | |||
Median (IQR) | 16.4 | (11.6–22.5) | 2(0.5–6.8) |
LOH ≥ 16 | 34 | (49) | 1(7) |
Not determined | 2 | (3) | 3(18) |
CGP Results (n = 33) | Conventional Testing | ||
---|---|---|---|
(n = 49) | |||
Testing from blood | 0 | (0) | 31(63) |
Testing from tissue | 33 | (100) | 18(37) |
BRCA | 12 | (36) | 9(18) |
BRCA 1 | 9 | (27) | 7(14) |
BRCA 2 | 3 | (9) | 2(4) |
Loss of heterozygosity (LOH) | |||
median (IQR) | 15.7 | (8.85–21.9) | |
LOH ≥ 16 | 15 | (45) | |
not determined | 2 | (6) | 49(100) |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Čerina, D.; Matković, V.; Katić, K.; Belac Lovasić, I.; Šeparović, R.; Canjko, I.; Bajić, Ž.; Vrdoljak, E. Comprehensive Genomic Profiling in the Management of Ovarian Cancer—National Results from Croatia. J. Pers. Med. 2022, 12, 1176. https://doi.org/10.3390/jpm12071176
Čerina D, Matković V, Katić K, Belac Lovasić I, Šeparović R, Canjko I, Bajić Ž, Vrdoljak E. Comprehensive Genomic Profiling in the Management of Ovarian Cancer—National Results from Croatia. Journal of Personalized Medicine. 2022; 12(7):1176. https://doi.org/10.3390/jpm12071176
Chicago/Turabian StyleČerina, Dora, Višnja Matković, Kristina Katić, Ingrid Belac Lovasić, Robert Šeparović, Ivana Canjko, Žarko Bajić, and Eduard Vrdoljak. 2022. "Comprehensive Genomic Profiling in the Management of Ovarian Cancer—National Results from Croatia" Journal of Personalized Medicine 12, no. 7: 1176. https://doi.org/10.3390/jpm12071176
APA StyleČerina, D., Matković, V., Katić, K., Belac Lovasić, I., Šeparović, R., Canjko, I., Bajić, Ž., & Vrdoljak, E. (2022). Comprehensive Genomic Profiling in the Management of Ovarian Cancer—National Results from Croatia. Journal of Personalized Medicine, 12(7), 1176. https://doi.org/10.3390/jpm12071176