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Race/Ethnicity and County-Level Social Vulnerability Impact Hospice Utilization Among Patients Undergoing Cancer Surgery

  • Health Services Research and Global Oncology
  • Published:
Annals of Surgical Oncology Aims and scope Submit manuscript

Abstract

Background

Integration of palliative care services into the surgical treatment plan is important for holistic patient care. We sought to examine the association between patient race/ethnicity and county-level vulnerability relative to patterns of hospice utilization.

Patients and Methods

Medicare Standard Analytic Files were used to identify patients undergoing lung, esophageal, pancreatic, colon, or rectal cancer surgery between 2013 and 2017. Data were merged with the Centers for Disease Control and Prevention’s social vulnerability index (SVI). Logistic regression was utilized to identify factors associated with overall hospice utilization among deceased individuals.

Results

A total of 54,256 Medicare beneficiaries underwent lung (n = 16,645, 30.7%), esophageal (n = 1427, 2.6%), pancreatic (n = 6183, 11.4%), colon (n = 26,827, 49.4%), or rectal (n = 3174, 5.9%) cancer resection. Median patient age was 76 years (IQR 71–82 years), and 28,887 patients (53.2%) were male; the majority of individuals were White (91.1%, n = 49,443), while a smaller subset was Black or Latino (racial/ethnic minority: n = 4813, 8.9%). Overall, 35,416 (65.3%) patients utilized hospice services prior to death. Median SVI was 52.8 [interquartile range (IQR) 30.3–71.2]. White patients were more likely to utilize hospice care compared with minority patients (OR 1.24, 95% CI 1.17–1.31, p < 0.001). Unlike White patients, there was reduced odds of hospice utilization (OR 0.97, 95% CI 0.96–0.99) and early hospice initiation (OR 0.94, 95% CI 0.91–0.97) as SVI increased among minority patients.

Conclusions

Patients residing in counties with high social vulnerability were less likely to be enrolled in hospice care at the time of death, as well as be less likely to initiate hospice care early. The effects of increasing social vulnerability on hospice utilization were more profound among minority patients.

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References

  1. Siegel RL, Miller KD, Jemal A. Cancer statistics, 2020. CA Cancer J Clin. 2020;70(1):7–30. https://doi.org/10.3322/caac.21590.

    Article  PubMed  Google Scholar 

  2. Statement on Principles Guiding Care at the End of Life.; 1998.

  3. Paredes AZ, Hyer JM, Tsilimigras DI, et al. Hospice utilization among Medicare beneficiaries dying from pancreatic cancer. J Surg Oncol. 2019;120(4):jso.25623. https://doi.org/10.1002/jso.25623.

  4. Paredes AZ, Hyer JM, Palmer E, Lustberg MB, Pawlik TM. Racial/ethnic disparities in hospice utilization among Medicare beneficiaries dying from pancreatic cancer. J Gastrointest Surg. March 2020:1–7. https://doi.org/10.1007/s11605-020-04568-9.

  5. Olmsted CL, Johnson AM, Kaboli P, Cullen J, Vaughan-Sarrazin MS. Use of palliative care and hospice among surgical and medical specialties in the veterans health administration. In: JAMA Surgery. Vol 149. American Medical Association; 2014:1169–75. https://doi.org/10.1001/jamasurg.2014.2101.

  6. Lilley EJ, Khan KT, Johnston FM, et al. Palliative care interventions for surgical patients a systematic review. JAMA Surg. 2016;151(2):172–83. https://doi.org/10.1001/jamasurg.2015.3625.

    Article  PubMed  Google Scholar 

  7. Johnson KS. Racial and ethnic disparities in palliative care. J Palliat Med. 2013;16(11):1329–34. https://doi.org/10.1089/jpm.2013.9468.

    Article  PubMed  PubMed Central  Google Scholar 

  8. Cohen LL. Racial/ethnic disparities in hospice care: a systematic review. J Palliat Med. 2008;11(5):763–8. https://doi.org/10.1089/jpm.2007.0216.

    Article  PubMed  Google Scholar 

  9. Kwak J, Haley WE, Chiriboga DA. Racial differences in hospice use and in-hospital death among medicare and medicaid dual-eligible nursing home residents. Gerontologist. 2008;48(1):32–41. https://doi.org/10.1093/geront/48.1.32.

    Article  PubMed  Google Scholar 

  10. Fairfield KM, Murray KM, Wierman HR, et al. Disparities in hospice care among older women dying with ovarian cancer. Gynecol Oncol. 2012;125(1):14–8. https://doi.org/10.1016/j.ygyno.2011.11.041.

    Article  PubMed  Google Scholar 

  11. Greiner KA, Perera S, Ahluwalia JS. Hospice usage by minorities in the last year of life: results from the National Mortality Followback Survey. J Am Geriatr Soc. 2003;51(7):970–8. https://doi.org/10.1046/j.1365-2389.2003.51310.x.

    Article  PubMed  Google Scholar 

  12. Born W, Greiner KA, Sylvia E, Butler J, Ahluwalia JS. Knowledge, attitudes, and beliefs about end-of-life care among inner-city African Americans and Latinos. J Palliat Med. 2004;7(2):247–56. https://doi.org/10.1089/109662104773709369.

    Article  PubMed  Google Scholar 

  13. Singh G, Daus G, Allender M, et al. Social determinants of health in the United States: addressing major health inequality trends for the nation, 1935–2016. Int J MCH AIDS. 2017;6(2):139. https://doi.org/10.21106/ijma.236.

    Article  PubMed  PubMed Central  Google Scholar 

  14. Braveman P, Gottlieb L. The social determinants of health: It’s time to consider the causes of the causes. Public Health Rep. 2014;129(SUPPL. 2):19–31. https://doi.org/10.1177/00333549141291s206.

    Article  PubMed  PubMed Central  Google Scholar 

  15. Ludwig J, Sanbonmatsu L, Gennetian L, et al. Neighborhoods, obesity, and diabetes: a randomized social experiment. N Engl J Med. 2011;365(16):1509–19. https://doi.org/10.1056/nejmsa1103216.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Arcaya MC, Tucker-Seeley RD, Kim R, Schnake-Mahl A, So M, Subramanian S V. Research on neighborhood effects on health in the United States: a systematic review of study characteristics. Soc Sci Med. 2016;168:16–29. https://doi.org/10.1016/j.socscimed.2016.08.047.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Kurani SS, McCoy RG, Lampman MA, et al. Association of neighborhood measures of social determinants of health with breast, cervical, and colorectal cancer screening rates in the US Midwest. JAMA Netw open. 2020;3(3):e200618. https://doi.org/10.1001/jamanetworkopen.2020.0618.

    Article  PubMed  PubMed Central  Google Scholar 

  18. WHO | Commission on Social Determinants of Health: final report. WHO. 2017. http://www.who.int/social_determinants/thecommission/finalreport/en/. Accessed 12 August 2020.

  19. Walker RJ, Garacci E, Palatnik A, Ozieh MN, Egede LE. The longitudinal influence of social determinants of health on glycemic control in elderly adults with diabetes. Diabetes Care. 2020;43(4):759–66. https://doi.org/10.2337/dc19-1586.

    Article  PubMed  Google Scholar 

  20. Walker RJ, Smalls BL, Campbell JA, Strom Williams JL, Egede LE. Impact of social determinants of health on outcomes for type 2 diabetes: a systematic review. Endocrine. 2014;47(1):29–48. https://doi.org/10.1007/s12020-014-0195-0.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Kaufman-Shriqui V, O’Campo P, Misir V, et al. Neighbourhood-level deprivation indices and postpartum women’s health: Results from the Community Child Health Network (CCHN) multi-site study. Health Qual Life Outcomes. 2020;18(1). https://doi.org/10.1186/s12955-020-1275-x.

  22. Walker RJ, Strom Williams J, Egede LE. Influence of race, ethnicity and social determinants of health on diabetes outcomes. Am J Med Sci. 2016;351(4):366–73. https://doi.org/10.1016/j.amjms.2016.01.008.

    Article  PubMed  PubMed Central  Google Scholar 

  23. Kind AJH, Buckingham WR. Making neighborhood-disadvantage metrics accessible: the neighborhood atlas. N Engl J Med. 2018;378(26):2456–8. https://doi.org/10.1056/nejmp1802313.

    Article  PubMed  PubMed Central  Google Scholar 

  24. The Social Vulnerability Index (SVI): Fact Sheet | CDC. https://svi.cdc.gov/factsheet.html. Accessed 15 August 2020.

  25. Fairfield KM, Black AW, Ziller EC, et al. Area Deprivation Index and rurality in relation to lung cancer prevalence and mortality in a rural state. JNCI Cancer Spectr. 2020;4(4). https://doi.org/10.1093/jncics/pkaa011.

  26. Diaz A, Chavarin D, Paredes AZ, Tsilimigras DI, Pawlik TM. Association of neighborhood characteristics with utilization of high-volume hospitals among patients undergoing high-risk cancer surgery. Ann Surg Oncol. 2020. https://doi.org/10.1245/s10434-020-08860-5.

    Article  PubMed  Google Scholar 

  27. Quan H, Sundararajan V, Halfon P, et al. Coding algorithms for defining comorbidities in ICD-9-CM and ICD-10 administrative data. Med Care. 2005;43(11):1130–9. https://doi.org/10.1097/01.mlr.0000182534.19832.83.

    Article  PubMed  Google Scholar 

  28. Quan H, Li B, Couris CM, et al. Updating and validating the Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries. Am J Epidemiol. 2011;173(6):676–82. https://doi.org/10.1093/aje/kwq433.

    Article  PubMed  Google Scholar 

  29. Enomoto LM, Schaefer EW, Goldenberg D, Mackley H, Koch WM, Hollenbeak CS. The cost of hospice services in terminally ill patients with head and neck cancer. In: JAMA Otolaryngology Head and Neck Surgery. Vol 141. American Medical Association; 2015:1066–74. https://doi.org/10.1001/jamaoto.2015.2162.

  30. Wachterman MW, Hailpern SM, Keating NL, Tamura MK, O’Hare AM. Association between hospice length of stay, health care utilization, and medicare costs at the end of life among patients who received maintenance hemodialysis. JAMA Intern Med. 2018;178(6):792–9. https://doi.org/10.1001/jamainternmed.2018.0256.

    Article  PubMed  PubMed Central  Google Scholar 

  31. Social Determinants of Health | Healthy People 2020. https://www.healthypeople.gov/2020/topics-objectives/topic/social-determinants-of-health. Accessed 19 August 2020.

  32. Closing the Gap in a Generation Health Equity through Action on the Social Determinants of Health Commission on Social Determinants of Health FINAL REPORT Closing the Gap in a Generation Contents.; 2008.

  33. Carmichael H, Moore A, Steward L, Velopulos CG. Disparities in emergent versus elective surgery: comparing measures of neighborhood social vulnerability. J Surg Res. 2020;256:397–403. https://doi.org/10.1016/j.jss.2020.07.002.

    Article  PubMed  Google Scholar 

  34. Carmichael H, Moore A, Steward L, Velopulos CG. Using the Social Vulnerability Index to examine local disparities in emergent and elective cholecystectomy. J Surg Res. 2019;243:160–4. https://doi.org/10.1016/j.jss.2019.05.022.

    Article  PubMed  Google Scholar 

  35. Diaz A, Barmash E, Azap R, Paredes AZ, Hyer JM, Pawlik TM. Association of county-level social vulnerability with elective versus non-elective colorectal surgery. J Gastrointest Surg. 2020. https://doi.org/10.1007/s11605-020-04768-3.

    Article  PubMed  Google Scholar 

  36. Temel JS, Greer JA, Muzikansky A, et al. Early palliative care for patients with metastatic non-small-cell lung cancer. N Engl J Med. 2010;363(8):733–42. https://doi.org/10.1056/nejmoa1000678.

    Article  CAS  PubMed  Google Scholar 

  37. Taylor DH, Bull J, Zhong X, Samsa G, Abernethy AP. The effect of palliative care on patient functioning. J Palliat Med. 2013;16(10):1227–31. https://doi.org/10.1089/jpm.2013.0040.

    Article  PubMed  PubMed Central  Google Scholar 

  38. Teno JM, Gozalo PL, Lee IC, et al. Does hospice improve quality of care for persons dying from dementia? J Am Geriatr Soc. 2011;59(8):1531–6. https://doi.org/10.1111/j.1532-5415.2011.03505.x.

    Article  PubMed  PubMed Central  Google Scholar 

  39. Enomoto LM, Schaefer EW, Goldenberg D, Mackley H, Koch WM, Hollenbeak CS. The cost of hospice services in terminally ill patients with head and neck cancer. In: JAMA Otolaryngology - Head and Neck Surgery. Vol 141. American Medical Association; 2015:1066–74. https://doi.org/10.1001/jamaoto.2015.2162.

  40. Cheraghlou S, Gahbauer EA, Leo-Summers L, Stabenau HF, Chaudhry SI, Gill TM. Restricting Symptoms before and after admission to hospice. Am J Med. 2016;129(7):754.e7–754.e15. https://doi.org/10.1016/j.amjmed.2016.02.017.

    Article  Google Scholar 

  41. Facts and Figures | 2018 EDITION Rganization.

  42. Connor SR, Pyenson B, Fitch K, Spence C, Iwasaki K. Comparing hospice and nonhospice patient survival among patients who die within a three-year window. J Pain Symptom Manage. 2007;33(3):238–46. https://doi.org/10.1016/j.jpainsymman.2006.10.010.

    Article  PubMed  Google Scholar 

  43. Wilkie DJ, Ezenwa MO. Pain and symptom management in palliative care and at end of life. Nurs Outlook. 2012;60(6):357–64. https://doi.org/10.1016/j.outlook.2012.08.002.

    Article  PubMed  PubMed Central  Google Scholar 

  44. Riley GF, Lubitz JD. Long-term trends in medicare payments in the last year of life. Health Serv Res. 2010;45(2):565–76. https://doi.org/10.1111/j.1475-6773.2010.01082.x.

    Article  PubMed  PubMed Central  Google Scholar 

  45. Olearczyk B. Health Care 2020: The critical role of palliative/hospice care in the reengineering of health care delivery. Am J Med. 2016;129(9):e197. https://doi.org/10.1016/j.amjmed.2015.11.037.

    Article  PubMed  Google Scholar 

  46. Palliative Care in Oncology | ASCO. https://www.asco.org/practice-policy/cancer-care-initiatives/palliative-care-oncology. Accessed 15 August 2020.

  47. Haines KL, Jung HS, Zens T, Turner S, Warner-Hillard C, Agarwal S. Barriers to hospice care in trauma patients: the disparities in end-of-life care. Am J Hosp Palliat Med. 2018;35(8):1081–4. https://doi.org/10.1177/1049909117753377.

    Article  Google Scholar 

  48. Barnato AE, Anthony DL, Skinner J, Gallagher PM, Fisher ES. Racial and ethnic differences in preferences for end-of-life treatment. J Gen Intern Med. 2009;24(6):695–701. https://doi.org/10.1007/s11606-009-0952-6.

    Article  PubMed  PubMed Central  Google Scholar 

  49. Flanagan BE, Hallisey EJ, Adams E, Lavery A. Measuring community vulnerability to natural and anthropogenic hazards: The Centers for Disease Control and Prevention’s social vulnerability index. J Environ Health. 2018;80(10):34–6. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7179070/. Accessed 19 August 2020.

  50. Health Equity Measures - Social Vulnerability: Department of Health. https://health.ri.gov/data/healthequity/socialvulnerability/. Accessed 19 August 2020.

  51. Kind AJH, Jencks S, Brock J, et al. Neighborhood socioeconomic disadvantage and 30-day rehospitalization: A retrospective cohort study. Ann Intern Med. 2014;161(11):765–74. https://doi.org/10.7326/m13-2946.

    Article  PubMed  PubMed Central  Google Scholar 

  52. Mehta B, Goodman S, Ho K, Parks M, Ibrahim SA. Community Deprivation Index and discharge destination after elective hip replacement. Arthritis Care Res (Hoboken). January 2020. https://doi.org/10.1002/acr.24145.

    Article  PubMed  Google Scholar 

  53. Hu J, Kind AJH, Nerenz D. Area Deprivation Index predicts readmission risk at an urban teaching hospital. Am J Med Qual. 2018;33(5):493–501. https://doi.org/10.1177/1062860617753063.

    Article  PubMed  PubMed Central  Google Scholar 

  54. Cagle JG, LaMantia MA, Williams SW, Pek J, Edwards LJ. Predictors of preference for hospice care among diverse older adults. Am J Hosp Palliat Med. 2016;33(6):574–84. https://doi.org/10.1177/1049909115593936.

    Article  Google Scholar 

  55. Orlovic M, Smith K, Mossialos E. Racial and ethnic differences in end-of-life care in the United States: evidence from the Health and Retirement Study (HRS). SSM - Popul Heal. 2019;7:100331. https://doi.org/10.1016/j.ssmph.2018.100331.

    Article  Google Scholar 

  56. Bakitas MA, Tosteson TD, Li Z, et al. Early versus delayed initiation of concurrent palliative oncology care: Patient outcomes in the ENABLE III randomized controlled trial. J Clin Oncol. 2015;33(13):1438–45. https://doi.org/10.1200/jco.2014.58.6362.

    Article  PubMed  PubMed Central  Google Scholar 

  57. Zimmermann C, Swami N, Krzyzanowska M, et al. Early palliative care for patients with advanced cancer: a cluster-randomised controlled trial. Lancet. 2014;383(9930):1721–30. https://doi.org/10.1016/s0140-6736(13)62416-2.

    Article  PubMed  Google Scholar 

  58. Qureshi D, Tanuseputro P, Perez R, Pond GR, Seow HY. Early initiation of palliative care is associated with reduced late-life acute-hospital use: a population-based retrospective cohort study. Palliat Med. 2019;33(2):150–9. https://doi.org/10.1177/0269216318815794.

    Article  PubMed  Google Scholar 

  59. Tavakkoli A, Singal AG, Waljee AK, et al. Racial disparities and trends in pancreatic cancer incidence and mortality in the United States. Clin Gastroenterol Hepatol. 2020;18(1):171–8.e10. https://doi.org/10.1016/j.cgh.2019.05.059.

    Article  PubMed  Google Scholar 

  60. Newman LA, Roff NK, Weinberg AD. Cancer clinical trials accrual: Missed opportunities to address disparities and missed opportunities to improve outcomes for all. Ann Surg Oncol. 2008;15(7):1818–9. https://doi.org/10.1245/s10434-008-9869-2.

    Article  PubMed  PubMed Central  Google Scholar 

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Abbas, A., Madison Hyer, J. & Pawlik, T.M. Race/Ethnicity and County-Level Social Vulnerability Impact Hospice Utilization Among Patients Undergoing Cancer Surgery. Ann Surg Oncol 28, 1918–1926 (2021). https://doi.org/10.1245/s10434-020-09227-6

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