Abstract
Background
Second primary cancers (SPC) account for 18% of all cancers. We used the enhanced medical/health data mining tool ConSoRe to search aggregated data, analyze electronic patient records (EPR), and better characterize patients with SPC.
Methods
This retrospective cohort study used ConSoRe to identify EPRs from patients with SPC referred to the regional cancer center Leon Bérard from 1993 to 2017, and examined characteristics of patients with SPC, frequencies of first primary cancer (FPC) localization in the global population of patients with SPC, and time to SPC. Data set was extracted on January 1, 2018.
Results
Among 296,530 EPRs, we identified 157,187 patients with FPC, including 13,002 (8%) patients with SPC. Between 2000 and 2010, the rate of SPC was 34%, and 52% of SPC were identified in the last years (2010–2017). In men, main cancers were head and neck cancer, lymphoma, and prostate carcinoma accounting for 15.6%, 12.8%, and 10.5% of FPC, while the three most common SPC were head and neck cancer (13.2%), lung cancer (11.8%) and lymphoma (9.2%). In women, breast cancers, lymphoma, and skin cancers accounted for 48.8%, 8%, and 5.1% of first cancers, and for 31.1%, 7% and 6% of SPC.
Conclusion
The data mining tool ConSoRe contributes to access to real world data, and to better characterize patients with SPC. Expanding such approach to any comprehensive center will allow a global overview of the follow-up of patients with cancer, and help to improve long-term management and adapt surveillance.
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Availability of data and materials
The data that support the findings of this study are not publicly available. Data contain information that could compromise privacy of the research participants.
The Electronic Patient Records (EPR) procedure was approved by the French data protection authority (Commission Nationale de l’Informatique et des Libertés CNIL, MR004, approval number H001-DPI-300746,) with respect to any automatic processing of personal data, in accordance with the provisions of French Law of 6 January 1978 "Loi Informatique et Libertés", as amended. The study received approval from the local Ethics Committee (Comité de Protection des Personnes Lyon Sud-Est IV) in May 2019. EPR searches and extractions of data relative to each patient cancer (gender, year of birth, occurrence of primary cancers and evolution, including loco-regional relapse or metastatic progression, or death, and second primary cancers) have been declared. Patients received an information sheet and were offered the possibility to accept or refuse the participation to this non-interventional study.
References
Ye Y, Neil AL, Wills KE et al (2016) Temporal trends in the risk of developing multiple primary cancers: a systematic review. BMC Cancer 16(1):849
Pacheco-Figueiredo L, Antunes L, Bento MJ et al (2016) Incidence of second primary cancers in North Portugal-a population-based study. J Cancer Surviv 10(1):142–152
AIRTUM working group (2013) Italian cancer figures, report 2013: multiple tumours. Epidemiol Prev 37(4–5 Suppl 1):1–152
Jegu J, Colonna M, Daubisse-Marliac L et al (2014) The effect of patient characteristics on second primary cancer risk in France. BMC Cancer 14:94
Miller KD, Siegel RL, Lin CC et al (2016) Cancer treatment and survivorship statistics, 2016. CA Cancer J Clin 66(4):271–289
Oeffinger KC, Baxi SS, Novetsky FD et al (2013) Solid tumor second primary neoplasms: who is at risk, what can we do? Semin Oncol 40(6):676–689
Glendenning JL, Barbachano Y, Norman AR et al (2010) Long-term neurologic and peripheral vascular toxicity after chemotherapy treatment of testicular cancer. Cancer 116(10):2322–2331
Donin N, Filson C, Drakaki A et al (2016) Risk of second primary malignancies among cancer survivors in the United States, 1992 through 2008. Cancer 122(19):3075–3086
Wood ME, Vogel V, Ng A et al (2012) Second malignant neoplasms: assessment and strategies for risk reduction. J Clin Oncol 30(30):3734–3745
Bhatia S (2015) Genetic variation as a modifier of association between therapeutic exposure and subsequent malignant neoplasms in cancer survivors. Cancer 121(5):648–663
Kumar S (2012) Second malignant neoplasms following radiotherapy. Int J Environ Res Public Health 9(12):4744–4759
Akhtar N, Bansal JG (2017) Risk factors of Lung Cancer in nonsmoker. Curr Probl Cancer 41(5):328–339
Chen T, Kharazmi E, Lou J et al (2016) Risk of second primary cancers after malignant mesothelioma and vice versa. Cancer Lett 379(1):94–99
Ligibel J (2012) Lifestyle factors in cancer survivorship. J Clin Oncol 30(30):3697–3704
Druesne-Pecollo N, Keita Y, Touvier M et al (2014) Alcohol drinking and second primary cancer risk in patients with upper aerodigestive tract cancers: a systematic review and meta-analysis of observational studies. Cancer Epidemiol Biomarkers Prev 23(2):324–331
Casey JA, Schwartz BS, Stewart WF et al (2016) Using electronic health records for population health research: a review of methods and applications. Annu Rev Public Health 37:61–81
Heudel P, Livartowski A, Arveux P (2016) The ConSoRe project supports the implementation of big data in oncology. Bull Cancer 103(11):949–950
Testori A, Cioffi U, De SM et al (2015) Multiple primary synchronous malignant tumors. BMC Res Notes 8:730
Delaloge S, Perol D, Courtinard C et al (2016) Paclitaxel plus bevacizumab or paclitaxel as first-line treatment for HER2-negative metastatic breast cancer in a multicenter national observational study. Ann Oncol 27(9):1725–1732
Coudon T, Hourani H, Nguyen C et al (2018) Assessment of long-term exposure to airborne dioxin and cadmium concentrations in the Lyon metropolitan area (France). Environ Int 111:177–190
Mariotto AB, Rowland JH, Ries LA et al (2007) Multiple cancer prevalence: a growing challenge in long-term survivorship. Cancer Epidemiol Biomarkers Prev 16(3):566–571
Siegel RL, Miller KD, Jemal A (2015) Cancer statistics, 2015. CA Cancer J Clin 65(1):5–29
Miller KD, Nogueira L, Mariotto AB et al (2019) Cancer treatment and survivorship statistics. CA Cancer J Clin. https://doi.org/10.3322/caac.21565
Choi DK, Helenowski I, Hijiya N (2014) Secondary malignancies in pediatric cancer survivors: perspectives and review of the literature. Int J Cancer 135(8):1764–1773
Fung C, Fossa SD, Milano MT et al (2013) Solid tumors after chemotherapy or surgery for testicular nonseminoma: a population-based study. J Clin Oncol 31(30):3807–3814
Gandaglia G, Karakiewicz PI, Trinh QD et al (2014) Cisplatin-based chemotherapy and the risk of solid tumors in patients with testicular nonseminoma: still a matter of debate. J Clin Oncol 32(11):1167
Liang F, Zhang S, Xue H et al (2017) Risk of second primary cancers in cancer patients treated with cisplatin: a systematic review and meta-analysis of randomized studies. BMC Cancer 17(1):871
Shin DW, Baik YJ, Kim YW et al (2011) Knowledge, attitudes, and practice on second primary cancer screening among cancer survivors: a qualitative study. Patient Educ Couns 85(1):74–78
Hamilton W (2009) Five misconceptions in cancer diagnosis. Br J Gen Pract 59(563):441–445
Khan NF, Watson E, Rose PW (2011) Primary care consultation behaviours of long-term, adult survivors of cancer in the UK. Br J Gen Pract 61(584):197–199
Heudel P, Chabaud S, Perol D, Ray-Coquard I, Blay JY (2020) Reduced risk of second primary cancer in patients treated with immune checkpoint inhibitors for a first cancer. Ann Oncol 31(12):1773–1775
Heudel P, Chabaud S, Perol D, Flechon A, Fayette J, Combemale P et al (2021) Immune checkpoint inhibitor treatment of a first cancer is associated with a decreased incidence of second primary cancer. ESMO Open 6(1):100044
Acknowledgements
The authors thank Sophie DARNIS PhD for helpful comments and valuable help for medical editorial assistance.
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P-EH, BF, TD, -ASM, FG, MR, TB, LC, CC-C, FP, TM, BR, J-LS, GC, DP, J-YB participated in data collection, P-EH and SC performed the analysis, all authors wrote, read, and approved the final manuscript.
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Heudel, PE., Fervers, B., Durand, T. et al. Second primary cancers: a retrospective analysis of real world data using the enhanced medical research engine ConSoRe in a French comprehensive cancer center. Int J Clin Oncol 26, 1793–1804 (2021). https://doi.org/10.1007/s10147-021-01963-3
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DOI: https://doi.org/10.1007/s10147-021-01963-3