Age-specific risk of substance use disorders associated with controlled medication use and misuse subtypes in the United States
Open accessAbstract
Objective To examine the age-specific risk of past-year substance use disorders (SUDs) associated with use and misuse of prescription opioids, stimulants, sedatives and tranquilizers.Methods The authors analyzed nationally representative data from 114,043 U.S. individuals aged 12 and older in the 2015-2016 National Survey on Drug Use and Health. For each controlled medication class, logistic regression was used to model any past-year SUD as a function of use pattern: no use or misuse, use without misuse, prescription drug misuse (PDM). Among individuals reporting PDM, logistic regression was used to model any past-year SUD as a function of PDM subtype (misuse of someone else's medication only, misuse of one's own medication only, and misuse of one's own and someone else's medication). Analyses were stratified by age group.Results Controlled medication use was associated with higher odds of any past-year SUD compared to no use in many age groups and medication classes. Compared to non-use, PDM was associated with higher odds of any past-year SUD across virtually all age groups and medication classes. Compared to misuse of one's own medication only, misuse of both someone else's and one's own medication was associated with higher odds of any past-year SUD for many age groups and medication classes among individuals reporting PDM.Conclusions Clinicians should screen all controlled medication users for PDM and SUDs. Age-specific screening may be required due to heterogeneity in the prevalence and risks of use and misuse of different medications. Determination of PDM subtype can guide interventions to prevent SUDs.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Substance use and SUDs tend to increase in adolescence and peak in young adulthood.
“Our findings are in line with a large body of research showing substance use and SUDs tend to increase in adolescence and peak in young adulthood (McCabe et al., 2019, Patrick et al., 2023)”
From The substance use disorder treatment gap among US college students: Findings from the 2021 National Survey on Drug Use and Health (2024) · cites this paper as McCabe et al., 2019
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Diagnostic and Statistical Manual of Mental Disorders
Williams, J. B. W., & First, M. B. (2013) · Oxford University Press eBooks · doi:10.1093/acrefore/9780199975839.013.104 · Cited by 109,841 · see citing works
Monitoring the Future: National Results on Adolescent Drug Use: Overview of Key Findings
Johnston, L. D., O’Malley, P. M., Bachman, J. G., & Schulenberg, J. E. (2003) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1037/e560352009-001 · Cited by 6,930 · see citing works
CDC Guideline for Prescribing Opioids for Chronic Pain—United States, 2016
Dowell, D., Haegerich, T. M., & Chou, R. (2016) · JAMA · doi:10.1001/jama.2016.1464 · Cited by 5,161 · see citing works
(2006) · PubMed · Cited by 3,378 · see citing works
Grant, B. F., Goldstein, R. B., Saha, T. D., Chou, S. P., Jung, J., Zhang, H., Pickering, R. P., Ruan, W. J., Smith, S. M., Huang, B., et al. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.0584 · Cited by 2,556 · see citing works
Increases in drug and opioid-involved overdose deaths – United States, 2010-2015
Rudd, R. A., Seth, P., David, F., & Scholl, L. (2016) · MMWR. Morbidity and Mortality Weekly Report · doi:10.15585/mmwr.mm655051e1 · Cited by 2,194 · see citing works
Volume, I. I. (2017) · Institute for Social Research eBooks · doi:10.3998/2027.42/139710 · Cited by 1,369 · see citing works
Youth Risk Behavior Surveillance--United States, 1995.
Kann, L., Warren, C., Harris, W., Collins, J. L., Williams, B., Ross, J., & Kolbe, L. (1996) · MMWR CDC Surveillance Summaries · doi:10.1037/e641342009-001 · Cited by 1,266 · see citing works
Diagnostic and Statistical Manual of Mental Disorders
Preedy, V., & Watson, R. (2010) · Springer eBooks · doi:10.1007/978-0-387-78665-0_5485 · Cited by 1,146 · see citing works
Trends in Opioid Analgesic Abuse and Mortality in the United States
Dart, R. C., Surratt, H. L., Cicero, T. J., Parrino, M. W., Severtson, S. G., Bucher‐Bartelson, B., & Green, J. L. (2015) · New England Journal of Medicine · doi:10.1056/nejmsa1406143 · Cited by 1,140 · see citing works
Grant, B. F., Saha, T. D., Ruan, W. J., Goldstein, R. B., Chou, S. P., Jung, J., Zhang, H., Smith, S. M., Pickering, R. P., Huang, B., et al. (2016) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.2132 · Cited by 877 · see citing works
Overdose deaths involving opioids, cocaine, and psychostimulants—United States, 2015–2016.
Seth, P., Scholl, L., Rudd, R. A., & Bacon, S. (2018) · MMWR. Morbidity and Mortality Weekly Report · doi:10.15585/mmwr.mm6712a1 · Cited by 821 · see citing works
Benzodiazepine Use in the United States
Olfson, M., King, M., & Schoenbaum, M. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.1763 · Cited by 786 · see citing works
Improving the Quality of Health Care for Mental and Substance-Use Conditions
Institute of Medicine (2006) · National Academies Press eBooks · doi:10.17226/11470 · Cited by 559 · see citing works
Youth Risk Behavior Surveillance--United States 1997
(1998) · PsycEXTRA Dataset · doi:10.1037/e371412004-001 · Cited by 492 · see citing works
Youth Risk Behavior Surveillance--United States, 2003
Grunbaum, J. A., Kann, L., Kinchen, S., Ross, J., Hawkins, J., & Lowry, R. (2004) · PsycEXTRA Dataset · doi:10.1037/e307132005-001 · Cited by 477 · see citing works
Persistent Opioid Use Among Pediatric Patients After Surgery
Harbaugh, C. M., Lee, J. S.-J., Hu, H. M., McCabe, S. E., Voepel‐Lewis, T., Englesbe, M. J., Brummett, C. M., & Waljee, J. F. (2017) · PEDIATRICS · doi:10.1542/peds.2017-2439 · Cited by 449 · see citing works
Self-citationDrug Abuse, Dependence, and Addiction in Chronic Pain Patients
Fishbain, D. A., Rosomoff, H. L., & Rosomoff, R. S. (1992) · Clinical Journal of Pain · doi:10.1097/00002508-199206000-00003 · Cited by 359 · see citing works
Compton, W. M., Han, B., Blanco, C., Johnson, K., & Jones, C. M. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.17091048 · Cited by 263 · see citing works
Molina, B. S. G., Hinshaw, S. P., Eugene Arnold, L., Swanson, J. M., Pelham, W. E., Hechtman, L., Hoza, B., Epstein, J. N., Wigal, T., Abikoff, H. B., et al. (2013) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2012.12.014 · Cited by 246 · see citing works
Trends in Medical and Nonmedical Use of Prescription Opioids Among US Adolescents: 1976–2015
McCabe, S. E., West, B. T., Veliz, P. T., McCabe, V. V., Stoddard, S. A., & Boyd, C. J. (2017) · PEDIATRICS · doi:10.1542/peds.2016-2387 · Cited by 216 · see citing works
Self-citationADHD Medication and Substance-Related Problems
Quinn, P. D., Chang, Z., Hur, K., Gibbons, R. D., Lahey, B. B., Rickert, M. E., Sjölander, A., Lichtenstein, P., Larsson, H., & D’Onofrio, B. M. (2017) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2017.16060686 · Cited by 187 · see citing works
Teter, C. J., Falone, A. E., Cranford, J. A., Boyd, C. J., & McCabe, S. E. (2010) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2010.01.005 · Cited by 134 · see citing works
Self-citationTrends in Opioid Analgesic Abuse and Mortality in the United States
Bolash, R. (2015) · New England Journal of Medicine · doi:10.1056/nejmc1501822 · Cited by 132 · see citing works
Prescription drug abuse: from epidemiology to public policy
McHugh, R. K., Nielsen, S., & Weiss, R. D. (2014) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2014.08.004 · Cited by 123 · see citing works
Drug Abuse Warning Network, 2005: National Estimates of Drug-Related Emergency Department Visits
(2007) · PsycEXTRA Dataset · doi:10.1037/e600252007-001 · Cited by 115 · see citing works
McCabe, S. E., West, B. T., & Boyd, C. J. (2013) · Pain · doi:10.1016/j.pain.2013.01.011 · Cited by 107 · see citing works
Self-citationJordan, B. K., Karg, R. S., Batts, K. R., Epstein, J. F., & Wiesen, C. (2007) · Addictive Behaviors · doi:10.1016/j.addbeh.2007.12.007 · Cited by 95 · see citing works
McCabe, S. E. (2008) · Archives of Pediatrics and Adolescent Medicine · doi:10.1001/archpediatrics.2007.41 · Cited by 94 · see citing works
Self-citationMcCabe, S. E., Veliz, P. T., & Schulenberg, J. E. (2016) · Pain · doi:10.1097/j.pain.0000000000000624 · Cited by 93 · see citing works
Self-citationComing to terms with the nonmedical use of prescription medications
Boyd, C. J., & McCabe, S. E. (2008) · Substance Abuse Treatment Prevention and Policy · doi:10.1186/1747-597x-3-22 · Cited by 79 · see citing works
Self-citationAdolescents’ prescription stimulant use and adult functional outcomes: a national prospective study
McCabe, S. E., Veliz, P., Wilens, T. E., & Schulenberg, J. E. (2017) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2016.12.008 · Cited by 76 · see citing works
Self-citationSchepis, T. S., & McCabe, S. E. (2016) · Addictive Behaviors · doi:10.1016/j.addbeh.2016.04.020 · Cited by 70 · see citing works
Self-citationCompton, W. M., Dawson, D., Duffy, S. Q., & Grant, B. F. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2009.09081087 · Cited by 60 · see citing works
The Role of a Prescription in Anxiety Medication Use, Abuse, and Dependence
Fenton, M. C., Keyes, K. M., Martins, S. S., & Hasin, D. S. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09081132 · Cited by 57 · see citing works
(1999) · PsycEXTRA Dataset · doi:10.1037/e481702006-001 · Cited by 54 · see citing works
McCabe, S. E., Veliz, P. T., Boyd, C. J., & Schulenberg, J. E. (2016) · Addictive Behaviors · doi:10.1016/j.addbeh.2016.08.021 · Cited by 49 · see citing works
Self-citationWilens, T., Zulauf, C., Martelon, M., Morrison, N. R., Simon, A., Carrellas, N. W., Yule, A., & Anselmo, R. (2016) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.14m09559 · Cited by 35 · see citing works
Self-citationNeuropsychological functioning in college students who misuse prescription stimulants
Wilens, T. E., Carrellas, N. W., Martelon, M., Yule, A. M., Fried, R. S., Anselmo, R., & McCabe, S. E. (2017) · American Journal on Addictions · doi:10.1111/ajad.12551 · Cited by 35 · see citing works
Self-citationGhandour, L. A., Sayed, D. S. E., & Martins, S. S. (2013) · European Addiction Research · doi:10.1159/000345445 · Cited by 28 · see citing works
Boyd, C. J., West, B. T., & McCabe, S. E. (2017) · Addictive Behaviors · doi:10.1016/j.addbeh.2017.11.042 · Cited by 24 · see citing works
Self-citationResponding to America’s Iatrogenic Epidemic of Prescription Opioid Addiction and Overdose
Korff, M. R. V., & Franklin, G. M. (2016) · Medical Care · doi:10.1097/mlr.0000000000000537 · Cited by 21 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [9]Hughes A, Williams MR, Lipari RN, Prescription Drug Use and Misuse in the United States: Results from the 2015 National Survey on Drug Use and Health. NSDUH Data Review; 2016.
- [26]Substance Abuse and Mental Health Services Administration: Reliability of Key Measures in the National Survey on Drug Use and Health (Office of Applied Studies, Methodology Series M-8, HHS Publication No SMA 09–4425). Rockville, Md, Substance Abuse and Mental Health Services Administration, 2010. 30199182
- [37]Office of the Surgeon General. Facing Addiction in America: The Surgeon General’s Report on Alcohol, Drugs, and Health. Washington, DC: U.S. Department of Health and Human Services; 2016. 28252892
Cited by
Sorted by citations
Chua, K.-P., Brummett, C. M., Conti, R. M., & Bohnert, A. (2020) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2019.4878 · Cited by 90 · see citing works
Self-citationPasman, E., Blair, L., Solberg, M. A., McCabe, S. E., Schepis, T., & Resko, S. M. (2024) · Drug and Alcohol Dependence Reports · doi:10.1016/j.dadr.2024.100279 · Cited by 24 · see citing works
Self-citationMcCabe, S. E., Figueroa, O., McCabe, V. V., Schepis, T. S., Schulenberg, J. E., Veliz, P. T., Werner, K. S., & Wilens, T. E. (2024) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13807 · Cited by 22 · see citing works
Self-citation
- Authors
- McCabe, S. E., Wilens, T. E., Boyd, C. J., Chua, K.-P., Voepel-Lewis, T., & Schepis, T. S.
- Affiliations
- University of Michigan (US)
- Harvard University (US)
- Texas State University (US)
- Corresponding author
- McCabe, Sean Esteban
- Venue
- Addictive Behaviors
- Publisher
- Elsevier BV
- Published
- 2019-03
- Volume
- 90
- Pages
- 285-293
- ISSN
- 0306-4603 (ISSN-L)
- PMC
- PMC6434705
- OpenAlex
- W2901899640
- Cited by
- 51
- References
- 42
- Citations by year
- 2026: 3 · 2025: 4 · 2024: 2 · 2023: 8 · 2022: 6 · 2021: 10 · 2020: 12 · 2019: 6
- FWCI
- 6.67
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Addictive Behaviors (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse, National Institutes of Health (R01DA031160, R01DA036541, R01DA042146, R01DA043691, R01DA044245)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Health Sciences › Medicine › Geriatrics and Gerontology › Pharmaceutical Practices and Patient Outcomes
- Keywords
- substance use disorders, prescription drug misuse, controlled medications, prescription opioids, stimulants, age-specific risk, screening, National Survey on Drug Use and Health
- MeSH terms
- Adolescent, Adult, Age Factors, Child, Female, Humans, Male, Middle Aged, United States, Substance-Related Disorders, Young Adult, Prescription Drug Misuse
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review