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Stiltner B, Pietrzak RH, Tylee DS, Nunez YZ, Adhikari K, Kranzler HR, Gelernter J, Polimanti R. Polysubstance addiction patterns among 7,989 individuals with cocaine use disorder. iScience 2023; 26:107336. [PMID: 37554454 PMCID: PMC10405253 DOI: 10.1016/j.isci.2023.107336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 06/22/2023] [Accepted: 07/06/2023] [Indexed: 08/10/2023] Open
Abstract
To characterize polysubstance addiction (PSA) patterns of cocaine use disorder (CoUD), we performed a latent class analysis (LCA) in 7,989 participants with a lifetime DSM-5 diagnosis of CoUD. This analysis identified three PSA subgroups among CoUD participants (i.e., low, 17%; intermediate, 38%; high, 45%). While these subgroups varied by age, sex, and racial-ethnic distribution (p < 0.001), there was no difference with respect to education or income (p > 0.05). After accounting for sex, age, and race-ethnicity, the CoUD subgroup with high PSA had higher odds of antisocial personality disorder (OR = 21.96 vs. 6.39, difference-p = 8.08✕10-6), agoraphobia (OR = 4.58 vs. 2.05, difference-p = 7.04✕10-4), mixed bipolar episode (OR = 10.36 vs. 2.61, difference-p = 7.04✕10-4), posttraumatic stress disorder (OR = 11.54 vs. 5.86, difference-p = 2.67✕10-4), antidepressant medication use (OR = 13.49 vs. 8.02, difference-p = 1.42✕10-4), and sexually transmitted diseases (OR = 5.92 vs. 3.38, difference-p = 1.81✕10-5) than the low-PSA CoUD subgroup. These findings underscore the importance of modeling PSA severity and comorbidities when examining the clinical, molecular, and neuroimaging correlates of CoUD.
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Affiliation(s)
- Brendan Stiltner
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Robert H. Pietrzak
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- U.S. Department of Veterans Affairs National Center for Posttraumatic Stress Disorder, VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Daniel S. Tylee
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Yaira Z. Nunez
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Keyrun Adhikari
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Henry R. Kranzler
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
- Mental Illness Research, Education, and Clinical Center, Crescenz Veterans Affairs Medical Center, Philadelphia, PA 19104, USA
| | - Joel Gelernter
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
| | - Renato Polimanti
- Department of Psychiatry, Yale School of Medicine, New Haven, CT 06510, USA
- VA Connecticut Healthcare System, West Haven, CT 06516, USA
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Stiltner B, Pietrzak RH, Tylee DS, Nunez YZ, Adhikari K, Kranzler HR, Gelernter J, Polimanti R. Polysubstance addiction and psychiatric, somatic comorbidities among 7,989 individuals with cocaine use disorder: a latent class analysis. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.02.08.23285653. [PMID: 36798273 PMCID: PMC9934788 DOI: 10.1101/2023.02.08.23285653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
Aims We performed a latent class analysis (LCA) in a sample ascertained for addiction phenotypes to investigate cocaine use disorder (CoUD) subgroups related to polysubstance addiction (PSA) patterns and characterized their differences with respect to psychiatric and somatic comorbidities. Design Cross-sectional study. Setting United States. Participants Adult participants aged 18-76, 39% female, 47% African American, 36% European American with a lifetime DSM-5 diagnosis of CoUD (N=7,989) enrolled in the Yale-Penn cohort. The control group included 2,952 Yale-Penn participants who did not meet for alcohol, cannabis, cocaine, opioid, or tobacco use disorders. Measurements Psychiatric disorders and related traits were assessed via the Semi-structured Assessment for Drug Dependence and Alcoholism. These features included substance use disorders (SUD), family history of substance use, sociodemographic information, traumatic events, suicidal behaviors, psychopathology, and medical history. LCA was conducted using diagnoses and diagnostic criteria of alcohol, cannabis, opioid, and tobacco use disorders. Findings Our LCA identified three subgroups of PSA (i.e., low, 17%; intermediate, 38%; high, 45%) among 7,989 CoUD participants. While these subgroups varied by age, sex, and racial-ethnic distribution (p<0.001), there was no difference on education or income (p>0.05). After accounting for sex, age, and race-ethnicity, the CoUD subgroup with high PSA had higher odds of antisocial personality disorder (OR=21.96 vs. 6.39, difference-p=8.08×10 -6 ), agoraphobia (OR=4.58 vs. 2.05, difference-p=7.04×10 -4 ), mixed bipolar episode (OR=10.36 vs. 2.61, difference-p=7.04×10 -4 ), posttraumatic stress disorder (OR=11.54 vs. 5.86, difference-p=2.67×10 -4 ), antidepressant medication use (OR=13.49 vs. 8.02, difference-p=1.42×10 -4 ), and sexually transmitted diseases (OR=5.92 vs. 3.38, difference-p=1.81×10 -5 ) than the low-PSA CoUD subgroup. Conclusions We found different patterns of PSA in association with psychiatric and somatic comorbidities among CoUD cases within the Yale-Penn cohort. These findings underscore the importance of modeling PSA severity and comorbidities when examining the clinical, molecular, and neuroimaging correlates of CoUD.
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Pocuca N, Chadi N, Vergunst F, Parent S, Côté SM, Boivin M, Tremblay RE, Séguin JR, Castellanos-Ryan N. Prospective Polysubstance use Profiles Among Adolescents with Early-onset Cannabis Use, and their Association with Cannabis Outcomes in Emerging Adulthood. Int J Ment Health Addict 2023. [DOI: 10.1007/s11469-022-01005-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
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Schiller CE, Walsh E, Eisenlohr-Moul TA, Prim J, Dichter GS, Schiff L, Bizzell J, Slightom SL, Richardson EC, Belger A, Schmidt P, Rubinow DR. Effects of gonadal steroids on reward circuitry function and anhedonia in women with a history of postpartum depression. J Affect Disord 2022; 314:176-184. [PMID: 35777494 PMCID: PMC9605402 DOI: 10.1016/j.jad.2022.06.078] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 05/25/2022] [Accepted: 06/23/2022] [Indexed: 01/17/2023]
Abstract
BACKGROUND Reward system dysfunction is evident across neuropsychiatric conditions. Here we present data from a double-blinded pharmaco-fMRI study investigating the triggering of anhedonia and reward circuit activity in women. METHODS The hormonal states of pregnancy and parturition were simulated in euthymic women with a history of postpartum depression (PPD+; n = 15) and those without such a history (PPD-; n = 15) by inducing hypogonadism, adding back estradiol and progesterone for 8 weeks ("addback"), and then withdrawing both steroids ("withdrawal"). Anhedonia was assessed using the Inventory of Depression and Anxiety Symptoms (IDAS) during each hormone phase. Those who reported a 30 % or greater increase in IDAS anhedonia, dysphoria, or ill temper during addback or withdrawal, compared with pre-treatment, were identified as hormone sensitive (HS+) and all others were identified as non-hormone sensitive (HS-). The monetary incentive delay (MID) task was administered during fMRI sessions at pre-treatment and during hormone withdrawal to assess brain activation during reward anticipation and feedback. RESULTS On average, anhedonia increased during addback and withdrawal in PPD+ but not PPD-. During reward feedback, both HS+ (n = 10) and HS- (n = 18) showed decreased activation in clusters in the right putamen (p < .031, FWE-corrected) and left postcentral and supramarginal gyri (p < .014, FWE-corrected) at the withdrawal scans, relative to pre-treatment scans. LIMITATIONS A modest sample size, stringent exclusion criteria, and relative lack of diversity in study participants limit the generalizability of results. CONCLUSION Although results do not explain differential hormone sensitivity in depression, they demonstrate significant effects of reproductive hormones on reward-related brain function in women.
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Affiliation(s)
- C E Schiller
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America.
| | - E Walsh
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - T A Eisenlohr-Moul
- Department of Psychiatry, University of Illinois at Chicago, United States of America
| | - J Prim
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - G S Dichter
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - L Schiff
- Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - J Bizzell
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - S L Slightom
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | | | - A Belger
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
| | - P Schmidt
- National Institute of Mental Health, Behavioral Endocrinology Branch, United States of America
| | - D R Rubinow
- Department of Psychiatry, University of North Carolina at Chapel Hill School of Medicine, United States of America
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Kelley-Quon LI, Cho J, Barrington-Trimis J, Kipke MD, Clapp JD, Krueger EA, Leventhal AM. Longitudinal trajectories of prescription opioid misuse in adolescents. Drug Alcohol Depend 2022; 236:109470. [PMID: 35504242 PMCID: PMC10027390 DOI: 10.1016/j.drugalcdep.2022.109470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 04/14/2022] [Accepted: 04/15/2022] [Indexed: 11/03/2022]
Abstract
BACKGROUND Adolescent misuse of prescription opioids is hazardous. This study aimed to generate data on prescription opioid misuse trajectories across adolescence and identify risk factors and mechanisms for more dangerous use trajectories. METHODS Using a prospective longitudinal cohort repeated measures design, baseline (Fall 2013) and seven semiannual assessments were administered through Spring 2017 in 10 public high schools in Los Angeles, CA. Frequency of past 30-day prescription opioid misuse was captured. Trajectory groups were identified using growth mixture modeling and multinomial logistic regression identified associations between baseline risk factors with membership in each trajectory group. RESULTS Overall, 3395 students were evaluated (53.4% female, Mean [SD] age at baseline=14.58[0.40]; range=12.83-16.29). Four discrete misuse trajectories were identified among 1062 students: (1) Minimal/Experimental (infrequent time-limited use; range of estimated mean number of days using prescription opioid across waves=0.0-0.6 days]; N = 705[20.8%]); (2) Low Deescalating (range=2.0-0.7 days; N = 189[5.6%]); (3) Moderate Escalating (range=0.7-3.6 days; N = 108[3.2%]); and (4) Frequent Persistent (range=4.7-9.4 days; N = 60[1.8%]). Students reporting tobacco, cannabis, alcohol use, or impulsivity in 9th grade were more likely to demonstrate membership in the Moderate Escalating trajectory class when compared to 2333 (68.7%) students reporting sustained abstinence. Female sex, peer opioid misuse, alcohol use, other substance use, impulsivity, or delinquent behavior reported in 9th grade was associated with membership in the Frequent Persistent trajectory class. CONCLUSIONS Prescription opioid misuse in adolescence appears to follow 4 discrete trajectories, including the potentially problematic Moderate Escalating and Frequent Persistent trajectories. Female sex, peer influences, substance use, and intrapersonal risk factors were associated with membership in these classes.
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Affiliation(s)
- Lorraine I Kelley-Quon
- Department of Surgery, Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA; Division of Pediatric Surgery, Children's Hospital Los Angeles, Los Angeles, CA, USA; Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA.
| | - Junhan Cho
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Jessica Barrington-Trimis
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Michele D Kipke
- Division of Research on Children, Youth and Families, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - John D Clapp
- Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, USA
| | - Evan A Krueger
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Adam M Leventhal
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
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Abstract
This study explored the associations between specific profiles of biological dysregulation and mental health outcomes in a national, community sample of healthy adults in the United States. A latent class analysis of data from the Midlife Development in the United States study (n = 1,757) was conducted to determine classes of biological dysregulation. Multinomial logistic regressions of class membership were employed to determine associations with measures related to depression, including whether or not individuals had sought treatment, Center for Epidemiological Studies Depression Scale, and both the generalized distress and anhedonia subscales of the Mood and Anxiety Symptoms Questionnaire. Four classes of dysregulation emerged: baseline/low dysregulation, metabolic and inflammatory dysregulation, parasympathetic dysregulation, and SAM pathway dysregulation. Individuals who met the criteria for depression measures were more likely to be in the metabolic and immune dysregulation and parasympathetic dysregulation groups as compared to the baseline group. The results suggest that mental health outcomes, such as depression, are differentially associated with specific profiles of biological dysregulation. A more nuanced approach to profiles of dysregulation could better inform treatment decisions.Lay summaryHigher levels of allostatic load, which represents the cumulative wear and tear of exposure to stress, are associated with increased rates of depression and anhedonia. Specifically, parasympathetic dysregulation and immunometabolic dysregulation are associated with negative mental health outcomes.
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Affiliation(s)
- Jason T Carbone
- School of Social Work, Integrative Biosciences (IBio) Center, Wayne State University, Detroit, MI, USA
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Cho J, Bello MS, Christie NC, Monterosso JR, Leventhal AM. Adolescent emotional disorder symptoms and transdiagnostic vulnerabilities as predictors of young adult substance use during the COVID-19 pandemic: mediation by substance-related coping behaviors. Cogn Behav Ther 2021; 50:276-294. [PMID: 33706676 DOI: 10.1080/16506073.2021.1882552] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The COVID-19 pandemic presents unique stressors (e.g. social isolation) that may increase substance use risk among young adults with a history of emotional disturbance. This study examined whether emotional disorder symptoms and transdiagnostic vulnerabilities during adolescence predicted young adult substance use during COVID-19, and whether using substances to cope with the pandemic's social conditions mediated these associations. Adolescents (N = 2,120) completed baseline surveys assessing transdiagnostic emotional vulnerabilities (anhedonia, distress intolerance, anxiety sensitivity, negative urgency) and symptoms (major depression[MD], generalized anxiety[GAD], panic disorder[PD], social phobia[SP], obsessive-compulsive disorder[OCD]) in adolescence (September-December 2016; M[SD] age = 17.45[0.38]). At follow-up (May-August 2020; M[SD] age = 21.16[0.39]), past 30-day substance use and using substances to cope with social isolation during the pandemic were reported. Adjusted models showed that baseline distress intolerance, anxiety sensitivity, negative urgency, and MD symptoms each significantly predicted higher number of past-month single-substance using days and number of substances used at follow-up (βs = 0.04-0.06). In each case, associations were mediated by tendency to use substances to cope with the pandemic (βindirect range: 0.028-0.061). To mitigate disproportionate escalation of substance use in young adults with a history of certain types of emotional disturbance, interventions promoting healthy coping strategies to deal with the pandemic's social conditions warrant consideration.
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Affiliation(s)
- Junhan Cho
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Mariel S Bello
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - Nina C Christie
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - John R Monterosso
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - Adam M Leventhal
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.,Department of Psychology, University of Southern California, Los Angeles, CA, USA
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Cho J, Goldenson NI, Kirkpatrick MG, Barrington-Trimis JL, Pang RD, Leventhal AM. Developmental patterns of tobacco product and cannabis use initiation in high school. Addiction 2021; 116:382-393. [PMID: 32533801 PMCID: PMC7736052 DOI: 10.1111/add.15161] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 07/23/2019] [Accepted: 06/10/2020] [Indexed: 12/25/2022]
Abstract
AIMS To identify prototypical developmental patterns of tobacco product and cannabis use and co-use initiation during adolescence, and determine risk factors for and consequences of these initiation patterns. DESIGN Prospective repeated-measures cohort with eight semi-annual assessments during high school. Multiple-event process survival mixture modeling identified latent initiation classes with distinct patterns of variation in timing of use initiation of tobacco products and cannabis. We then estimated: (1) associations of baseline risk factors with membership in initiation classes and (2) differences between initiation classes in frequency of cannabis and tobacco product use at the final assessment. SETTING Ten high schools in the Los Angeles, CA, USA metropolitan area, 2013-17. PARTICIPANTS Students [1031 (45.4%) males; mean (standard deviation) age at baseline = 14.6 (0.39) years] who had never used any tobacco products or cannabis at baseline 9th grade assessment (n = 2272). MEASUREMENTS Self-report measures of electronic cigarette (e-cigarette), combustible cigarette, hookah, cigar/cigarillos and cannabis use were collected at each assessment. FINDINGS Four distinct tobacco and cannabis use initiation classes were identified: (1) early and high-risk cannabis and polytobacco initiators (n = 116; 5.1%); (2) early cannabis and polytobacco initiators (n = 172; 7.6%); (3) late cannabis and e-cigarette initiators (n = 431; 19.0%); and (4) abstainers (n = 1553; 68.4%). At baseline, older age for the early and high-risk cannabis and polytobacco initiators [odds ratio (OR) = 1.22, 95% confidence interval (CI) = 1.10, 1.35, P < 0.001], peer cannabis use (OR = 1.60, 95% CI = 1.23, 2.08, P < 0.001) and delinquent behavior (OR = 1.30, 95% CI = 1.08, 1.55, P = 0.004) were associated with membership in the three initiation classes (versus abstainers). Membership in the early and high-risk cannabis and polytobacco initiators class (versus three other classes) was significantly associated with increased past 30-day frequency and daily intensity of use at the final assessment (P-values < 0.001). CONCLUSIONS Older age, peer cannabis use and delinquent behavior appear to be risk factors for the initiation of tobacco/cannabis product use among high school students in the Los Angeles metropolitan region. Early and higher-risk polyproduct use initiation appears to be associated with greater escalation of past 30-day and daily tobacco and cannabis use at the end of the high school.
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Affiliation(s)
- Junhan Cho
- Department of Preventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, CA,Corresponding author: Junhan Cho, Ph.D., University of Southern California, Keck School of Medicine, 2001 N Soto Street, SSB302X), Los Angeles, CA 90032-9239, USA; , Phone: 323-442-8239, Fax: 323-442-2359
| | - Nicholas I. Goldenson
- Department of Preventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, CA
| | - Matthew G. Kirkpatrick
- Department of Preventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, CA
| | | | - Raina D. Pang
- Department of Preventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, CA
| | - Adam M. Leventhal
- Department of Preventive Medicine, University of Southern California Keck School of Medicine, Los Angeles, CA,Department of Psychology, University of Southern California, Los Angeles, CA
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Fani N, Jain J, Hudak LA, Rothbaum BO, Ressler KJ, Michopoulos V. Post-trauma anhedonia is associated with increased substance use in a recently-traumatized population. Psychiatry Res 2020; 285:112777. [PMID: 31991282 PMCID: PMC7544530 DOI: 10.1016/j.psychres.2020.112777] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 01/06/2020] [Accepted: 01/06/2020] [Indexed: 12/13/2022]
Abstract
Recreational substance use (SU) can emerge or worsen in the aftermath of psychological trauma. Anhedonia is one reason for this problematic SU. Symptoms of posttraumatic stress disorder (PTSD) that represent anhedonia (post-trauma anhedonia; PTA) have been consistently linked to SU disorders. However, no prospective studies have examined whether changes in PTA over time are associated with problematic SU in recently-traumatized people, which was the goal of this study. 165 men and women were recruited as part of a prospective PTSD study in the emergency department of a Level 1 trauma center. Clinical assessments of PTSD and SU were administered at three and six months post-trauma. Compared to participants with minimal SU at six months post-trauma, high substance users at six months post-trauma showed significant increases in PTA during the three to six month time period. This relationship was significant even after accounting for variance associated with other factors, including PTSD symptoms such as re-experiencing and hyperarousal. Participants who demonstrated increases in SU during this time also showed significant increases in PTA, unlike those who demonstrated consistently minimal/no SU during this time. These findings indicate that PTA may be a mechanism through which SU problems emerge in recently-traumatized individuals.
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Affiliation(s)
- Negar Fani
- Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, USA.
| | - Jahnvi Jain
- Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, USA
| | - Lauren A Hudak
- Emory University School of Medicine, Department of Emergency Medicine, USA
| | - Barbara O Rothbaum
- Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, USA
| | - Kerry J Ressler
- Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, USA; McLean Hospital, Harvard Medical School, USA
| | - Vasiliki Michopoulos
- Emory University School of Medicine, Department of Psychiatry and Behavioral Sciences, USA; Yerkes National Primate Research Center, Atlanta, GA, USA
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