Abstract
Purpose
In this study, we examined the association of financial hardship measured by material financial burden and financial toxicity with health insurance literacy and numeracy among colorectal cancer survivors. The lack of evidence on the impact of cost-related health literacy, specifically health insurance literacy and numeracy, on financial toxicity among cancer survivors warrants further research.
Methods
Between January and November 2019, we used a cross-sectional research design to collect surveys from 104 colorectal cancer survivors (diagnosed within last 5 years) from the Kentucky Cancer Registry. Survey items assessed health insurance literacy (measured by confidence and behaviors in choosing and using health insurance), numeracy, material financial burden, and financial toxicity, in addition to socio-demographic variables. Survey data were subsequently linked to the participant’s cancer registry record. Data were analyzed using descriptive, bivariate, and multiple linear regression analyses.
Results
The mean financial toxicity score was 24.5, with scores ranging from 3 to 43 (higher scores indicating greater financial toxicity). Eighty percent of participants indicated they had experienced one or more material burdens related to their cancer. The majority had adequate health insurance (79%); however, the majority also had low numeracy (84%). After controlling for socio-demographic covariates, significant predictors of greater financial toxicity were high material burden scores, low health insurance literacy, and low numeracy.
Conclusions
Findings indicate the need to develop programs and interventions aimed at improving health insurance literacy and numeracy as a strategy for reducing financial toxicity and hardships among colorectal cancer survivors.
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Data availability
The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to privacy or ethical restrictions.
Code availability
Not applicable
References
Ekwueme DU, Yabroff KR, Guy GP Jr et al (2014) Medical costs and productivity losses of cancer survivors--United States, 2008-2011. MMWR Morb Mortal Wkly Rep 63(23):505–510
Guy GP Jr, Ekwueme DU, Yabroff KR, Dowling EC, Li C, Rodriguez JL, de Moor JS, Virgo KS (2013) Economic burden of cancer survivorship among adults in the United States. J Clin Oncol 31(30):3749–3757
Guy GP Jr, Yabroff KR, Ekwueme DU, Smith AW, Dowling EC, Rechis R, Nutt S, Richardson LC (2014) Estimating the health and economic burden of cancer among those diagnosed as adolescents and young adults. Health Aff (Millwood) 33(6):1024–1031
Guy GP Jr, Yabroff KR, Ekwueme DU, Virgo KS, Han X, Banegas MP, Soni A, Zheng Z, Chawla N, Geiger AM (2015) Health care expenditure burden among non-elderly cancer survivors, 2008-2012. Am J Prev Med 49(6 Suppl 5):S489–S497
Bernard DS, Farr SL, Fang Z (2011) National estimates of out-of-pocket health care expenditure burdens among nonelderly adults with cancer: 2001 to 2008. J Clin Oncol 29(20):2821–2826
Davidoff AJ, Erten M, Shaffer T, Shoemaker JS, Zuckerman IH, Pandya N, Tai MH, Ke X, Stuart B (2013) Out-of-pocket health care expenditure burden for Medicare beneficiaries with cancer. Cancer. 119(6):1257–1265
Langa KM, Fendrick AM, Chernew ME, Kabeto MU, Paisley KL, Hayman JA (2004) Out-of-pocket health-care expenditures among older Americans with cancer. Value Health 7(2):186–194
Bestvina CM, Zulling LL, Rushing C et al (2014) Patient-oncologist cost communication, financial distress, and medication adherence. J Oncol Pract 10:162–167
Northouse L (2012) Williams Al, Given B, McCorkle R. Psychosocial care for family caregivers of patients with cancer. J Clin Oncol 30:1227–1234
de Souza JA, Yap BJ, Hlubocky FJ, Wroblewski K, Ratain MJ, Cella D, Daugherty CK (2014) The development of a financial toxicity patient-reported outcome in cancer: the COST measure. Cancer. 120:3245–3253
Zafar SY, McNeil RB, Thomas CM, Lathan CS, Ayanian JZ, Provenzale D (2015) Population-based assessment of cancer survivors’ financial burden and quality of life: a prospective cohort study. J Oncol Pract 11:145–150
Ramsey SD, Bansal A, Fedorenko CR, Blough DK, Overstreet KA, Shankaran V, Newcomb P (2016) Financial insolvency as a risk factor for early mortality among patients with cancer. J Clin Oncol 34:980–986
Lathan CS, Cronin A, Tucker-Seeley R, Zafar SY, Ayanian JZ, Schrag D (2016) Association of financial strain with symptom burden and quality of life for patients with lung or colorectal cancer. J Clin Oncol 34:1732–1740
Neugut AI, Subar M, Wilde ET, Stratton S, Brouse CH, Hillyer GC, Grann VR, Hershman DL (2011) Association between prescription co-payment amount and compliance with adjuvant hormonal therapy in women with early-stage breast cancer. J Clin Oncol 29:2534–2542
Tucker-Seely RD, Yabroff KR (2016) Minimizing the “financial toxicity” associated with cancer care: Advancing the research agenda. JNCI. 108(5):1–3
Zafar SY (2016) Financial toxicity of cancer care: it’s time to intervene. J Natl Cancer Inst 108(5):djv370. https://doi.org/10.1093/jnci/djv370
Quincy L (2012) Measuring health insurance literacy: a call to action. Consumers Union, Washington, D.C. Retrieved from http://consumersunion.org/research/measuring-health-insurance-literacy-a-call-to-action. Accessed 1 Oct 2020
Loewenstein G, Friedman JY, McGill B, Ahmad S, Linck S, Sinkula S, Beshears J, Choi JJ, Kolstad J, Laibson D, Madrian BC, List JA, Volpp KG (2013) Consumers’ misunderstanding of health insurance. J Health Econ 32:850–862
Braun RT, Hanoch Y, Barnes AJ (2017) Tobacco use and health insurance literacy among vulnerable populations: implications for health reform. BMC Health Serv Res 17:729
Author MS, Mataoui F, Granberry P, Williams MV, Torres I (2018) Access to healthcare for Spanish-speaking Hispanic/Latino communities: the role of health literacy and health insurance literacy. Public Health Nurs 35(5):176–183
U.S. Cancer Statistics Working Group (2019) U.S. Cancer Statistics Data Visualizations Tool, based on November 2018 submission data (1999-2016): U.S. Department of Health and Human Services, Centers for Disease Control and Prevention and National Cancer Institute. https://www.cdc.gov/cancer/dataviz. Accessed 1 Oct 2020
American Cancer Society (2018) Colorectum at a glance. Cancer Statistics Center. https://cancerstatisticscenter.cancer.org/?_ga=2.267401742.1852664188.1584726751-1736300172.1584631901#!/cancer-site/Colorectum. Accessed 1 Oct 2020
American Cancer Society (2018) Kentucky at a glance. Cancer Statistics Center. https://cancerstatisticscenter.cancer.org/?_ga=2.267401742.1852664188.1584726751-1736300172.1584631901#!/state/Kentucky. Accessed 1 Oct 2020
U.S Department of Commerce (2012) Economics and Statistics Administration. U. S Census Bureau. Kentucky: 2010. Washington, D.C. https://www.census.gov/prod/cen2010/cph-2-19.pdf. Accessed 24 Aug 2019
United States Census Bureau (2019) Quick facts Kentucky. https://www.census.gov/quickfacts/fact/table/KY/POP060210. Accessed 1 Oct 2020
Shankaran V, Jolly S, Blough D, Ramsey SD (2012) Risk factors for financial hardship in patients receiving adjuvant chemotherapy for colon cancer: a population-based exploratory analysis. J Clin Oncol 30(14):1608–1614
Veenstra CM, Regenbogen, SE … Morris AM. (2014) A composite measure of personal financial burden among patients with stage III colorectal cancer. MedCare. 52(11):957–962
Schuurhuizen CS, Verheul HM, Braamse AM, Buffart LM, Bloemendal HJ, Dekker J, Konings IR (2018) The predictive value of cumulative toxicity for quality of life in patients with metastatic colorectal cancer during first-line palliative chemotherapy. Cancer Manag Res 10:3015–3021. https://doi.org/10.2147/CMAR.S166468
Apostolidis L, Mehlis K, Witte J, Surmann B, Kudlich M, Walther J, Greiner W, Winkler EC (2018) Financial toxicity in patients with colorectal cancer and neuroendocrine tumors. J Clin Oncol 36(15_suppl):6533
United States Department of Agriculture (2019) Rural-urban Continuum Codes. https://www.ers.usda.gov/data-products/rural-urban-continuum-codes.aspx. Accessed 1 Oct 2020
Yabroff KR, Dowling EC, Guy GP Jr, Banegas MP, Davidoff A, Han X, Virgo KS, McNeel TS, Chawla N, Blanch-Hartigan D, Kent EE, Li C, Rodriguez JL, de Moor JS, Zheng Z, Jemal A, Ekwueme DU (2016) Financial hardship associated with cancer in the United States: findings from a population-based sample of adult cancer survivors. J Clin Oncol 34:259–267
Paez KA, Mallery CJ, Noel H, Pugliese C, McSorely VE, Lucado JL, Ganachari D (2014) Developing of the Health Insurance Literacy Measure (HILM): Conceptualizing and measuring consumer ability to choose and use private health insurance. J Health Commun 19(2):225–239
Politi MC, Kaphingst KA, Liu J, Perkins H, Furtado K, Kreuter MK, Shacham E, McBride T (2016) A randomized trial examining three strategies for supporting health insurance decisions among the uninsured. Med Decis Mak 36(7):911–922
Schwartz LM, Woloshin S, Black WC, Welch HG (1997) The role of numeracy in understanding the benefit of screening mammography. Ann Intern Med 127(11):699–972
Siegel RL, Miller KD, Ahmedin J (2018) Cancer statistics, 2018. CA Cancer J Clin 68(1):7–30
Zafar SY, Peppercorn JM, Schrag D, Taylor DH, Goetzinger AM, Zhong X, Abernethy AP (2013) The financial toxicity of cancer treatment: a pilot study assessing out-of-pocket expenses and the insured cancer patient’s experience. Oncologist 18(4):381–390
Meropol NJ, Schrag D, Smith TJ, Mulvey TM, Langdon RM Jr, Blum D, Ubel PA, Schnipper LE, American Society of Clinical Oncology (2009) American Society of Clinical Oncology guidance statement: the cost of cancer care. J Clin Oncol 27(23):3868–3874
National Cancer Institute (2018) PDQ® Adult Treatment Editorial Board. Financial Toxicity and Cancer Treatment. National Cancer Institute, Bethesda
Veenstra CM, Regenbogen SE, Hawley ST, Abrahamse P, Banerjee M, Morris AM (2015) Association of paid sick leave with job retention and financial burden among working patients with colorectal cancer. JAMA. 314(24):2688–2690
Nathan PC, Henderson TO, Kirchhoff AC et al (2018) Financial hardship and the economic effect of childhood cancer survivorship. J Clin Oncol 36(21):2198–2205
Kent EE, Forsythe LP, Yabroff KR, Weaver KE, de Moor JS, Rodriguez JL, Rowland JH (2013) Are survivors who report cancer-related financial problems more likely to forgo or delay medical care? Cancer 119(20):3710–3717
Zhao J, Han X, Zheng Z, Banegas MP, Ekwueme DU, Yabroff KR (2019) Is health insurance literacy associated with financial hardship among cancer survivors? Findings from a national sample in the United States. JNCI Cancer Spectrum 3(4):pkz061. https://doi.org/10.1093/jncics/pkz061
Williams CP, Pisu M, Azuero A, Kenzik KM, Nipp RD, Aswani MC, Mennemeyer ST, Pierce JY, Rocque GB (2020) Health insurance literacy and financial hardship in women living with metastatic breast cancer. JCO Oncol Pract 16(6):e529–e537
Yabroff KR, Zhao J, Zheng Z, Rai A, Han X (2018) Medical financial hardship among cancer survivors in the United States: what do we know? What do we need to know? Cancer Epidemiol Biomark Prev 27(12):1389–1397. https://doi.org/10.1158/1055-9965.EPI-18-0617
Norton M, Hamel L, Brodie M (2014) Assessing Americans’ familiarity with health insurance terms and concepts. Henry J Kaiser Family Foundation. Retrieved from https://www.kff.org/health-reform/poll-finding/assessing-americans-familiarity-with-health-insurance-terms-and-concepts/. Accessed 1 Oct 2020
Kenny GM, Karpman M, Long SK (2013) Uninsured adults eligible for Medicaid and health insurance literacy. Washington, D.C, The Urban Institute Retrieved from http://hrms.urban.org/briefs/medicaid_experience.pdf
Funding
This study was funded by the American Cancer Society Institutional Research Grant (#IRG 16-182-28).
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All authors had full access to the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis. Conceptualization, JE and RV; methodology, JE, MK, and RV; investigation, JE, XZ, and RV; formal analysis, JE, MK, and RV; resources, JE and RV; writing - original draft, JE, MK, XZ, and RV; writing - review and editing, JE, MK, XZ, and RV; visualization, JE and MK; supervision, RV; and funding acquisition, JE and RV.
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Edward, J.S., Rayens, M.K., Zheng, X. et al. The association of health insurance literacy and numeracy with financial toxicity and hardships among colorectal cancer survivors. Support Care Cancer 29, 5673–5680 (2021). https://doi.org/10.1007/s00520-021-06036-9
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DOI: https://doi.org/10.1007/s00520-021-06036-9