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Context-Specific Estimation of Future Unrelated Medical Costs and Their Impact on Cost-Effectiveness Analyses

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Abstract

Objectives

This study constructed and applied procedures for the estimation of unrelated future medical costs (UFMC) of women with breast cancer in Israel (as a case study) and examined the influence of including UFMC in cost-effectiveness analyses (CEAs).

Methods

Part I consisted of a retrospective cohort study based on patient-level claims data of both patients with breast cancer and matched controls during 14 years of follow-up. UFMC were estimated as (a) the annual average all-cause healthcare costs of the control subjects, and (b) as predicted values based on a generalized linear model (GLM) adjusted to patients’ characteristics. Part II consisted of a CEA performed using a Markov simulation model comparing regimens of chemotherapy with/without trastuzumab, both excluding and including UFMC and for each of the UFMC estimates separately. All costs were adjusted to 2019 prices. Costs and QALYs were discounted at a yearly rate of 3%.

Results

The average annual healthcare costs in the control group were $2328 (± $5662). The corresponding incremental cost-effectiveness ratio (ICER) was $53,411/QALY and $55,903/QALY, when UFMC were excluded or included, respectively. Hence, trastuzumab was not considered cost-effective compared with a threshold of willingness-to-pay of $37,000 per QALY, regardless of the inclusion of UFMC. When UFMC were estimated on the basis of the prediction model, the ICERs were $37,968/QALY and $39,033/QALY, when UFMC were excluded or included, respectively. Thus, in this simulation, trastuzumab was not considered cost-effective, independent of the inclusion of UFMC.

Conclusion

Our case study revealed that the inclusion of UFMC had modest effect on the ICERs, and thus did not alter the conclusion. Thus, we should estimate context-specific UFMC if they are expected to change the ICERs significantly, and transparently report the corresponding assumptions to uphold the integrity and reliability of the economic evaluation.

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References

  1. van Baal P, Meltzer D, Brouwer W. Future costs, fixed healthcare budgets, and the decision rules of cost-effectiveness analysis. Health Econ. 2016;25(2):237–48.

    Article  PubMed  Google Scholar 

  2. Garber AM, Phelps CE. Future costs and the future of cost-effectiveness analysis. J Health Econ. 2008;27(4):819–21.

    Article  PubMed  PubMed Central  Google Scholar 

  3. Briggs AD, Scarborough P, Wolstenholme J. Estimating comparable English healthcare costs for multiple diseases and unrelated future costs for use in health and public health economic modelling. PLoS One. 2018;13(5):e0197257.

    Article  PubMed  PubMed Central  Google Scholar 

  4. van Baal PH, Wong A, Slobbe LC, Polder JJ, Brouwer WB, de Wit GA. Standardizing the inclusion of indirect medical costs in economic evaluations. Pharmacoeconomics. 2011;29(3):175–87.

    Article  PubMed  Google Scholar 

  5. Jiao BS, Basu A. Catalog of age- and medical condition-specific healthcare costs in the United States to inform future costs calculations in cost-effectiveness analysis. Value Health. 2021;24(7):957–65.

    Article  PubMed  Google Scholar 

  6. Davis S, Akehurst R. How do we evaluate technologies that are not cost effective at zero price. Value Outcomes Spotlight. 2016;359:6–8.

    Google Scholar 

  7. de Vries LM, van Baal PH, Brouwer WB. Future costs in cost-effectiveness analyses: past, present, future. Pharmacoeconomics. 2019;37(2):119–30.

    Article  PubMed  Google Scholar 

  8. van Baal P, Morton A, Brouwer W, Meltzer D, Davis S. Should cost effectiveness analyses for NICE always consider future unrelated medical costs? BMJ. 2017;359:j5096.

    Article  PubMed  Google Scholar 

  9. Morton A, Adler AI, Bell D, Briggs A, Brouwer W, Claxton K, et al. Unrelated future costs and unrelated future benefits: reflections on NICE guide to the methods of technology appraisal. Health Econ. 2016;25(8):933–8.

    Article  PubMed  Google Scholar 

  10. Meltzer D. Accounting for future costs in medical cost-effectiveness analysis. J Health Econ. 1997;16(1):33–64.

    Article  CAS  PubMed  Google Scholar 

  11. van Lier LI, Bosmans JE, van Hout HPJ, Mokkink LB, van den Hout WB, de Wit GA, et al. Consensus-based cross-European recommendations for the identification, measurement, and valuation of costs in health economic evaluations: a European Delphi study. Eur J Health Econ. 2018;19:993–1008.

    Article  PubMed  Google Scholar 

  12. van Baal P, Morton A, Meltzer D, Brouwer W. Future unrelated medical costs need to be considered in cost effectiveness analysis. Eur J Health Econ. 2019;20:1–5.

    Article  PubMed  Google Scholar 

  13. Tew M, Clarke P, Thursky K, Dalziel K. Incorporating future medical costs: impact on cost-effectiveness analysis in cancer patients. Pharmacoeconomics. 2019;37:931–41.

    Article  PubMed  Google Scholar 

  14. McCabe C. Expanding the scope of costs and benefits for economic evaluations in health: some words of caution. Pharmacoeconomics. 2019;37:457–60.

    Article  PubMed  Google Scholar 

  15. Perry-Duxbury M, Asaria M, Lomas J, van Baal P. Cured today, ill tomorrow: a method for including future unrelated medical costs in economic evaluation in England and Wales. Value Health. 2020;23:1027–33.

    Article  PubMed  Google Scholar 

  16. Kellerborg K, Perry-Duxbury M, de Vries L, van Baal P. Practical guidance for including future costs in economic evaluations in the Netherlands: introducing and applying paid 3.0. Value Health. 2020;23:1453–61.

    Article  PubMed  Google Scholar 

  17. Jiang S, Wang Y, Zhou J, Jiang Y, Liu GG, Wu J. Incorporating future unrelated medical costs in cost-effectiveness analysis in China. BMJ Glob Health. 2021;6:e006655.

    Article  PubMed  PubMed Central  Google Scholar 

  18. Mokri H, Kvamme I, de Vries L, Versteegh M, van Baal P. Future medical and non-medical costs and their impact on the cost-effectiveness of life-prolonging interventions: a comparison of five European countries. Eur J Health Econ. 2022. https://doi.org/10.1007/s10198-022-01501-6.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Perry-Duxbury M, Lomas J, Asaria M, van Baal P. The relevance of including future healthcare costs in cost-effectiveness threshold calculations for the UK NHS. Pharmacoeconomics. 2022;40(2):233–9.

    Article  PubMed  Google Scholar 

  20. National Institute for Health and Care Excellence (2013) Guide to the methods of technology appraisal. https://www.nice.org.uk/process/pmg9/chapter/foreword. Accessed 21 Nov 2021.

  21. Sanders GD, Neumann PJ, Basu A, Brock DW, Feeny D, Krahn M, et al. Recommendations for conduct, methodological practices, and reporting of cost-effectiveness analyses: second panel on cost-effectiveness in health and medicine. JAMA. 2016;316(10):1093–103.

    Article  PubMed  Google Scholar 

  22. LFNAR (2003) General guidelines on economic evaluations from Pharmaceutical Benefits Board. https://www.tlv.se/download/18.2e53241415e842ce95514e9/1510316396792/Guidelines-for-economic-evaluations-LFNAR-2003-2.pdf. Accessed 2 Feb 2021.

  23. Versteegh M, Knies S, Brouwer W. From good to better: New Dutch guidelines for economic evaluations in healthcare. Pharmacoeconomics. 2016;34(11):1071–4.

    Article  PubMed  Google Scholar 

  24. Gershon N, Berchenko Y. Optimality, future and terminal costs: Comment on “Adjuvant trastuzumab therapy for early HER2-positive breast cancer in Iran.” Pharmacoeconomics. 2018;36(3):383–4.

    Article  PubMed  Google Scholar 

  25. National Institute of Health (2022) Targeted cancer therapies fact sheet—National Cancer Institute. https://www.cancer.gov/about-cancer/treatment/types/targeted-therapies/targeted-therapies-fact-sheet. Accessed 21 Nov 2021.

  26. Cohen N, Berchenko Y. Normalized information criteria and model selection in the presence of missing data. Mathematics. 2021;9:2474.

    Article  Google Scholar 

  27. Gershon N, Berchenko Y, Hall PS, Goldstein DA. Cost effectiveness and affordability of trastuzumab in sub-Saharan Africa for early stage HER2-positive breast cancer. Cost Eff Resour Alloc. 2019;17(1):5.

    Article  PubMed  PubMed Central  Google Scholar 

  28. Piccart-Gebhart MJ, Procter M, Leyland-Jones B, Goldhirsch A, Untch M, Smith I, et al. Trastuzumab after adjuvant chemotherapy in HER2-positive breast cancer. N Engl J Med. 2005;353(16):1659–72.

    Article  CAS  PubMed  Google Scholar 

  29. Smith I, Procter M, Gelber RD, Guillaume S, Feyereislova A, Dowsett M, et al. 2-year follow-up of trastuzumab after adjuvant chemotherapy in HER2-positive breast cancer: a randomised controlled trial. Lancet. 2007;369(9555):29–36.

    Article  CAS  PubMed  Google Scholar 

  30. Gianni L, Dafni U, Gelber RD, Azambuja E, Muehlbauer S, Goldhirsch A, et al. Treatment with trastuzumab for 1 year after adjuvant chemotherapy in patients with HER2-positive early breast cancer: a 4-year follow-up of a randomised controlled trial. Lancet Oncol. 2011;12(3):236–44.

    Article  CAS  PubMed  Google Scholar 

  31. Pichon-Riviere A, Garay OU, Augustovski F, Vallejos C, Huayanay L, Bueno MDPN, et al. Implications of global pricing policies on access to innovative drugs: the case of trastuzumab in seven Latin American countries. Int J Technol Assess Health Care. 2015;31(1–2):2–11.

    Article  PubMed  Google Scholar 

  32. World Health Organization (2003) Making choices in health: WHO guide to cost-effectiveness analysis. https://apps.who.int/iris/handle/10665/42699. Accessed 2 Feb 2020.

  33. Israel Center for Disease Control. Breast cancer in women in Israel 2020 [Hebrew]. https://www.health.gov.il/PublicationsFiles/breast_cancer_sept2020.pdf. Accessed 21 Nov 2021.

  34. Loibl S, Gianni L. HER2-positive breast cancer. Lancet. 2017;389(10087):2415–29.

    Article  CAS  PubMed  Google Scholar 

  35. World Health Organization (2019) Life tables: probability of dying between ages x and x+n. https://www.who.int/data/gho/data/indicators/indicatordetails/GHO/gho-ghe-life-tables-nqx-probability-of-dying-between-ages-x-and-x-n. Accessed 21 Nov 2021.

  36. Hall PS, Hulme C, McCabe C, Oluboyede Y, Round J, Cameron DA. Updated cost-effectiveness analysis of trastuzumab for early breast cancer. Pharmacoeconomics. 2011;29(5):415–32.

    Article  PubMed  Google Scholar 

  37. Webster I (2022) CPI Inflation Calculator. https://www.in2013dollars.com/us/inflation/2008?endYear=2019&amount=1. Accessed 10 Feb 2022.

  38. Thokala P, Ochalek J, Leech AA, Tong T. Cost-effectiveness thresholds: the past, the present and the future. Pharmacoeconomics. 2018;36:509–22.

    Article  PubMed  Google Scholar 

  39. Blumen H, Fitch K, Polkus V. Comparison of treatment costs for breast cancer, by tumor stage and type of service. Am Health Drug Benefits. 2016;9(1):23–32.

    PubMed  PubMed Central  Google Scholar 

  40. Broekx S, Hond ED, Torfs R, Remacle A, Mertens R, D’Hooghe T, Neven P, et al. The costs of breast cancer prior to and following diagnosis. Eur J Health Econ. 2011;12(4):311–7.

    Article  PubMed  Google Scholar 

  41. Grady I, Grady S, Chanisheva N. Long-term cost of breast cancer treatment to the United States Medicare Program by stage at diagnosis. Eur J Health Econ. 2021;22(9):1365–70.

    Article  PubMed  Google Scholar 

  42. Laudicella M, Walsh B, Burns E, Smith PC. Cost of care for cancer patients in England: evidence from population-based patient-level data. Br J Cancer. 2016;114(11):1286–92.

    Article  PubMed  PubMed Central  Google Scholar 

  43. Allaire BT, Ekwueme DU, Guy GP Jr, Li C, Tangka FK, Trivers KF, et al. Medical care costs of breast cancer in privately insured women aged 18–44 years. Am J Prev Med. 2016;50(2):270–7.

    Article  PubMed  PubMed Central  Google Scholar 

  44. Barron JJ, Quimbo R, Nikam PT, Amonkar MM. Assessing the economic burden of breast cancer in a US managed care population. Breast Cancer Res Treat. 2008;109(2):367–77.

    Article  PubMed  Google Scholar 

  45. Chodick G, Porath A, Alapi H, Sella T, Flash S, Wood F, et al. The direct medical cost of cardiovascular diseases, hypertension, diabetes, cancer, pregnancy and female infertility in a large HMO in Israel. Health Policy. 2010;95(2–3):271–6.

    Article  PubMed  Google Scholar 

  46. Luengo-Fernandez R, Leal J, Gray A, Sullivan R. Economic burden of cancer across the European Union: a population-based cost analysis. Lancet Oncol. 2013;14(12):1165–74.

    Article  PubMed  Google Scholar 

  47. Dedes KJ, Szucs TD, Imesch P, Fedier A, Fehr MK, Fink D. Cost-effectiveness of trastuzumab in the adjuvant treatment of early breast cancer: a model-based analysis of the HERA and FinHer trial. Ann Oncol. 2007;18(9):1493–9.

    Article  CAS  PubMed  Google Scholar 

  48. Liberato NL, Marchetti M, Barosi G. Cost effectiveness of adjuvant trastuzumab in human epidermal growth factor receptor 2-positive breast cancer. J Clin Oncol. 2007;25(6):625–33.

    Article  PubMed  Google Scholar 

  49. Lidgren M, Jönsson B, Rehnberg C, Willking N, Bergh J. Cost-effectiveness of HER2 testing and 1-year adjuvant trastuzumab therapy for early breast cancer. Ann Oncol. 2008;19(3):487–95.

    Article  CAS  PubMed  Google Scholar 

  50. Norum J, Olsen JA, Wist EA, Lønning PE. Trastuzumab in adjuvant breast cancer therapy. A model based cost-effectiveness analysis. Acta Oncol. 2007;46(2):153–64.

    Article  CAS  PubMed  Google Scholar 

  51. Seferina SC, Ramaekers BL, de Boer M, Dercksen MW, van den Berkmortel F, van Kampen RJ, et al. Cost and cost-effectiveness of adjuvant trastuzumab in the real world setting: a study of the Southeast Netherlands Breast Cancer Consortium. Oncotarget. 2017;8(45):79223–33.

    Article  PubMed  PubMed Central  Google Scholar 

  52. Garrison LP Jr, Lubeck D, Lalla D, Paton V, Dueck A, Perez EA. Cost-effectiveness analysis of trastuzumab in the adjuvant setting for treatment of HER2-positive breast cancer. Cancer. 2007;110(3):489–98.

    Article  CAS  PubMed  Google Scholar 

  53. Clarke CS, Hunter RM, Shemilt I, Serra-Sastre V. Multi-arm cost-effectiveness analysis (CEA) comparing different durations of adjuvant trastuzumab in early breast cancer, from the English NHS payer perspective. PLoS One. 2017;12(3):e0172731.

    Article  PubMed  PubMed Central  Google Scholar 

  54. Hedden L, O’Reilly S, Lohrisch C, Chia S, Speers C, Kovacic L, et al. Assessing the real-world cost-effectiveness of adjuvant trastuzumab in HER-2/neu positive breast cancer. Oncologist. 2012;17(2):164–71.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

Without implicating him in any remaining flaws and errors, we thank Dr. Daniel Goldstein for his contribution in the initial stages of the design process.

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Corresponding author

Correspondence to Tzahit Simon-Tuval.

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Funding

This study was funded by the Israel National Institute for Health Policy Research (grant no. R/2018/275). The funder has no role in the identification, design, conduct, and reporting of the analysis. There were no other non-monetary sources of support.

Competing Interests

The authors have no financial or non-financial competing interests to declare.

Ethics Approval

Part I of the study was approved by Clalit Health Services Helsinki Committee (0200-19-COM2), and participants’ informed consent was waived by this committee since this was a secondary analysis of a deidentified dataset. Part II of the study did not require ethics approval.

Consent to Participate

Consent to participate was not required for this study.

Consent for Publication

Consent to publish was not required for this study.

Data Availability

The data that support the findings of this study contain potentially identifiable patient information. Thus, following the requirements of Clalit Health Services Helsinki Committee, the data are not publicly available. Data requests may be sent to the corresponding author (TST).

Code availability

R code will be available upon request.

Author Contributions

NE, TST, and YB were involved in the conception and design of the study, TST and YB were responsible of obtaining the data for analysis. NE, TST, and YB analyzed and interpreted the data. NE drafted the manuscript. All authors reviewed the manuscript and approved the final draft.

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Epstein, N., Simon-Tuval, T. & Berchenko, Y. Context-Specific Estimation of Future Unrelated Medical Costs and Their Impact on Cost-Effectiveness Analyses. PharmacoEconomics 41, 1275–1286 (2023). https://doi.org/10.1007/s40273-023-01290-7

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