Skip to main content

Advertisement

Log in

Financial hardship among cancer survivors in Southern New Jersey

  • Original Article
  • Published:
Supportive Care in Cancer Aims and scope Submit manuscript

Abstract

Purpose

To identify predictors of financial hardship, operationalized as foregoing health care, making financial sacrifices, and being concerned about having inadequate financial and insurance information.

Methods

Cancer survivors (n = 346) identified through the New Jersey State Cancer Registry were surveyed from August 2018 to September 2019. Multivariable logistic regression analyses were performed.

Results

Cancer survivors with household incomes less than $50,000 annually were more likely than those earning $50,0000–$90,000 to report foregoing health care (15.8 percentage points, p < 0.05). Compared to retirees, survivors who were currently unemployed, disabled, or were homemakers were more likely to forego doctor’s visits (11.4 percentage points, p < 0.05), more likely to report borrowing money (16.1 percentage points, p < 0.01), and more likely to report wanting health insurance information (25.7 percentage points, p < 0.01). Employed survivors were more likely than retirees to forego health care (16.8 percentage points, p < 0.05) and make financial sacrifices (20.0 percentage points, p < 0.01). Survivors who never went to college were 9.8 percentage points (p < 0.05) more likely to borrow money compared to college graduates. Black survivors were more likely to want information about dealing with financial and insurance issues (p < 0.01); men were more likely to forego health care (p < 0.05).

Conclusion

Findings highlight the role of employment status and suggest that education, income, race, and gender also shape cancer survivors’ experience of financial hardship. There is a need to refine and extend financial navigation programs. For employed survivors, strengthening family leave policies would be desirable.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data availability

The data analyzed during the current study is available from the corresponding author on reasonable request.

Code availability

Code is available from the corresponding author on reasonable request.

References

  1. Zafar S, Abernethy A (2013) Financial toxicity, Part I: a new name for a growing problem. Oncology 27(2):80–81, 149

    PubMed  Google Scholar 

  2. Ekwueme DU, Zhao J, Rim SH, Zafar JS, de Moor JS, Zheng Z, Khushalani JS, Han X, Kent EE, Yabroff RR (2019) Annual out-of-pocket expenditures and financial hardship among cancer survivors aged 18–64 years — United States, 2011–2016. Morb Mortal Wkly Rep 68(22):494–499. https://doi.org/10.15585/mmwr.mm6822a2

    Article  Google Scholar 

  3. Lentz R, Benson AB III, Kircher S (2019) Financial toxicity in cancer care: Prevalence, causes, consequences, and reduction strategies. J Surg Oncol 120(1):85–92. https://doi.org/10.1002/jso.25374

    Article  PubMed  Google Scholar 

  4. 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. https://doi.org/10.1002/cncr.28262

    Article  PubMed  Google Scholar 

  5. Chan RJ, Gordon LG, Tan CJ, Chan A, Bradford NK, Yates P, Agbejule OA, Miaskowski C (2019) Relationships between financial toxicity and symptom burden in cancer survivors: A systematic review. J Pain Symptom Manage 57(3):646-660.e641. https://doi.org/10.1016/j.jpainsymman.2018.12.003

    Article  PubMed  Google Scholar 

  6. Altice CK, Banegas MP, Tucker-Seeley RD, Yabroff KR (2017) Financial hardships experienced by cancer survivors: A systematic review. J Natl Cancer Inst 109(2). https://doi.org/10.1007/10.1093/jnci/djw205

  7. Arastu A, Patel A, Mohile SG, Ciminelli J, Kaushik R, Wells M, Culakova E, Lei L, Xu H, Dougherty DW, Mohamed MR, Hill E, Duberstein P, Flannery MA, Kamen CS, Pandya C, Berenberg JL, Aarne Grossman VG, Liu Y, Loh KP (2020) Assessment of financial toxicity among older adults with advanced cancer. JAMA Netw Open 3(12):e2025810–e2025810. https://doi.org/10.1001/jamanetworkopen.2020.25810

    Article  PubMed  PubMed Central  Google Scholar 

  8. Ahnquist J, Fredlund P, Wamala SP (2007) Is cumulative exposure to economic hardships more hazardous to women’s health than men’s? A 16-year followup study of the Swedish Survey of Living Conditions. J Epidemiol Community Health 61(4):331–336. https://doi.org/10.1136/jech.2006.049395

    Article  PubMed  PubMed Central  Google Scholar 

  9. Mols F, Tomalin B, Pearce A, Kaambwa B, Koczwara B (2020) Financial toxicity and employment status in cancer survivors. A systematic literature review. Support Care Cancer. https://doi.org/10.1007/s00520-020-05719-z

  10. Ver Hoeve ES, Ali-Akbarian L, Price SN, Lothfi NM, Hamann HA (2020) Patient-reported financial toxicity, quality of life, and health behaviors in insured US cancer survivors. Support Care Cancer. https://doi.org/10.1007/s00520-020-05468-z

  11. Cox-Martin E, Anderson-Mellies A, Borges V, Bradley C (2020) Chronic pain, health-related quality of life, and employment in working-age cancer survivors. J Cancer Surviv 14(2):179–187. https://doi.org/10.1007/s11764-019-00843-0

    Article  PubMed  Google Scholar 

  12. Yabroff KR, Bradley C, Shih Y-CT (2020) Understanding financial hardship among cancer survivors in the United States: strategies for prevention and mitigation. J Clin Oncol 38(4):292–301. https://doi.org/10.1200/jco.19.01564

    Article  PubMed  Google Scholar 

  13. Banegas MP, Schneider JL, Firemark AJ, Dickerson JF, Kent EE, de Moor JS, Virgo KS, Guy GP, Ekwueme DU, Zheng Z, Varga AM, Waiwaiole LA, Nutt SM, Narayan A, Yabroff KR (2019) The social and economic toll of cancer survivorship: a complex web of financial sacrifice. J Cancer Surviv 13(3):406–417. https://doi.org/10.1007/s11764-019-00761-1

    Article  PubMed  PubMed Central  Google Scholar 

  14. Tucker-Seeley RD, Thorpe RJ Jr (2019) Material–psychosocial–behavioral aspects of financial hardship: A conceptual model for cancer prevention. Gerontologist 59(Supplement_1):S88–S93. https://doi.org/10.1093/geront/gnz033

    Article  PubMed  PubMed Central  Google Scholar 

  15. Fischer KA, Walling A, Wenger N, Glaspy J (2020) Cost health literacy as a physician skill-set: the relationship between oncologist reported knowledge and engagement with patients on financial toxicity. Support Care Cancer. https://doi.org/10.1007/s00520-020-05406-z

  16. Head B, Harris L, Kayser K, Martin A, Smith L (2018) As if the disease was not enough: coping with the financial consequences of cancer. Support Care Cancer 26(3):975–987. https://doi.org/10.1007/s00520-017-3918-y

    Article  PubMed  Google Scholar 

  17. Jones SMW, Yi JC, Jim HSL, Loren AW, Majhail NS, Uberti J, Whalen V, Leisenring WM, Flowers MED, Lee SJ, Syrjala KL (2020) Age and gender differences in financial distress among hematopoietic cell transplant survivors. Support Care Cancer 28(9):4361–4371. https://doi.org/10.1007/s00520-019-05291-1

    Article  PubMed  PubMed Central  Google Scholar 

  18. Semin JN, Palm D, Smith LM, Ruttle S (2020) Understanding breast cancer survivors’ financial burden and distress after financial assistance. Support Care Cancer 28(9):4241–4248. https://doi.org/10.1007/s00520-019-05271-5

    Article  PubMed  Google Scholar 

  19. Sharp L, Timmons A (2016) Pre-diagnosis employment status and financial circumstances predict cancer-related financial stress and strain among breast and prostate cancer survivors. Support Care Cancer 24(2):699–709. https://doi.org/10.1007/s00520-015-2832-4

    Article  PubMed  Google Scholar 

  20. Spencer JC, Samuel CA, Rosenstein DL, Reeder-Hayes KE, Manning ML, Sellers JB, Wheeler SB (2018) Oncology navigators’ perceptions of cancer-related financial burden and financial assistance resources. Support Care Cancer 26(4):1315–1321. https://doi.org/10.1007/s00520-017-3958-3

    Article  PubMed  Google Scholar 

  21. Zahnd WE, Davis MM, Rotter JS, Vanderpool RC, Perry CK, Shannon J, Ko LK, Wheeler SB, Odahowski CL, Farris PE, Eberth JM (2019) Rural-urban differences in financial burden among cancer survivors: an analysis of a nationally representative survey. Support Care Cancer 27(12):4779–4786. https://doi.org/10.1007/s00520-019-04742-z

    Article  PubMed  PubMed Central  Google Scholar 

  22. Hong Y-R, Smith GL, Xie Z, Mainous AG, Huo J (2019) Financial burden of cancer care under the Affordable Care Act: analysis of MEPS-Experiences with Cancer Survivorship 2011 and 2016. J Cancer Surviv 13(4):523–536. https://doi.org/10.1007/s11764-019-00772-y

    Article  PubMed  PubMed Central  Google Scholar 

  23. Pearce A, Tomalin B, Kaambwa B, Horevoorts N, Duijts S, Mols F, van de Poll-Franse L, Koczwara B (2019) Financial toxicity is more than costs of care: the relationship between employment and financial toxicity in long-term cancer survivors. J Cancer Surviv 13(1):10–20. https://doi.org/10.1007/s11764-018-0723-7

    Article  PubMed  Google Scholar 

  24. Hastert TA, Banegas MP, Hamel LM, Reed AR, Baird T, Beebe-Dimmer JL, Schwartz AG (2019) Race, financial hardship, and limiting care due to cost in a diverse cohort of cancer survivors. J Cancer Surviv 13(3):429–437. https://doi.org/10.1007/s11764-019-00764-y

    Article  PubMed  PubMed Central  Google Scholar 

  25. Banegas MP, Dickerson JF, Kent EE, de Moor JS, Virgo KS, Guy GP, Ekwueme DU, Zheng Z, Nutt S, Pace L, Varga A, Waiwaiole L, Schneider J, Robin Yabroff K (2018) Exploring barriers to the receipt of necessary medical care among cancer survivors under age 65 years. J Cancer Surviv 12(1):28–37. https://doi.org/10.1007/s11764-017-0640-1

    Article  PubMed  Google Scholar 

  26. Yabroff KR, Dowling EC, Guy GP, 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 (2015) Financial hardship associated with cancer in the United States: findings from a population-based sample of adult cancer survivors. J Clin Oncol 34(3):259–267. https://doi.org/10.1200/JCO.2015.62.0468

    Article  PubMed  PubMed Central  Google Scholar 

  27. Jeon S-H, Pohl RV (2017) Health and work in the family: Evidence from spouses’ cancer diagnoses. J Health Econ 52:1–18. https://doi.org/10.1016/j.jhealeco.2016.12.008

    Article  PubMed  Google Scholar 

  28. Lu L, Gavin A, Drummond FJ, Sharp L (2020) Cumulative financial stress as a potential risk factor for cancer-related fatigue among prostate cancer survivors. J Cancer Surviv. https://doi.org/10.1007/s11764-020-00906-7

  29. Bennett JA, Brown P, Cameron L, Whitehead LC, Porter D, McPherson KM (2009) Changes in employment and household income during the 24 months following a cancer diagnosis. Support Care Cancer 17(8):1057–1064. https://doi.org/10.1007/s00520-008-0540-z

    Article  PubMed  Google Scholar 

  30. Wheeler SB, Spencer JC, Pinheiro LC, Carey LA, Olshan AF, Reeder-Hayes KE (2018) Financial impact of breast cancer in black versus white women. J Clin Oncol 36(17):1695–1701. https://doi.org/10.1200/JCO.2017.77.6310

    Article  PubMed  PubMed Central  Google Scholar 

  31. Shankaran V, Jolly S, Blough D, Ramsey S (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. https://doi.org/10.1200/jco.2011.37.9511

    Article  PubMed  Google Scholar 

  32. Beckjord EB, Arora NK, McLaughlin W, Oakley-Girvan I, Hamilton AS, Hesse BW (2008) Health-related information needs in a large and diverse sample of adult cancer survivors: implications for cancer care. J Cancer Surviv 2(3):179–189. https://doi.org/10.1007/s11764-008-0055-0

    Article  PubMed  Google Scholar 

  33. Grossman M (1972) The demand for health: a theoretical and empirical investigation. Columbia University Press. https://doi.org/10.7312/gros17900

  34. Tangka FKL, Subramanian S, Jones M, Edwards P, Flanigan T, Kaganova Y, Smith KW, Thomas CC, Hawkins NA, Rodriguez J, Fairley T, Guy GP (2020) Insurance coverage, employment status, and financial well-being of young women diagnosed with breast cancer. Cancer Epidemiol Biomark Prev 29(3):616–624. https://doi.org/10.1158/1055-9965.Epi-19-0352

    Article  Google Scholar 

  35. Andrykowski MA, Steffens RF, Bush HM, Tucker TC (2017) Posttraumatic growth and benefit-finding in lung cancer survivors: the benefit of rural residence? J Health Psychol 22(7):896–905. https://doi.org/10.1177/1359105315617820

    Article  PubMed  Google Scholar 

  36. National_Health_Interview_Survey (2015) Adult access to health care and utilization. https://ftp.cdc.gov/pub/health_Statistics/nchs/Survey_Questionnaires/NHIS/2015/english/qadult.pdf. Accessed Mar 10 2021

  37. Medical_Expenditure_Panel_Survey (2016) Your experiences with cancer. Agency for Healthcare Research and Quality. https://meps.ahrq.gov/survey_comp/hc_survey/paper_quest/2017/CancerSAQ_En.shtml. Accessed Mar 10 2021

  38. Williams R (2012) Using the margins command to estimate and interpret adjusted predictions and marginal effects. Stand Genomic Sci 12(2):308–331. https://doi.org/10.1177/1536867x1201200209

    Article  Google Scholar 

  39. Han X, Zhao J, Zheng Z, de Moor JS, Virgo KS, Yabroff KR (2020) Medical financial hardship intensity and financial sacrifice associated with cancer in the United States. Cancer Epidemiol Biomark Prev 29(2):308. https://doi.org/10.1158/1055-9965.EPI-19-0460

    Article  Google Scholar 

  40. Elfassy T, Swift SL, Glymour MM, Calonico S, Jacobs DR, Mayeda ER, Kershaw KN, Kiefe C, Hazzouri AZA (2019) Associations of income volatility with incident cardiovascular disease and all-cause mortality in a US cohort. Circulation 139(7):850–859. https://doi.org/10.1161/CIRCULATIONAHA.118.035521

    Article  PubMed  PubMed Central  Google Scholar 

  41. Grasset L, Glymour MM, Elfassy T, Swift SL, Yaffe K, Singh-Manoux A, Zeki Al Hazzouri A (2019) Relation between 20-year income volatility and brain health in midlife. The CARDIA study 93(20):e1890–e1899. https://doi.org/10.1212/wnl.0000000000008463

    Article  Google Scholar 

  42. Basu S, Berkowitz SA, Seligman H (2017) The monthly cycle of hypoglycemia: an observational claims-based study of emergency room visits, hospital admissions, and costs in a commercially insured population. Med Care 55(7):639–645. https://doi.org/10.1097/mlr.0000000000000728

    Article  PubMed  PubMed Central  Google Scholar 

  43. Friedberg L, Webb A (2006) Determinants and consequences of bargaining power in households. Natl Bureau Econ Res

  44. Lundberg S, Startz R, Stillman S (2003) The retirement-consumption puzzle: a marital bargaining approach. J Public Econ 87(5):1199–1218. https://doi.org/10.1016/S0047-2727(01)00169-4

    Article  Google Scholar 

  45. Babiarz P, Ribb CA, Woodyard A (2012) Family decision making and resource protection adequacy. J Consum Aff 46(1):1–36. https://doi.org/10.1111/j.1745-6606.2012.01224.x

    Article  Google Scholar 

  46. Wong ES (2015) Marital bargaining in the demand for life insurance: evidence from the Health and Retirement Study. Rev Econ Househ 13(2):243–268. https://doi.org/10.1007/s11150-013-9193-x

    Article  Google Scholar 

  47. Galama T, Kapteyn A, Fonseca R, Michaud P-C (2013) A health production model with endogenous retirement. Health Econ 22(8):883–902. https://doi.org/10.1002/hec.2865

    Article  PubMed  Google Scholar 

  48. Lucifora C, Vigani D (2018) Health care utilization at retirement: the role of the opportunity cost of time. Health Econ 27(12):2030–2050. https://doi.org/10.1002/hec.3819

    Article  PubMed  Google Scholar 

  49. Chetty R, Szeidl A (2007) Consumption commitments and risk preferences. Q J Econ 122(2):831–877. https://doi.org/10.1162/qjec.122.2.831

    Article  Google Scholar 

  50. Shen MJ, Peterson EB, Costas-Muñiz R, Hernandez MH, Jewell ST, Matsoukas K, Bylund CL (2018) The effects of race and racial concordance on patient-physician communication: a systematic review of the literature. J Racial Ethn Health Disparities 5(1):117–140. https://doi.org/10.1007/s40615-017-0350-4

    Article  PubMed  Google Scholar 

  51. Yousaf O, Grunfeld EA, Hunter MS (2015) A systematic review of the factors associated with delays in medical and psychological help-seeking among men. Health Psychol Rev 9(2):264–276. https://doi.org/10.1080/17437199.2013.840954

    Article  PubMed  Google Scholar 

  52. Carr D, Khodyakov D (2007) End-of-life health care planning among young-old adults: an assessment of psychosocial influences. J Gerontol B Psychol Sci Soc Sci 62:S135-141. https://doi.org/10.1093/geronb/62.2.S135

    Article  PubMed  Google Scholar 

  53. Lundberg S, Pollak RA (1996) Bargaining and distribution in marriage. J Econ Perspect 10(4):139–158. https://doi.org/10.1257/jep.10.4.139

    Article  Google Scholar 

  54. Attanasio O, Lechene V (2002) Tests of income pooling in household decisions. Rev Econ Dyn 5(4):720–748. https://doi.org/10.1006/redy.2002.0191

    Article  Google Scholar 

  55. Monheit AC, Grafova IB, Kumar R (2020) How does family health care use respond to economic shocks? Realized and anticipated effects. Rev Econ Househ 18(2):307–334. https://doi.org/10.1007/s11150-018-9438-9

    Article  Google Scholar 

  56. Blundell R, Chiappori P-A, Magnac T, Meghir C (2007) Collective labour supply: Heterogeneity and non-participation. Rev Econ Stud 74(2):417–445. https://doi.org/10.1111/j.1467-937X.2007.00440.x

    Article  Google Scholar 

  57. de Moor JS (2020) Current approaches for addressing medical financial hardship in the context of cancer care delivery. National Cancer Institute, Division of Cancer Control and Population Science, Healthcare Teams Cyber Discussion Series

  58. Shankaran V, Leahy T, Steelquist J, Watabayashi K, Linden H, Ramsey S, Schwartz N, Kreizenbeck K, Nelson J, Balch A, Singleton E, Gallagher K, Overstreet K (2018) Pilot feasibility study of an oncology financial navigation program. J Oncol Pract 14(2):e122–e129. https://doi.org/10.1200/jop.2017.024927

    Article  PubMed  Google Scholar 

  59. Yezefski T, Steelquist J, Watabayashi K, Sherman D, Shankaran V (2018) Impact of trained oncology financial navigators on patient out-of-pocket spending. Am J Manag Care 24(5 Suppl):S74-s79

    PubMed  Google Scholar 

  60. Kale HP, Carroll NV (2016) Self-reported financial burden of cancer care and its effect on physical and mental health-related quality of life among US cancer survivors. Cancer 122(8):283–289. https://doi.org/10.1002/cncr.29808

    Article  PubMed  Google Scholar 

  61. Fenn KM, Evans SB, McCorkle R, DiGiovanna MP, Pusztai L, Sanft T, Hofstatter EW, Killelea BK, Knobf MT, Lannin DR, Abu-Khalaf M, Horowitz NR, Chagpar AB (2014) Impact of financial burden of cancer on survivors’ quality of life. J Oncol Pract 10(5):332–338. https://doi.org/10.1200/jop.2013.001322

    Article  PubMed  Google Scholar 

  62. Zheng Z, Jemal A, Han X, Guy GP Jr, Li C, Davidoff AJ, Banegas MP, Ekwueme DU, Yabroff KR (2019) Medical financial hardship among cancer survivors in the United States. Cancer 125(10):1737–1747. https://doi.org/10.1002/cncr.31913

    Article  PubMed  Google Scholar 

  63. Nekhlyudov L, Walker R, Ziebell R, Rabin B, Nutt S, Chubak J (2016) Cancer survivors’ experiences with insurance, finances, and employment: results from a multisite study. J Cancer Surviv 10(6):1104–1111. https://doi.org/10.1007/s11764-016-0554-3

    Article  PubMed  Google Scholar 

  64. Svynarenko R, Zhang Q, Kim H (2019) The financial burden of cancer: financial ratio analysis. J Fam Econ Issues 40(2):165–179. https://doi.org/10.1007/s10834-018-9587-2

    Article  Google Scholar 

Download references

Acknowledgements

The author would like to acknowledge the leadership of Dr. Andrew Evens, the contributions of Sara Frederick, Anam Khan, and Carissa Greco from the Cancer Institute of New Jersey, and assistance from staff from the Cancer Surveillance Research Program, New Jersey State Cancer Registry. The registry is funded by the National Cancer Institute, the National Program of Cancer Registries, the Centers for Disease Control and Prevention, and the State of New Jersey and the Rutgers Cancer Institute of New Jersey.

Funding

Data in this study were collected using funding from the Surveillance, Epidemiology and End Results (SEER) Program of the National Cancer Institute under contract HHSN261201300021I, the National Program of Cancer Registries (NPCR), the Centers for Disease Control and Prevention under grant 5U58DP003931-02, and the State of New Jersey and the Rutgers Cancer Institute of New Jersey.

Author information

Authors and Affiliations

Authors

Contributions

Study conception and design: Grafova, Duberstein, and Manne; Acquisition of data: Manne; Analysis and interpretation of data: Grafova, Duberstein, and Manne; Drafting of the manuscript: Grafova, Duberstein, and Manne; Critical revision: Grafova, Manne, Bandera, Saraiya, Llanos, Devine, Hudson, Paddock, Tsui, Elliott, Stroup, and Duberstein.

Corresponding author

Correspondence to Irina B. Grafova.

Ethics declarations

Ethical approval

All recruitment and study methods were approved by the appropriate Institutional Review Board (Approval Number: Pro2018000866).

Consent to participate

N/A

Consent for publication

N/A

Conflict of interest

Biren Saraiya served on an advisory board for Eisai and Sanofi; conflict of interest forms are attached to the submission for all authors.

Additional information

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Grafova, I.B., Manne, S.L., Bandera, E.V. et al. Financial hardship among cancer survivors in Southern New Jersey. Support Care Cancer 29, 6613–6623 (2021). https://doi.org/10.1007/s00520-021-06232-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00520-021-06232-7

Keywords

Navigation