Post-traumatic stress and future substance use outcomes: leveraging antecedent factors to stratify risk.

alcohol cannabis causal forest effect modification post-traumatic stress disorder socioenvironmental factors substance use tobacco

Journal

Frontiers in psychiatry
ISSN: 1664-0640
Titre abrégé: Front Psychiatry
Pays: Switzerland
ID NLM: 101545006

Informations de publication

Date de publication:
2024
Historique:
received: 30 06 2023
accepted: 10 01 2024
medline: 25 3 2024
pubmed: 25 3 2024
entrez: 25 3 2024
Statut: epublish

Résumé

Post-traumatic stress disorder (PTSD) and substance use (tobacco, alcohol, and cannabis) are highly comorbid. Many factors affect this relationship, including sociodemographic and psychosocial characteristics, other prior traumas, and physical health. However, few prior studies have investigated this prospectively, examining new substance use and the extent to which a wide range of factors may modify the relationship to PTSD. The Advancing Understanding of RecOvery afteR traumA (AURORA) study is a prospective cohort of adults presenting at emergency departments (N = 2,943). Participants self-reported PTSD symptoms and the frequency and quantity of tobacco, alcohol, and cannabis use at six total timepoints. We assessed the associations of PTSD and future substance use, lagged by one timepoint, using the Poisson generalized estimating equations. We also stratified by incident and prevalent substance use and generated causal forests to identify the most important effect modifiers of this relationship out of 128 potential variables. At baseline, 37.3% (N = 1,099) of participants reported likely PTSD. PTSD was associated with tobacco frequency (incidence rate ratio (IRR): 1.003, 95% CI: 1.00, 1.01, p = 0.02) and quantity (IRR: 1.01, 95% CI: 1.001, 1.01, p = 0.01), and alcohol frequency (IRR: 1.002, 95% CI: 1.00, 1.004, p = 0.03) and quantity (IRR: 1.003, 95% CI: 1.001, 1.01, p = 0.001), but not with cannabis use. There were slight differences in incident compared to prevalent tobacco frequency and quantity of use; prevalent tobacco frequency and quantity were associated with PTSD symptoms, while incident tobacco frequency and quantity were not. Using causal forests, lifetime worst use of cigarettes, overall self-rated physical health, and prior childhood trauma were major moderators of the relationship between PTSD symptoms and the three substances investigated. PTSD symptoms were highly associated with tobacco and alcohol use, while the association with prospective cannabis use is not clear. Findings suggest that understanding the different risk stratification that occurs can aid in tailoring interventions to populations at greatest risk to best mitigate the comorbidity between PTSD symptoms and future substance use outcomes. We demonstrate that this is particularly salient for tobacco use and, to some extent, alcohol use, while cannabis is less likely to be impacted by PTSD symptoms across the strata.

Sections du résumé

Background UNASSIGNED
Post-traumatic stress disorder (PTSD) and substance use (tobacco, alcohol, and cannabis) are highly comorbid. Many factors affect this relationship, including sociodemographic and psychosocial characteristics, other prior traumas, and physical health. However, few prior studies have investigated this prospectively, examining new substance use and the extent to which a wide range of factors may modify the relationship to PTSD.
Methods UNASSIGNED
The Advancing Understanding of RecOvery afteR traumA (AURORA) study is a prospective cohort of adults presenting at emergency departments (N = 2,943). Participants self-reported PTSD symptoms and the frequency and quantity of tobacco, alcohol, and cannabis use at six total timepoints. We assessed the associations of PTSD and future substance use, lagged by one timepoint, using the Poisson generalized estimating equations. We also stratified by incident and prevalent substance use and generated causal forests to identify the most important effect modifiers of this relationship out of 128 potential variables.
Results UNASSIGNED
At baseline, 37.3% (N = 1,099) of participants reported likely PTSD. PTSD was associated with tobacco frequency (incidence rate ratio (IRR): 1.003, 95% CI: 1.00, 1.01, p = 0.02) and quantity (IRR: 1.01, 95% CI: 1.001, 1.01, p = 0.01), and alcohol frequency (IRR: 1.002, 95% CI: 1.00, 1.004, p = 0.03) and quantity (IRR: 1.003, 95% CI: 1.001, 1.01, p = 0.001), but not with cannabis use. There were slight differences in incident compared to prevalent tobacco frequency and quantity of use; prevalent tobacco frequency and quantity were associated with PTSD symptoms, while incident tobacco frequency and quantity were not. Using causal forests, lifetime worst use of cigarettes, overall self-rated physical health, and prior childhood trauma were major moderators of the relationship between PTSD symptoms and the three substances investigated.
Conclusion UNASSIGNED
PTSD symptoms were highly associated with tobacco and alcohol use, while the association with prospective cannabis use is not clear. Findings suggest that understanding the different risk stratification that occurs can aid in tailoring interventions to populations at greatest risk to best mitigate the comorbidity between PTSD symptoms and future substance use outcomes. We demonstrate that this is particularly salient for tobacco use and, to some extent, alcohol use, while cannabis is less likely to be impacted by PTSD symptoms across the strata.

Identifiants

pubmed: 38525258
doi: 10.3389/fpsyt.2024.1249382
pmc: PMC10957776
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1249382

Informations de copyright

Copyright © 2024 Garrison-Desany, Meyers, Linnstaedt, House, Beaudoin, An, Zeng, Neylan, Clifford, Jovanovic, Germine, Bollen, Rauch, Haran, Storrow, Lewandowski, Musey, Hendry, Sheikh, Jones, Punches, Swor, Gentile, Hudak, Pascual, Seamon, Harris, Pearson, Peak, Domeier, Rathlev, O’Neil, Sergot, Sanchez, Bruce, Joormann, Harte and McLean, Koenen and Denckla.

Déclaration de conflit d'intérêts

KK’s research has been supported by the Robert Wood Johnson Foundation, the Kaiser Family Foundation, the Harvard Center on the Developing Child, Stanley Center for Psychiatric Research at the Broad Institute of MIT and Harvard, the National Institutes of Health, One Mind, the Anonymous Foundation, and Cohen Veterans Bioscience. She has been a paid consultant for Baker Hostetler, Discovery Vitality, and the Department of Justice. She has been a paid external reviewer for the Chan Zuckerberg Foundation, the University of Cape Town, and Capita Ireland. She has had paid speaking engagements in the last three years with the American Psychological Association, European Central Bank. Sigmund Freud University – Milan, Cambridge Health Alliance, and Coverys. She receives royalties from Guilford Press and Oxford University Press. TN has received research support from NIH, VA, and Rainwater Charitable Foundation, and consulting income from Jazz Pharmaceuticals. In the last three years, GDC has received research funding from the NSF, NIH and LifeBell AI, and unrestricted donations from AliveCor Inc, Amazon Research, the Center for Discovery, the Gates Foundation, Google, the Gordon and Betty Moore Foundation, MathWorks, Microsoft Research, Nextsense Inc, One Mind Foundation, the Rett Research Foundation, and Samsung Research. GDC has financial interest in AliveCor Inc and Nextsense Inc. He also is the CTO of MindChild Medical and CSO of LifeBell AI and has ownership in both companies. These relationships are unconnected to the current work. SR reports grants from NIH during the conduct of the study; personal fees from SOBP Society of Biological Psychiatry paid role as secretary, other from Oxford University Press royalties, other from APP American Psychiatric Publishing Inc. royalties, other from VA Veterans Administration per diem for oversight committee, and other from Community Psychiatry/Mindpath Health paid board service, including equity outside the submitted work; other from National Association of Behavioral Healthcare for paid Board service; other from Springer Publishing royalties; and Leadership roles on Board or Council for SOBP, ADAA Anxiety and Depression Association of America, and NNDC National Network of Depression Centers. SS has received funding from the Florida Medical Malpractice Joint Underwriter’s Association Dr. Alvin E. Smith Safety of Healthcare Services Grant; Allergan Foundation; the NIH/NIA-funded Jacksonville Aging Studies Center JAX-ASCENT; R33AG05654; and the Substance Abuse and Mental Health Services Administration 1H79TI083101-01; and the Florida Blue Foundation. CJ has no competing interests related to this work, though he has been an investigator on studies funded by AstraZeneca, Vapotherm, Abbott, and Ophirex. JJ receives consulting payments from Janssen Pharmaceuticals. SEH has no competing interests related to this work, though in the last three years he has received research funding from Aptinyx and Arbor Medical Innovations, and consulting payments from Aptinyx, Heron Therapeutics, and Eli Lilly. SM served as a consultant for Walter Reed Army Institute for Research and for Arbor Medical Innovations. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The handling editor Y-lT declared a shared affiliation with the author(s) GDC.

Auteurs

Henri M Garrison-Desany (HM)

Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, United States.

Jacquelyn L Meyers (JL)

Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, New York City, NY, United States.

Sarah D Linnstaedt (SD)

Department of Anesthesiology, Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Stacey L House (SL)

Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, United States.

Francesca L Beaudoin (FL)

Department of Epidemiology, Brown University, Providence, RI, United States.
Department of Emergency Medicine, Brown University, Providence, RI, United States.

Xinming An (X)

Department of Anesthesiology, Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Donglin Zeng (D)

Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States.

Thomas C Neylan (TC)

Departments of Psychiatry and Neurology, University of California San Francisco, San Francisco, CA, United States.

Gari D Clifford (GD)

Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, United States.
Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, United States.

Tanja Jovanovic (T)

Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MI, United States.

Laura T Germine (LT)

Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States.
The Many Brains Project, Belmont, MA, United States.
Department of Psychiatry, Harvard Medical School, Boston, MA, United States.

Kenneth A Bollen (KA)

Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.
Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Scott L Rauch (SL)

Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States.
Department of Psychiatry, Harvard Medical School, Boston, MA, United States.
Department of Psychiatry, McLean Hospital, Belmont, MA, United States.

John P Haran (JP)

Department of Emergency Medicine, University of Massachusetts Chan Medical School, Worcester, MA, United States.

Alan B Storrow (AB)

Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States.

Christopher Lewandowski (C)

Department of Emergency Medicine, Henry Ford Health System, Detroit, MI, United States.

Paul I Musey (PI)

Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis, IN, United States.

Phyllis L Hendry (PL)

Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, United States.

Sophia Sheikh (S)

Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, United States.

Christopher W Jones (CW)

Department of Emergency Medicine, Cooper Medical School of Rowan University, Camden, NJ, United States.

Brittany E Punches (BE)

Department of Emergency Medicine, Ohio State University College of Medicine, Columbus, OH, United States.

Robert A Swor (RA)

Department of Emergency Medicine, Oakland University William Beaumont School of Medicine, Rochester, MI, United States.

Nina T Gentile (NT)

Department of Emergency Medicine, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, United States.

Lauren A Hudak (LA)

Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, United States.

Jose L Pascual (JL)

Department of Surgery, University of Pennsylvania, Philadelphia, PA, United States.
Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, United States.
Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.

Mark J Seamon (MJ)

Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States.
Department of Surgery, Division of Traumatology, Surgical Critical Care and Emergency Surgery, University of Pennsylvania, Philadelphia, PA, United States.

Erica Harris (E)

Department of Emergency Medicine, Einstein Medical Center, Philadelphia, PA, United States.

Claire Pearson (C)

Department of Emergency Medicine, Wayne State University, Ascension St. John Hospital, Detroit, MI, United States.

David A Peak (DA)

Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States.

Robert M Domeier (RM)

Department of Emergency Medicine, Trinity Health-Ann Arbor, Ypsilanti, MI, United States.

Niels K Rathlev (NK)

Department of Emergency Medicine, University of Massachusetts Medical School-Baystate, Springfield, MA, United States.

Brian J O'Neil (BJ)

Department of Emergency Medicine, Wayne State University, Detroit Receiving Hospital, Detroit, MI, United States.

Paulina Sergot (P)

Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center, Houston, TX, United States.

Leon D Sanchez (LD)

Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States.
Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States.

Steven E Bruce (SE)

Department of Psychological Sciences, University of Missouri - St. Louis, St. Louis, MO, United States.

Jutta Joormann (J)

Department of Psychology, Yale University, New Haven, CT, United States.

Steven E Harte (SE)

Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, United States.
Department of Internal Medicine-Rheumatology, University of Michigan Medical School, Ann Arbor, MI, United States.

Samuel A McLean (SA)

Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.
Department of Psychiatry, Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Karestan C Koenen (KC)

Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, United States.

Christy A Denckla (CA)

Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, United States.

Classifications MeSH