Adverse childhood experience effects on opioid use initiation, injection drug use, and overdose among persons with opioid use disorder
Open accessAbstract
Introduction Adverse childhood experiences are associated with the development of substance use disorders. With opioid use disorder, a growing concern in the United States, we were interested in examining the relationship between adverse experiences and three landmarks of opioid use: age of opioid initiation, injection drug use, and lifetime overdose. Methods Between May and December 2015, we interviewed consecutive persons seeking inpatient opioid detoxification. Participants were asked about age of opioid initiation, last month injection drug use, and lifetime history of overdose, and completed the ten-item Adverse Childhood Experience (ACE) questionnaire. Results Participants (n=457) averaged 32.2 (± 8.64) years of age, 71.3% were male, and 82.5% were non-Hispanic White. The mean score on the ACE scale was 3.64 (± 2.75). Mean age at time of initiating opioid use was 21.7 (± 7.1) years, 68.7% had injected drugs within the past month, and 39.0% had overdosed. After adjusting for age, gender, and ethnicity, the ACE score was inversely associated with age of initiating opioid use (b = −0.50, 95% CI −0.70; −0.29, p < .001), and positively associated with recent injection drug use (OR = 1.11, 95% CI 1.02; 1.20, p = .014) and the likelihood of experiencing an overdose (OR = 1.10, 95% CI 1.02; 1.20, p = .015) in a graded dose response manner. Conclusion Greater adverse childhood experiences are associated with three landmarks of opioid use risk. ACE screening may be useful in identifying high-risk subsets of opioid-using populations.
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People in treatment for an addiction have a higher prevalence of ACEs than the general population.
“In fact, people in treatment for an addiction have a higher prevalence of ACEs than the general population.”
From Adverse childhood experiences (ACEs) and substance use disorder (SUD): A scoping review (2021) · cites this paper as Stein et al., 2017
The Discussion reports that people with opioid use disorder entering a detoxification program had substantially higher ACE scores than those in general-population studies; nearly half had four or more ACEs, versus 15.5% in one community-based study. This supports the comparison for the study sample, but not the broader claim about people in treatment for any addiction. (LLM, conf=0.87)
Experimental — accuracy not yet measuredTwo of the included studies reported a positive relation between the presence of SUD and an earlier onset of substance use.
“Two studies reported a positive relation between the presence of SUD with an earlier onset of substance use (Gomez et al., 2018;Stein et al., 2017).”
From Adverse childhood experiences (ACEs) and substance use disorder (SUD): A scoping review (2021) · cites this paper as Stein et al., 2017
The Introduction (page unavailable) states that people who initiate drug use earlier are more likely to develop drug dependence problems, supporting the general association. But the Methods and Results (page unavailable) show that Stein et al. studied the association between adverse childhood experiences and age of opioid initiation among people with opioid use disorder; they did not compare onset ages by the presence or absence of SUD. (LLM, conf=0.85)
Experimental — accuracy not yet measuredAmong patients with addiction problems, the rates of having suffered at least one ACE range from 85.4% to 100%.
“Among patients with addiction problems, the rates of having suffered at least one ACE ranges from 85.4% to 100% (Chandler et al., 2018;Philogene-Khalid et al., 2020;Stein et al., 2017).”
From Adverse childhood experiences (ACEs) and substance use disorder (SUD): A scoping review (2021) · cites this paper as Stein et al., 2017
People with OUD have high rates of childhood abuse and psychological trauma and may be especially prone to dropout.
“People with OUD have high rates of childhood abuse and psychological trauma, and may be particularly susceptible to dropout (Ecker & Hundt, 2018; Stein et al., 2017).”
From Feasibility and acceptability of mindful recovery opioid use care continuum (M-ROCC): A concurrent mixed methods study (2021) · cites this paper as Stein et al., 2017
Adverse childhood experiences are linked to the initiation of opioid use.
“Strong links between ACEs and the initiation of opioid use have been described (72, 73).”
From A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health (2019) · cites this paper as [73]
Adverse childhood experiences are linked to age of opioid initiation, intravenous use of the drug, and lifetime overdose in a graded, dose-response manner.
“ACEs have been linked to age of opioid initiation, intravenous use of the drug, and lifetime overdose in a graded, dose-response manner (73).”
From A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health (2019) · cites this paper as [73]
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Cites
Felitti, V. J., Anda, R. F., Nordenberg, D., Williamson, D. F., Spitz, A. M., Edwards, V., Koss, M. P., & Marks, J. S. (1998) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(98)00017-8 · Cited by 18,943 · see citing works
Child abuse: Adolescent records vs. adult recall
Femina, D. D., Yeager, C. A., & Lewis, D. O. (1990) · Child Abuse & Neglect · doi:10.1016/0145-2134(90)90033-p · Cited by 8,820 · see citing works
Risky families: Family social environments and the mental and physical health of offspring
Repetti, R. L., Taylor, S. E., & Seeman, T. E. (2002) · Psychological Bulletin · doi:10.1037/0033-2909.128.2.330 · Cited by 2,884 · see citing works
Dube, S. R., Felitti, V. J., Dong, M., Chapman, D. P., Giles, W. H., & Anda, R. F. (2003) · Pediatrics · doi:10.1542/peds.111.3.564 · Cited by 2,333 · see citing works
Adverse childhood experiences and the risk of depressive disorders in adulthood
Chapman, D. P., Whitfield, C. L., Felitti, V. J., Dube, S. R., Edwards, V. J., & Anda, R. F. (2004) · Journal of Affective Disorders · doi:10.1016/j.jad.2003.12.013 · Cited by 2,267 · see citing works
The interrelatedness of multiple forms of childhood abuse, neglect, and household dysfunction
Dong, M., Anda, R. F., Felitti, V. J., Dube, S. R., Williamson, D. F., Thompson, T. J., Loo, C. M., & Giles, W. H. (2004) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2004.01.008 · Cited by 1,679 · see citing works
Kendler, K. S., Bulik, C. M., Silberg, J., Hettema, J. M., Myers, J., & Prescott, C. A. (2000) · Archives of General Psychiatry · doi:10.1001/archpsyc.57.10.953 · Cited by 1,259 · see citing works
Insights Into Causal Pathways for Ischemic Heart Disease: Adverse Childhood Experiences Study
Dong, M., Giles, W. H., Felitti, V. J., Dube, S. R., Williams, J. E., Chapman, D. P., & Anda, R. F. (2004) · Circulation · doi:10.1161/01.cir.0000143074.54995.7f · Cited by 1,027 · see citing works
Adverse childhood experiences, alcoholic parents, and later risk of alcoholism and depression
Anda, R. F., Whitfield, C. L., Felitti, V. J., Chapman, D., Edwards, V. J., Dube, S. R., & Williamson, D. F. (2002) · Psychiatric Services · doi:10.1176/appi.ps.53.8.1001 · Cited by 972 · see citing works
Textbook, M. (2017) · Cited by 820 · see citing works
Adverse childhood experiences and personal alcohol abuse as an adult
Dube, S. R., Anda, R. F., Felitti, V. J., Edwards, V. J., & Croft, J. B. (2002) · Addictive Behaviors · doi:10.1016/s0306-4603(01)00204-0 · Cited by 804 · see citing works
The lifetime prevalence of child sexual abuse and sexual assault assessed in late adolescence
Finkelhor, D., Shattuck, A., Turner, H. A., & Hamby, S. L. (2014) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2013.12.026 · Cited by 631 · see citing works
Hernández-Ávila, C., Rounsaville, B., & Kranzler, H. (2004) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2004.02.001 · Cited by 573 · see citing works
Early Adverse Experiences and the Developing Brain
Bick, J., & Nelson, C. A. (2016) · Neuropsychopharmacology · doi:10.1038/npp.2015.252 · Cited by 559 · see citing works
Early-onset drug use and risk of later drug problems
Anthony, J. C., & Petronis, K. R. (1995) · Drug and Alcohol Dependence · doi:10.1016/0376-8716(95)01194-3 · Cited by 531 · see citing works
Early-onset drug use and risk for drug dependence problems
Chen, C.-Y., Storr, C. L., & Anthony, J. C. (2009) · Addictive Behaviors · doi:10.1016/j.addbeh.2008.10.021 · Cited by 466 · see citing works
Adverse childhood experiences: towards a clear conceptual meaning
Kalmakis, K. A., & Chandler, G. E. (2014) · Journal of Advanced Nursing · doi:10.1111/jan.12329 · Cited by 390 · see citing works
Long-Term Physical Health Consequences of Adverse Childhood Experiences
Monnat, S. M., & Chandler, R. F. (2015) · The Sociological Quarterly · doi:10.1111/tsq.12107 · Cited by 380 · see citing works
The effects of child abuse and neglect on cognitive functioning in adulthood
Gould, F., Clarke, J., Heim, C., Harvey, P. D., Majer, M., & Nemeroff, C. B. (2012) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2012.01.005 · Cited by 367 · see citing works
King, K. M., & Chassin, L. (2007) · Journal of Studies on Alcohol and Drugs · doi:10.15288/jsad.2007.68.256 · Cited by 348 · see citing works
Clausen, T., Anchersen, K., & Waal, H. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2007.11.003 · Cited by 287 · see citing works
Adverse Childhood Experiences and Frequent Headaches in Adults
Anda, R., Tietjen, G., Schulman, E., Felitti, V., & Croft, J. (2010) · Headache: The Journal of Head and Face Pain · doi:10.1111/j.1526-4610.2010.01756.x · Cited by 277 · see citing works
Douglas, K. R., Chan, G., Gelernter, J., Arias, A. J., Anton, R. F., Weiss, R. D., Brady, K., Poling, J., Farrer, L., & Kranzler, H. R. (2010) · Addictive Behaviors · doi:10.1016/j.addbeh.2009.07.004 · Cited by 269 · see citing works
Afifi, T. O., Henriksen, C. A., Asmundson, G. J. G., & Sareen, J. (2012) · The Canadian Journal of Psychiatry · doi:10.1177/070674371205701105 · Cited by 251 · see citing works
Teicher, M. H., Ito, Y., Glod, C. A., Andersen, S. L., Dumont, N., & Ackerman, E. (1997) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1997.tb48277.x · Cited by 239 · see citing works
Adverse Childhood Experiences and Suicidal Behavior
Brodsky, B. S., & Stanley, B. (2008) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2008.02.002 · Cited by 238 · see citing works
Bruneau, J., Roy, É., Arruda, N., Zang, G., & Jutras‐Aswad, D. (2012) · Addiction · doi:10.1111/j.1360-0443.2012.03803.x · Cited by 171 · see citing works
Gender and non‐medical use of prescription opioids: results from a national US survey*
Tetrault, J. M., Desai, R. A., Becker, W. C., Fiellin, D. A., Concato, J., & Sullivan, L. E. (2007) · Addiction · doi:10.1111/j.1360-0443.2007.02056.x · Cited by 168 · see citing works
Cavanaugh, C. E., Petras, H., & Martins, S. S. (2015) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-015-1024-3 · Cited by 155 · see citing works
Childhood trauma as a correlate of lifetime opiate use in psychiatric patients
Heffernan, K., Cloître, M., Tardiff, K. J., Marzuk, P. M., S, L. P. M., & Leon, A. C. (2000) · Addictive Behaviors · doi:10.1016/s0306-4603(00)00066-6 · Cited by 147 · see citing works
Problematic use of prescription-type opioids prior to heroin use among young heroin injectors
Pollini, R. A., Garfein, Banta‐Green, C. J., Cuevas-Mota, Metzner, & Teshale (2011) · Substance Abuse and Rehabilitation · doi:10.2147/sar.s24800 · Cited by 134 · see citing works
Cicero, T. J., Lynskey, M. T., Todorov, A. A., Inciardi, J. A., & Surratt, H. L. (2008) · Pain · doi:10.1016/j.pain.2008.03.021 · Cited by 118 · see citing works
Traumatic stress and human DNA methylation: A critical review
Vinkers, C. H., Kalafateli, A. L., Rutten, B. P., Kas, M. J., Kaminsky, Z., Turner, J. D., & Boks, M. P. (2015) · Epigenomics · doi:10.2217/epi.15.11 · Cited by 112 · see citing works
Allem, J.-P., Soto, D. W., Baezconde-Garbanati, L. A., & Unger, J. B. (2015) · Addictive Behaviors · doi:10.1016/j.addbeh.2015.06.038 · Cited by 95 · see citing works
Family History of Alcohol and Drug Abuse, Childhood Trauma, and Age of First Drug Injection
Taplin, C., Saddichha, S., Li, K. K., & Krausz, M. R. (2014) · Substance Use & Misuse · doi:10.3109/10826084.2014.901383 · Cited by 91 · see citing works
Darke, S. G., Williamson, A. B., Ross, J. E., & Teesson, M. (2005) · Drug and Alcohol Review · doi:10.1080/09595230500286005 · Cited by 74 · see citing works
Adversity among drug users: relationship to impulsivity.
Hayaki, J., Stein, M., Lassor, J. A., Herman, D. S., & Anderson, B. (2005) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2004.09.002 · Cited by 64 · see citing works
Self-citationThe Prevalence of Childhood Trauma Among Those Seeking Buprenorphine Treatment
Sansone, R. A., Whitecar, P. S., & Wiederman, M. W. (2009) · Journal of Addictive Diseases · doi:10.1080/10550880802545101 · Cited by 63 · see citing works
Health Consequences of Long-Term Injection Heroin Use Among Aging Mexican American Men
Torres, L. R., Kaplan, C. D., & Valdez, A. (2011) · Journal of Aging and Health · doi:10.1177/0898264311401389 · Cited by 62 · see citing works
Trotta, A., Murray, R. M., David, A. S., Kolliakou, A., O’Connor, J. A., Forti, M. D., Dazzan, P., Mondelli, V., Morgan, C., & Fisher, H. L. (2015) · Schizophrenia Bulletin · doi:10.1093/schbul/sbv131 · Cited by 55 · see citing works
Gender differences in mortality among treated opioid dependent patients
Evans, E., Kelleghan, A., Li, L., Min, J. E., Huang, D. Y. C., Urada, D. I., Hser, Y., & Nosyk, B. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2015.07.010 · Cited by 54 · see citing works
Gerra, G., Somaini, L., Manfredini, M., Raggi, M. A., Saracino, M. A., Amore, M., Leonardi, C., Cortese, E., & Donnini, C. (2014) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2013.10.011 · Cited by 37 · see citing works
Lake, S., Hayashi, K., Buxton, J. A., Milloy, M., Dong, H., Wood, E., Montaner, J. S. G., & Kerr, T. H. (2015) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2015.09.026 · Cited by 37 · see citing works
Baldwin, P., Shrestha, R., Potrepka, J., & Copenhaver, M. (2013) · ISRN AIDS · doi:10.1155/2013/976035 · Cited by 36 · see citing works
Gender differences among in- and out-of-treatment opioid-addicted individuals
Kelly, S., Schwartz, R., O'Grady, K., Mitchell, S., Reisinger, H., Peterson, J. A., Agar, M., & Brown, B. (2009) · The American Journal of Drug and Alcohol Abuse · doi:10.1080/00952990802342915 · Cited by 36 · see citing works
Matz, K., Junghöfer, M., Elbert, T. R., Weber, K., Wienbruch, C., & Rockstroh, B. S. (2010) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2009.12.010 · Cited by 23 · see citing works
Impact of Self-Reported Life Events on the Profile of Opioid Dependence Syndrome
Moselhy, H. F., Fahmy, E. M., Mikhael, V. S., et al. (2010) · The American Journal of Drug and Alcohol Abuse · doi:10.3109/00952990903544786 · Cited by 9 · see citing works
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- Muhuri PK Gfroerer JC Davies C 2013 Associations of nonmedical pain reliever use and intiation of heroin use in the United States Center for Behavioral Health Statistics and Quality Review Data(August)
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Leza, L., Siria, S., López-Goñi, J. J., & Fernández-Montalvo, J. (2021) · Drug and alcohol dependence · doi:10.1016/j.drugalcdep.2021.108563 · Cited by 305 · see citing works
Screening adults with substance use disorder for adverse childhood experiences
Chandler, G. E., Kalmakis, K. A., & Murtha, T. (2018) · Journal of Addictions Nursing · doi:10.1097/jan.0000000000000233 · Cited by 48 · see citing works
A Biopsychosocial Overview of the Opioid Crisis: Considering Nutrition and Gastrointestinal Health
Wiss, D. A. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2019.00193 · Cited by 41 · see citing works
Adverse childhood experiences and stimulant use disorders among adults in the United States
Tang, S., Jones, C. M., Wisdom, A., Lin, H.-C., Bacon, S., & Houry, D. (2021) · Psychiatry Research · doi:10.1016/j.psychres.2021.113870 · Cited by 22 · see citing works
Current Prescription Opioid Misuse and Suicide Risk Behaviors Among High School Students
Wilkins, N. J., Clayton, H., Jones, C. M., & Brown, M. (2021) · Pediatrics · doi:10.1542/peds.2020-030601 · Cited by 20 · see citing works
Fatkin, T., Moore, S. K., Okst, K., Creedon, T. B., Samawi, F., Fredericksen, A. K., Roll, D., Oxnard, A., Lê Cook, B., & Schuman-Olivier, Z. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108415 · Cited by 14 · see citing works
- Authors
- Stein, M. D., Conti, M. T., Kenney, S., Anderson, B. J., Flori, J. N., Risi, M. M., & Bailey, G. L.
- Affiliations
- Boston University (US)
- Butler Hospital (US)
- Brown University (US)
- Corresponding author
- Stein, Michael D.
- Venue
- Drug and Alcohol Dependence
- Publisher
- Elsevier BV
- Published
- 2017-10
- Volume
- 179
- Pages
- 325-329
- ISSN
- 0376-8716 (ISSN-L)
- PMC
- PMC5599365
- OpenAlex
- W2742757430
- Semantic Scholar
- d1999fa4007c04047b41c3b1a380296da21681bf
- Cited by
- 206
- References
- 47
- Citations by year
- 2026: 15 · 2025: 22 · 2024: 25 · 2023: 27 · 2022: 32 · 2021: 33 · 2020: 29 · 2019: 15 · 2018: 6 · 2016: 1
- FWCI
- 12.82
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Drug and Alcohol Dependence (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse (Clinical Trial # NCT01751789, RO1 DA034261, NCT01751789)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Social Sciences › Psychology › Clinical Psychology › Child Abuse and Trauma
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- adverse childhood experiences, opioid use disorder, intravenous drug use, opioid overdose, opioid detoxification, ACE screening, dose-response relationship, childhood trauma
- MeSH terms
- Analgesics, Opioid, Humans, Inpatients, Life Change Events, Opioid-Related Disorders, United States, Substance Abuse, Intravenous, Young Adult, Drug Overdose
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