Skip to main content
Log in

Changes in Healthcare Spending Attributable to High Deductible Health Plan Offer Among Enrollees with Comorbid Substance Use Disorder and Cardiovascular Disease

  • Original Research
  • Published:
Journal of General Internal Medicine Aims and scope Submit manuscript

Abstract

Background

The rise in prevalence of high deductible health plans (HDHPs) in the United States may raise concerns for high-need, high-utilization populations such as those with comorbid chronic conditions. In this study, we examine changes in total and out-of-pocket (OOP) spending attributable to HDHPs for enrollees with comorbid substance use disorder (SUD) and cardiovascular disease (CVD).

Methods

We used de-identified administrative claims data from 2007 to 2017. SUD and CVD were defined using algorithms of ICD 9 and 10 codes and HEDIS guidelines. The main outcome measures of interest were spending measure for all non-SUD/CVD-related services, SUD-specific services, and CVD-specific services, for all services and medications specifically. We assessed both total and OOP spending. We used an intent-to-treat two-part model approach to model spending and computed the marginal effect of HDHP offer as both the dollar change and percent change in spending attributable to HDHP offer.

Results

Our sample included 33,684 enrollee-years and was predominantly white and male with a mean age of 53 years. The sample had high demonstrated substantial healthcare utilization with 94% using any non-SUD/CVD services, and 84% and 78% using SUD and CVD services, respectively. HDHP offer was associated with a 17.0% (95% CI = [0.07, 0.27] increase in OOP spending for all non-SUD/CVD services, a 21.1% (95% CI = [0.11, 0.31]) increase in OOP spending for all SUD-specific services, and a 13.1% (95% CI = [0.04, 0.23]) increase in OOP spending for all CVD-specific services. HDHP offer was also associated with a significant increase in OOP spending on non-SUD/CVD-specific medications and SUD-specific medications, but not CVD-specific medications.

Conclusions

This study suggests that while HDHPs do not change overall levels of annual spending among enrollees with comorbid CVD and SUD, they may increase the financial burden of healthcare services by raising OOP costs, which could negatively impact this high-need and high-utilization population.

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.

Figure 1
Figure 2

Similar content being viewed by others

Data Availability

Data for this study was accessed through a data use agreement with OptumLabs. While the authors are not able to share the underlying data, interested researchers can contact OptumLabs (https://www.optumlabs.com/) to discuss their own data use agreement.

References

  1. Kaiser Family Foundation. 2022 Employer Health Benefits Survey. Kaiser Family Foundation. Published October 27, 2022. https://www.kff.org/report-section/ehbs-2022-section-8-high-deductible-health-plans-with-savings-option/. Accessed 12 April 2023.

  2. Dolan R. High-Deductible Health Plans. Health Aff. 2016;10. https://doi.org/10.1377/hpb20160204.950878.

  3. Schultz WM, Kelli HM, Lisko JC, et al. Socioeconomic Status and Cardiovascular Outcomes. Circulation. 2018;137(20):2166-2178. https://doi.org/10.1161/CIRCULATIONAHA.117.029652.

    Article  PubMed  PubMed Central  Google Scholar 

  4. Arnett DK, Blumenthal RS, Albert MA, et al. 2019 ACC/AHA Guideline on the Primary Prevention of Cardiovascular Disease: a Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Circulation. 2019;140(11):e596-e646. https://doi.org/10.1161/CIR.0000000000000678.

    Article  PubMed  PubMed Central  Google Scholar 

  5. American Society of Addiction Medication. The ASAM National Practice Guideline for the Treatment of Opioid Use Disorder: 2020 Focused Updated. American Society of Addiction Medicine; 2019:91.

  6. Centers for Disease Control and Prevention. Understanding the Opioid Overdose Epidemic. Published October 7, 2022. https://www.cdc.gov/opioids/basics/epidemic.html. Accessed 21 June 2023.

  7. Tsao CW, Aday AW, Almarzooq ZI, et al. Heart Disease and Stroke Statistics—2023 update: a report from the American Heart Association | Circulation. Circulation. 2023;147(8):e93-e621.

    Article  PubMed  Google Scholar 

  8. Gan WQ, Buxton JA, Scheuermeyer FX, et al. Risk of Cardiovascular Diseases in Relation to Substance Use Disorders. Drug Alcohol Depend. 2021;229(Pt A):109132. https://doi.org/10.1016/j.drugalcdep.2021.109132.

    Article  PubMed  Google Scholar 

  9. Nishimura M, Bhatia H, Ma J, et al. The Impact of Substance Abuse on Heart Failure Hospitalizations. Am J Med. 2020;133(2):207-213.e1. https://doi.org/10.1016/j.amjmed.2019.07.017.

    Article  PubMed  Google Scholar 

  10. Lagisetty PA, Maust D, Heisler M, Bohnert A. Physical and Mental Health Comorbidities Associated with Primary Care Visits for Substance Use Disorders. J Addict Med. 2017;11(2):161-162. https://doi.org/10.1097/ADM.0000000000000280.

    Article  PubMed  PubMed Central  Google Scholar 

  11. Fendrick AM, Buxbaum JD, Tang Y, et al. Association Between Switching to a High-Deductible Health Plan and Discontinuation of Type 2 Diabetes Treatment. JAMA Netw Open. 2019;2(11):e1914372. https://doi.org/10.1001/jamanetworkopen.2019.14372.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Jiang DH, Mundell BF, Shah ND, McCoy RG. Impact of High Deductible Health Plans on Diabetes Care Quality and Outcomes: Systematic Review. Endocr Pract. 2021;27(11):1156-1164. https://doi.org/10.1016/j.eprac.2021.07.001.

    Article  PubMed  PubMed Central  Google Scholar 

  13. Khanijahani A, Akinci N, Iezadi S, Priore D. Impacts of High-Deductible Health Plans on Patients with Diabetes: a Systematic Review of the Literature. Prim Care Diabetes. 2021;15(6):948-957. https://doi.org/10.1016/j.pcd.2021.07.015.

    Article  PubMed  Google Scholar 

  14. Lewey J, Gagne JJ, Franklin J, Lauffenburger JC, Brill G, Choudhry NK. Impact of High Deductible Health Plans on Cardiovascular Medication Adherence and Health Disparities. Circ: Cardiovasc Qual Outcomes. 2018;11(11):e004632. https://doi.org/10.1161/CIRCOUTCOMES.118.004632.

    Article  PubMed  Google Scholar 

  15. Wu YM, Huang J, Reed ME. Association Between High-Deductible Health Plans and Engagement in Routine Medical Care for Type 2 Diabetes in a Privately Insured Population: a Propensity Score–Matched Study. Diabetes Care. 2022;45(5):1193-1200. https://doi.org/10.2337/dc21-1885.

    Article  PubMed  PubMed Central  Google Scholar 

  16. Wharam JF, Zhang F, Eggleston EM, Lu CY, Soumerai S, Ross-Degnan D. Diabetes Outpatient Care and Acute Complications Before and After High-Deductible Insurance Enrollment: a Natural Experiment for Translation in Diabetes (NEXT-D) Study. JAMA Intern Med. 2017;177(3):358-368. https://doi.org/10.1001/jamainternmed.2016.8411.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Wharam JF, Wallace J, Zhang F, et al. Association Between Switching to a High-Deductible Health Plan and Major Cardiovascular Outcomes. JAMA Netw Open. 2020;3(7):e208939. https://doi.org/10.1001/jamanetworkopen.2020.8939.

    Article  PubMed  PubMed Central  Google Scholar 

  18. Garabedian LF, Zhang F, LeCates R, Wallace J, Ross-Degnan D, Wharam JF. Trends in High Deductible Health Plan Enrolment and Spending Among Commercially Insured Members With and Without Chronic Conditions: a Natural Experiment for Translation in Diabetes (NEXT-D2) Study. BMJ Open. 2021;11(9):e044198. https://doi.org/10.1136/bmjopen-2020-044198.

    Article  PubMed  PubMed Central  Google Scholar 

  19. Eisenberg MD, Kennedy-Hendricks A, Schilling C, et al. The impact of high-deductible health plans on substance use disorder treatment use and spending. Am J Manag Care. 2022; 28(10):530-536.

  20. Schilling CJ, Eisenberg MD, Kennedy-Hendricks A, et al. Effects of High-Deductible Health Plans on Enrollees With Mental Health Conditions With and Without Substance Use Disorders. PS. Published online September 30, 2021:appi.ps.202000914. https://doi.org/10.1176/appi.ps.202000914.

  21. Kennedy-Hendricks A, Schilling CJ, Busch AB, et al. Impact of High Deductible Health Plans on Continuous Buprenorphine Treatment for Opioid Use Disorder. J Gen Intern Med. 2022;37(4):769-776. https://doi.org/10.1007/s11606-021-07094-9.

    Article  PubMed  Google Scholar 

  22. Meiselbach MK, Kennedy-Hendricks A, Schilling C, et al. High Deductible Health Plans and Spending Among Families with a Substance Use Disorder. Drug Alcohol Depend. 2022;241:109681. https://doi.org/10.1016/j.drugalcdep.2022.109681.

    Article  PubMed  PubMed Central  Google Scholar 

  23. Satre DD, Palzes VA, Young-Wolff KC, et al. Healthcare Utilization of Individuals with Substance Use Disorders Following Affordable Care Act Implementation in a California Healthcare System. J Subst Abus Treat. 2020;118:108097. https://doi.org/10.1016/j.jsat.2020.108097.

    Article  Google Scholar 

  24. OptumLabs. OptumLabs and OptumLabs Data Warehouse (OLDW) Descriptions and Citation. Published online July 2020.

  25. Internal Revenue Service. Health Savings Accounts and Other Tax-Favored Health Plans. Published online 2017.

  26. Hollander MAG, Kennedy-Hendricks A, Schilling C, et al. Do High-Deductible Health Plans Incentivize Changing the Timing of Substance Use Disorder Treatment? Med Care Res Rev. Published online June 21, 2023:10775587231180667. https://doi.org/10.1177/10775587231180667.

  27. Substance Abuse and Mental Health Services Administration. Key Substance Use and Mental Health Indicators in the United States: Results from the 2019 National Survey on Drug Use and Health. Center for Behavioral Health Statistics and Quality, Substance Abuse, and Mental Health Services Administration; 2020.

  28. Substance Abuse and Mental Health Services Administration. 2021 NSDUH Annual National Report. Substance Abuse and Mental Health Services Administration; 2023. https://www.samhsa.gov/data/report/2021-nsduh-annual-national-report. Accessed 28 June 2023.

  29. Barry CL, Epstein AJ, Fiellin DA, Fraenkel L, Busch SH. Estimating Demand for Primary Care-Based Treatment for Substance and Alcohol Use Disorders. Addiction. 2016;111(8):1376-1384. https://doi.org/10.1111/add.13364.

    Article  PubMed  PubMed Central  Google Scholar 

  30. Schuckit MA. Treatment of Opioid-Use Disorders. N Engl J Med. 2016;375(4):357-368. https://doi.org/10.1056/NEJMra1604339.

    Article  PubMed  Google Scholar 

  31. Saunders HSP. A Look at Substance Use Disorders (SUD) Among Medicaid Enrollees. KFF. Published February 17, 2023. https://www.kff.org/medicaid/issue-brief/a-look-at-substance-use-disorders-sud-among-medicaid-enrollees/. Accessed 24 May 2023.

  32. McGinty EE, Stone EM, Kennedy-Hendricks A, et al. Effects of Maryland’s Affordable Care Act Medicaid Health Home Waiver on Quality of Cardiovascular Care Among People with Serious Mental Illness. J Gen Intern Med. 2020;35(11):3148-3158. https://doi.org/10.1007/s11606-020-05690-9.

    Article  PubMed  PubMed Central  Google Scholar 

  33. Shalen E, Broberg C, McGrath L, Ramsey K, Khan A. Prevalence of Substance Use Disorders Among Adults with Congenital Heart Disease. J Am Coll Cardiol. 2021;77(18_Supplement_1):497-497. https://doi.org/10.1016/S0735-1097(21)01856-8.

    Article  Google Scholar 

  34. Sweis RN, Jivan A. Drugs for Acute Coronary Syndromes. Merck Manual Professional Version; 2022. https://www.merckmanuals.com/professional/cardiovascular-disorders/coronary-artery-disease/drugs-for-acute-coronary-syndromes. Accessed 29 August 2022.

  35. Sweis RN, Jivan A. Drug Treatment of Coronary Artery Disease. Merck Manual Professional Version; 2022. https://www.merckmanuals.com/home/heart-and-blood-vessel-disorders/coronary-artery-disease/drug-treatment-of-coronary-artery-disease. Accessed 29 August 2022.

  36. Fine NM. Drug Treatment for Heart Failure - Heart and Blood Vessel Disorders. Merck Manual Professional Version; 2020. https://www.merckmanuals.com/home/heart-and-blood-vessel-disorders/heart-failure/drug-treatment-for-heart-failure. Accessed 29 August 2022.

  37. Chong JY. Overview of Stroke - Neurologic Disorders. Merck Manuals Professional Edition. Published 2020. https://www.merckmanuals.com/professional/neurologic-disorders/stroke/overview-of-stroke. Accessed 1 June 2023.

  38. Benowitz NL, Liakoni E. Tobacco Use Disorder and Cardiovascular Health. Addiction. 2022;117(4):1128-1138. https://doi.org/10.1111/add.15703.

    Article  PubMed  Google Scholar 

  39. Loretan CG, Cornelius ME, Jamal A, Cheng YJ, Homa DM. Cigarette Smoking Among US Adults With Selected Chronic Diseases Associated With Smoking, 2010–2019. Prev Chronic Dis. 2022;19. https://doi.org/10.5888/pcd19.220086.

  40. Huo J, Yang M, Tina Shih YC. Sensitivity of Claims-Based Algorithms to Ascertain Smoking Status More Than Doubled with Meaningful Use. Value Health. 2018;21(3):334-340. https://doi.org/10.1016/j.jval.2017.09.002.

    Article  PubMed  Google Scholar 

  41. Buntin MB, Zaslavsky AM. Too Much Ado About Two-Part Models and Transformation? Comparing Methods of Modeling Medicare Expenditures. J Health Econ. 2004;23(3):525-542. https://doi.org/10.1016/j.jhealeco.2003.10.005.

    Article  PubMed  Google Scholar 

  42. Haviland AM, Eisenberg MD, Mehrotra A, Huckfeldt PJ, Sood N. Do “Consumer-Directed” Health Plans Bend the Cost Curve over Time? J Health Econ. 2016;46:33-51. https://doi.org/10.1016/j.jhealeco.2016.01.001.

    Article  PubMed  Google Scholar 

  43. Gaffney A, White A, Hawks L, et al. High-Deductible Health Plans and Healthcare Access, Use, and Financial Strain in Those with Chronic Obstructive Pulmonary Disease. Ann ATS. 2020;17(1):49-56. https://doi.org/10.1513/AnnalsATS.201905-400OC.

    Article  Google Scholar 

  44. Kennedy-Hendricks A, Eddelbuettel J, Bicket MC, et al. Impact of High Deductible Health Plans on U.S. Adults with Chronic Pain. Am J Prev Med. Published online May 13, 2023. https://doi.org/10.1016/j.amepre.2023.05.008.

  45. Dugravot A, Fayosse A, Dumurgier J, et al. Social Inequalities in Multimorbidity, Frailty, Disability, and Transitions to Mortality: a 24-Year Follow-Up of the Whitehall II Cohort Study. Lancet Public Health. 2020;5(1):e42-e50. https://doi.org/10.1016/S2468-2667(19)30226-9.

    Article  PubMed  Google Scholar 

  46. Meiselbach MK, Huskamp HA, Eddelbuettel JCP, et al. Choice of High-Deductible Health Plans Among Enrollees with a Substance Use Disorder. J Subst Use Addict Treat. 2023;54:209152.

  47. Thorpe KE, DeMatteis C. Addressing Health In America To Build Wealth. Health Aff Forefront. Published online 2016. https://doi.org/10.1377/forefront.20160418.054518.

  48. Thorpe KE, Chin KK, Cruz Y, Innocent MA, Singh L. The United States Can Reduce Socioeconomic Disparities By Focusing On Chronic Diseases. Health Aff Forefront. Published online 2017. https://doi.org/10.1377/forefront.20170817.061561.

  49. National Center for Health Statistics. Heart Disease Prevalence. National Center for Health Statistics. Published June 26, 2023. https://www.cdc.gov/nchs/hus/topics/heart-disease-prevalence.htm. Accessed 9 February 2024.

  50. Substance Abuse and Mental Health Services Administration, Center for Behavioral Health Statistics and Quality. Treatment Episode Data Set (TEDS): 2019. Admissions to and Discharges From Publicly Funded Substance Use Treatment. Substance Abuse and Mental Health Services Administration; 2021.

  51. National Center for Health Statistics. Racial and Ethnic Disparities in Heart Disease. 2019. https://stacks.cdc.gov/view/cdc/77732. Accessed 9 February 2024.

  52. Baker JG, Doxbeck DR, Washington ME, Horton A, Dunning A. Substance Use Identification and Follow-Up Rates Among Commercial and Medicare Health Insurance Members in Primary Care and Other Settings. BMC Fam Pract. 2020;21(1):223. https://doi.org/10.1186/s12875-020-01286-8.

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Funding

Funding for this paper was from R01DA044201 from NIDA, grant number T32MH109436 from NIMH (Hollander), and grant number T32HS000029 from AHRQ (Meiselbach). The content is solely the responsibility of the authors and does not necessarily represent the official views of the grant funding bodies.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Julia C. P. Eddelbuettel BS.

Ethics declarations

Conflict of Interest

The authors declare that they do not have a conflict of interest.

Additional information

Publisher's Note

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

This paper was presented as a poster at the Annual Society of Health Economists Annual Meeting (ASHEcon) in June 2023.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 45 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Eddelbuettel, J.P., Kennedy-Hendricks, A., Meiselbach, M.K. et al. Changes in Healthcare Spending Attributable to High Deductible Health Plan Offer Among Enrollees with Comorbid Substance Use Disorder and Cardiovascular Disease. J GEN INTERN MED (2024). https://doi.org/10.1007/s11606-024-08700-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11606-024-08700-2

KEY WORDS

Navigation