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Myers NL, Wilkey J, Chacon M, Hutnyan M, Janssen C, Tarvin H, Cohen D, Holmes I, Klodnick VV, Mihiret MA, Reznik SJ, Shimizu TK, Stein E, Lopez MA. Perspectives of young adults diagnosed with early psychosis using coordinated specialty care in Texas on substance use and substance use interventions. Early Interv Psychiatry 2024; 18:502-512. [PMID: 38030586 PMCID: PMC11133765 DOI: 10.1111/eip.13488] [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: 05/19/2023] [Revised: 09/29/2023] [Accepted: 11/19/2023] [Indexed: 12/01/2023]
Abstract
AIM Despite known prevalence of substance use (SU) among young people experiencing early psychosis and increasing evidence for the relationship between certain substances (e.g., cannabis) and psychosis, there are no specialized interventions developed for effectively addressing substance use among young people participating in coordinated early psychosis services. This study elicited the perspectives of young people with early psychosis participating in Coordinated Specialty Care (CSC) programs about their substance use, including their motivations and concerns around their use, and their ideas on how to best support young people who are interested in reducing or quitting substance use. METHODS We recruited young adults (ages 18 to 30) from CSC programs across Texas through flyers sent to program staff inviting young persons willing to talk about substance use to engage in a 60-90 min person-centered, semi-structured, audio-recorded Zoom interview. RESULTS A total of 22 young adults were recruited and 18 completed an interview. Participants described mixed positive and negative responses to substance use, and while many understood the importance of discontinuing substance use, many expressed ambivalence related to social, contextual, mental and physical factors that motivated them to keep using. Participants desired practical substance use information, opportunities to explore their substance use ambivalence in supportive relationships, positive peer communities to support healthy choices, help engage, with work, school, and hobbies, and strategies for addressing psychological and physical pain that did not include substance use. CONCLUSION Study findings illuminate what motivates young people with early psychosis to initiate, continue, or cut back on substance use, and ideas for CSC practices for exploring substances and helping young people to reduce substance use.
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Affiliation(s)
- Neely Laurenzo Myers
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
- Department of Psychiatry, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Justin Wilkey
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Marne Chacon
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Matthew Hutnyan
- Department of Psychiatry, UT Southwestern Medical Center, Dallas, Texas, USA
| | - Claire Janssen
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Halle Tarvin
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Deborah Cohen
- The University of Texas at Austin, Steve Hicks School of Social Work, Texas Institute for Excellence in Mental Health, Austin, Texas, USA
| | - Imani Holmes
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Vanessa Vorhies Klodnick
- The University of Texas at Austin, Steve Hicks School of Social Work, Texas Institute for Excellence in Mental Health, Austin, Texas, USA
| | - Mesganaw A Mihiret
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Samantha J Reznik
- The University of Texas at Austin, Steve Hicks School of Social Work, Texas Institute for Excellence in Mental Health, Austin, Texas, USA
| | | | - Emily Stein
- Department of Anthropology, Southern Methodist University, Dallas, Texas, USA
| | - Molly A Lopez
- The University of Texas at Austin, Steve Hicks School of Social Work, Texas Institute for Excellence in Mental Health, Austin, Texas, USA
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Brunette MF, Roth RM, Trask C, Khokhar JY, Ford JC, Park SH, Hickey SM, Zeffiro T, Xie H. Randomized Laboratory Study of Single-Dose Cannabis, Dronabinol, and Placebo in Patients With Schizophrenia and Cannabis Use Disorder. Schizophr Bull 2024:sbae097. [PMID: 38900958 DOI: 10.1093/schbul/sbae097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/22/2024]
Abstract
BACKGROUND AND HYPOTHESIS Up to 43% of people with schizophrenia have a lifetime cannabis use disorder (CUD). Tetrahydrocannabinol (THC) has been shown to exacerbate psychosis in a dose-dependent manner, but little research has assessed its effects on schizophrenia and co-occurring CUD (SCZ-CUD). In this double-dummy, placebo-controlled trial (total n = 130), we hypothesized that a modest dose of THC would worsen cognitive function but not psychosis. STUDY DESIGN Effects of single-dose oral THC (15 mg dronabinol) or smoked 3.5% THC cigarettes vs placebo in SCZ-CUD or CUD-only on positive and negative symptoms of schizophrenia (only for SCZ-CUD), cognition, and drug experiences assessed several hours after drug administration. SCZ-only and healthy control participants were also assessed. STUDY RESULTS Drug liking was higher in THC groups vs placebo. Neither smoked THC nor oral dronabinol predicted positive or negative symptom subscale scores 2 and 5 h, respectively, after drug exposure in SCZ-CUD participants. The oral dronabinol SCZ-CUD group, but not smoked THC SCZ-CUD group, performed worse than placebo on verbal learning (B = -9.89; 95% CI: -16.06, -3.18; P = .004) and attention (B = -0.61; 95% CI: -1.00, -0.23; P = .002). Every 10-point increment in serum THC + THCC ng/ml was associated with increased negative symptoms (0.40 points; 95% CI: 0.15, 0.65; P = .001; subscale ranges 7-49) and trends were observed for worse positive symptoms and performance in verbal learning, delayed recall, and working memory. CONCLUSIONS In people with SCZ-CUD, a modest single dose of oral THC was associated with worse cognitive functioning without symptom exacerbation several hours after administration, and a THC dose-response effect was seen for negative symptoms.
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Affiliation(s)
- Mary F Brunette
- Dartmouth College Geisel School of Medicine at Dartmouth, Department of Psychiatry, Lebanon, NH, USA
- Dartmouth-Health, Department of Psychiatry, Lebanon, NH, USA
| | - Robert M Roth
- Dartmouth College Geisel School of Medicine at Dartmouth, Department of Psychiatry, Lebanon, NH, USA
- Dartmouth-Health, Department of Psychiatry, Lebanon, NH, USA
| | - Christi Trask
- Ohio State University College of Medicine, Department of Psychiatry and Behavioral Health, Columbus, OH, USA
| | - Jibran Y Khokhar
- University of Western Ontario Schulich School of Medicine and Dentistry, Department of Anatomy and Cell Biology, London, Ontario, Canada
| | - James C Ford
- Dartmouth College Geisel School of Medicine at Dartmouth, Department of Psychiatry, Lebanon, NH, USA
- Dartmouth-Health, Department of Psychiatry, Lebanon, NH, USA
| | - Soo Hwan Park
- Dartmouth College Geisel School of Medicine at Dartmouth, Department of Psychiatry, Lebanon, NH, USA
| | - Sara M Hickey
- Dartmouth-Health, Department of Psychiatry, Lebanon, NH, USA
| | - Thomas Zeffiro
- University of Maryland School of Medicine, Department of Diagnostic Radiology and Oncology, Baltimore, Maryland, USA
| | - Haiyi Xie
- Dartmouth College Geisel School of Medicine at Dartmouth, Department of Psychiatry, Lebanon, NH, USA
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Hyatt AS, William Flores M, Lê Cook B. Disproportionate increase in cannabis use among people with serious psychological distress and associations with psychiatric service use in the United States, 2009-2019. Addict Behav 2024; 157:108095. [PMID: 38905902 DOI: 10.1016/j.addbeh.2024.108095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 06/05/2024] [Accepted: 06/17/2024] [Indexed: 06/23/2024]
Abstract
BACKGROUND Cannabis use is on the rise, but it is unclear how use is changing among individuals with serious psychological distress (SPD) compared to the general population as well as what associations this may have with mental health service use. METHODS Retrospective cohort study using the National Survey on Drug Use and Health (NSDUH) 2009-19 public use files of 447,228 adults aged ≥ 18 years. Multivariable logistic regression and predictive margin methods were used to estimate linear time trends in any and greater-than-weekly levels of cannabis use by year and SPD status and rates of psychiatric hospitalization and outpatient mental health care. FINDINGS Rates of any and weekly-plus cannabis use increased similarly among individuals with SPD compared to those without from 200 to 2014 but more rapidly in SPD every year from 2015 to 2019 (p < 0.001). Among individuals with SPD, no use was associated with a 4.2 % probability of psychiatric hospitalization, significantly less than less-than-weekly (5.0 %, p = 0.037) and weekly-plus cannabis use (5.1 %, p = 0.028). For outpatient mental health care, no use was associated with a 27.4 % probability (95 % CI 26.7-28.1 %) of any outpatient care, significantly less than less than weekly use (32.6 % probability, p < 0.001) and weekly-plus use (29.9 % probability, p = 0.01). CONCLUSIONS Cannabis use is increasing more rapidly among individuals with SPD than the general population, and is associated with increased rates of psychiatric hospitalization and outpatient service use. These findings can inform policy makers looking to tailor regulations on advertising for cannabis and develop public health messaging on cannabis use by people with mental illness.
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Affiliation(s)
- Andrew S Hyatt
- Health Equity Research Lab, Cambridge Health Alliance, 1493 Cambridge Street, Cambridge, MA 02139, USA; Department of Psychiatry, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA.
| | - Michael William Flores
- Health Equity Research Lab, Cambridge Health Alliance, 1493 Cambridge Street, Cambridge, MA 02139, USA; Department of Psychiatry, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
| | - Benjamin Lê Cook
- Health Equity Research Lab, Cambridge Health Alliance, 1493 Cambridge Street, Cambridge, MA 02139, USA; Department of Psychiatry, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA
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van Dellen E. Precision psychiatry: predicting predictability. Psychol Med 2024; 54:1500-1509. [PMID: 38497091 DOI: 10.1017/s0033291724000370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Precision psychiatry is an emerging field that aims to provide individualized approaches to mental health care. An important strategy to achieve this precision is to reduce uncertainty about prognosis and treatment response. Multivariate analysis and machine learning are used to create outcome prediction models based on clinical data such as demographics, symptom assessments, genetic information, and brain imaging. While much emphasis has been placed on technical innovation, the complex and varied nature of mental health presents significant challenges to the successful implementation of these models. From this perspective, I review ten challenges in the field of precision psychiatry, including the need for studies on real-world populations and realistic clinical outcome definitions, and consideration of treatment-related factors such as placebo effects and non-adherence to prescriptions. Fairness, prospective validation in comparison to current practice and implementation studies of prediction models are other key issues that are currently understudied. A shift is proposed from retrospective studies based on linear and static concepts of disease towards prospective research that considers the importance of contextual factors and the dynamic and complex nature of mental health.
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Affiliation(s)
- Edwin van Dellen
- Department of Psychiatry and University Medical Center Utrecht Brain Center, Utrecht University, Utrecht, the Netherlands
- Department of Neurology, UZ Brussel and Vrije Universiteit Brussel, Brussels, Belgium
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Goga LY, Marais BS. Schizophrenia and schizoaffective disorder: Length of stay and associated factors. S Afr J Psychiatr 2024; 30:2237. [PMID: 38726337 PMCID: PMC11079426 DOI: 10.4102/sajpsychiatry.v30i0.2237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 03/22/2024] [Indexed: 05/12/2024] Open
Abstract
Background Patients with schizophrenia and schizoaffective disorder often require longer admissions. Aim To explore length of stay (LOS) and associated factors of patients with schizophrenia and schizoaffective disorder, admitted to a public sector specialised psychiatric hospital, over a 4-year period. Setting The study was conducted at Tara Hospital in Johannesburg. Methods A retrospective record review of 367 adult schizophrenia and schizoaffective disorder patients admitted between 01 January 2015 and 31 December 2018. Average LOS was calculated and the proportion of short-stay (< 30 days), medium-stay (31-90 days) and long-stay (> 90 days) admissions determined. Sociodemographic, clinical and admission outcome data were collected and analysed from a randomly selected subset of patients in each LOS category. Results Mean LOS was 128 days (median 87, interquartile range [IQR] 49-164, range 0-755 days). A significantly greater proportion had long-stay admissions (p < 0.001). Male gender (p = 0.018), being unmarried (p = 0.006), treatment resistant (p < 0.001) and on clozapine (p = 0.009) were factors found to have a significant association with long-stay admissions. Rates of unemployment (> 80%), comorbid substance use disorders (> 40%), medical illnesses (> 40%), antipsychotic polypharmacy (> 40%) and readmissions (> 80%) were high. Most (> 80%) were discharged. Conclusion Long-stay admissions were frequently required for patients with schizophrenia and schizoaffective disorder admitted to Tara Hospital. Contribution This study highlights factors associated with long-stay admissions in patients with schizophrenia and schizoaffective disorder. More research is needed into whether increased access to community-based services, such as residential and daycare facilities, outpatient substance rehabilitation programmes and dual diagnosis clinics, could translate into shorter admissions, less frequent relapses and improved outcomes in this population.
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Affiliation(s)
- Ladawa Y Goga
- Department of Psychiatry, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Belinda S Marais
- Department of Psychiatry, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
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Nowbath N, Abdelatif N, Lippi G. Comparing the medication costs of treating patients with schizophrenia who use cannabis with those who do not. S Afr J Psychiatr 2024; 30:2211. [PMID: 38726333 PMCID: PMC11079364 DOI: 10.4102/sajpsychiatry.v30i0.2211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 02/19/2024] [Indexed: 05/12/2024] Open
Abstract
Background Cannabis use is more prevalent among people with schizophrenia than in the general population. This usage detrimentally impacts disease prognosis, contributing to escalated admissions, heightened severity of psychotic symptoms, and reduced medication response. The recent decriminalisation of cannabis in South Africa may lead to an upsurge in usage, consequently intensifying the strain on mental healthcare services. Aim This study aimed to compare the medication costs of patients with schizophrenia depending on cannabis use. Setting Weskoppies Hospital, Pretoria, South Africa, 2018-2019. Methods Data pertaining to medication expenses during the 2018-2019 period were acquired from the hospital pharmacy. Data were collected from 114 patient records to form two equal cohorts: one exposed to cannabis and the other non-exposed, as indicated by urine drug screens or admission of cannabis use. Medications prescribed from admission to time of being ready for discharge were recorded and corresponding costs were calculated. Results Patients who were exposed to cannabis had higher medication costs (R 516.47) than patients who were non-exposed (R 328.69) (p = 0.0519), over the whole admission period. Conclusion Cannabis exposure escalates the financial burden of treating schizophrenia at Weskoppies Hospital. This might be attributed to failure of cost-effective, first-line medications prompting the prescription of costlier, second-line alternatives or higher prescribed dosages. Contribution This study contributes to findings that it is more expensive to treat patients with schizophrenia who have relapsed, if they are using cannabis. This finding has future cost implications when budgeting for pharmacotherapeutic treatment.
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Affiliation(s)
- Nikhil Nowbath
- Department of Psychiatry, School of Medicine, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
| | - Nada Abdelatif
- Department of Biostatistics Research Unit, South African Medical Research Council, Pretoria, South Africa
| | - Gian Lippi
- Department of Psychiatry, School of Medicine, Faculty of Health Sciences, University of Pretoria, Pretoria, South Africa
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Denissoff A, Taipale H, Tiihonen J, Di Forti M, Mittendorfer-Rutz E, Tanskanen A, Mustonen A, Niemelä S. Antipsychotic Use and Psychiatric Hospitalization in First-Episode Non-affective Psychosis and Cannabis Use Disorder: A Swedish Nationwide Cohort Study. Schizophr Bull 2024:sbae034. [PMID: 38534050 DOI: 10.1093/schbul/sbae034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/28/2024]
Abstract
BACKGROUND AND HYPOTHESIS There is a paucity of research on treatment outcomes of patients with psychosis and cannabis use disorder (CUD). We aimed to compare the effectiveness of antipsychotics in reducing the risk of hospitalization in patients with first-episode psychosis (FEP) and co-occurring CUD. STUDY DESIGN We utilized a nationwide Swedish cohort of patients with longitudinal register data from the year 2006 to 2021. Participants were patients with FEP and co-occurring CUD (n = 1820, 84.73% men, mean age 26.80 years, SD 8.25 years). The main outcome was hospitalization due to psychotic relapse. Hospitalization due to any psychiatric disorder or substance use disorder (SUD) were examined as secondary outcomes. Within-individual Cox regression models were used to study these associations. STUDY RESULTS Use of any antipsychotic was associated with a 33% risk reduction of psychotic relapse (aHR = 0.67; 95% CI 0.60-0.75). Clozapine (0.43; 0.29-0.64), long-acting injectable (LAI) formulations of risperidone (0.40; 0.22-0.71), aripiprazole (0.42; 0.27-0.65), and paliperidone (0.46; 0.30-0.69) were associated with the lowest risk of relapse. The association between the LAI formulation of olanzapine and hospitalization due to psychosis was statistically non-significant (0.61; 0.35-1.05). Clozapine was associated with an 86% risk reduction of hospitalization due to SUD (0.14; 0.05-0.44). Of oral non-clozapine antipsychotics, aripiprazole was associated with the lowest risk of hospitalization due to psychotic relapse (0.61; 0.45-0.83). CONCLUSIONS These findings support the use of clozapine, LAI formulations of second-generation antipsychotics other than olanzapine, or oral aripiprazole to prevent hospitalization in FEP and co-occurring CUD.
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Affiliation(s)
- Alexander Denissoff
- Department of Psychiatry, Faculty of Medicine, University of Turku, Turku, Finland
- Addiction Psychiatry Unit, Department of Psychiatry, Turku University Hospital, The Wellbeing Services County of Southwest Finland, Turku, Finland
| | - Heidi Taipale
- Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Jari Tiihonen
- Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Marta Di Forti
- Department of Social Genetics and Developmental Psychiatry, IoPPN, King's College London, London, England
| | | | - Antti Tanskanen
- Department of Forensic Psychiatry, University of Eastern Finland, Niuvanniemi Hospital, Kuopio, Finland
- Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | - Antti Mustonen
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Department of Psychiatry, Seinäjoki Central Hospital, Seinäjoki, Finland
| | - Solja Niemelä
- Department of Psychiatry, Faculty of Medicine, University of Turku, Turku, Finland
- Addiction Psychiatry Unit, Department of Psychiatry, Turku University Hospital, The Wellbeing Services County of Southwest Finland, Turku, Finland
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Beaudoin M, Dellazizzo L, Giguère S, Guay JP, Giguère CE, Potvin S, Dumais A. Is There a Dose-Response Relationship Between Cannabis Use and Violence? A Longitudinal Study in Individuals with Severe Mental Disorders. Cannabis Cannabinoid Res 2024; 9:241-251. [PMID: 36787482 DOI: 10.1089/can.2022.0038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023] Open
Abstract
Introduction: Recent longitudinal studies point toward the existence of a positive relationship between cannabis use and violence in people with severe mental disorders (SMD). However, the existence of a dose-response relationship between the frequency/severity of cannabis use and violence has seldom been investigated. Therefore, this study aims to determine if such a relationship exists in a psychiatric population. Methods: To do so, a total of 98 outpatients (81 males and 17 females, all over 18 years of age) with SMD were recruited at the Institut universitaire de santé mentale de Montréal (Montréal, Canada) and included in the analyses. Clinical evaluations were conducted every 3 months for a year. Substance use, violent behaviors, and potential covariables were assessed through self-reported assessments, urinary testing, as well as clinical, criminal, and police records. Using generalized estimating equations, the association between cannabis use frequency (nonusers, occasional, regular, and frequent users) and violence was investigated, as well as the association between the severity of cannabis use and violent behaviors. Results: It was found that cannabis use frequency and severity were significant predictors of violent behaviors. After adjustment for time, age, sex, ethnicity, diagnoses, impulsivity, and use of alcohol and stimulants, odds ratios were of 1.91 (p<0.001) between each frequency profile and 1.040 (p<0.001) for each increase of one point of the severity of cannabis use score (ranging from 0 to 79). Conclusions: Despite the high attrition rate, these findings may have important implications for clinicians as cannabis use may have serious consequences in psychiatric populations. Nevertheless, the mechanisms underlying this association remain unclear.
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Affiliation(s)
- Mélissa Beaudoin
- Psychiatry and Addictology Department, Faculty of Medicine, University of Montreal, Montreal, Canada
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
- Faculty of Medicine, McGill University, Montreal, Canada
| | - Laura Dellazizzo
- Psychiatry and Addictology Department, Faculty of Medicine, University of Montreal, Montreal, Canada
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
| | - Sabrina Giguère
- Psychiatry and Addictology Department, Faculty of Medicine, University of Montreal, Montreal, Canada
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
| | - Jean-Pierre Guay
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
- Institut National de Psychiatrie Légale Philippe-Pinel, Montreal, Canada
- Faculty of Arts and Sciences, Criminology School, University of Montreal, Montreal, Canada
- Centre International de Criminologie Comparée, Montreal, Canada
| | | | - Stéphane Potvin
- Psychiatry and Addictology Department, Faculty of Medicine, University of Montreal, Montreal, Canada
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
| | - Alexandre Dumais
- Psychiatry and Addictology Department, Faculty of Medicine, University of Montreal, Montreal, Canada
- Research Center, Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada
- Institut National de Psychiatrie Légale Philippe-Pinel, Montreal, Canada
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Hyatt A, Mullin B, Hasler V, Madore D, Progovac AM, Cook BL, DeLisi LE. Predictors of relapse and engagement in care one year after ending services in an urban safety net coordinated specialty care program for first episode psychosis. Schizophr Res 2024; 264:140-146. [PMID: 38128345 PMCID: PMC10983670 DOI: 10.1016/j.schres.2023.12.022] [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: 06/23/2023] [Revised: 11/08/2023] [Accepted: 12/17/2023] [Indexed: 12/23/2023]
Abstract
OBJECTIVE This study aimed to identify risk factors for relapse (psychiatric emergency department visits or hospitalization) and lack of follow-up with outpatient psychiatric care in the 12 months after ending services in an urban safety net coordinated specialty care (CSC) program for first episode psychosis (FEP). METHODS The study population (n = 143) were individuals with FEP who had any CSC care between 2014 and 2021. To identify risk factors for relapse and follow up after exit, multivariable logistic regression was performed using data from electronic health records and linked insurance claims data. RESULTS Individuals with any emergency department visit or hospitalization 12 months prior to ending CSC (aOR = 4.69, 95 % CI 1.78-12.34) and those who were using cannabis at last CSC contact (aOR = 4.06, 95 % CI 1.56-10.56) had a higher risk of relapse after ending CSC services. Cannabis use at last contact was also associated with lower rates of outpatient psychiatric follow-up (aOR = 0.32, 95 % CI 0.12-0.94), while CSC duration in months had a small positive association with post-CSC psychiatric follow-up. There were no differences in relapse or follow-up by race or ethnicity, primary diagnosis, or medication usage. CONCLUSIONS Prior relapse during CSC predicted relapse in the 12 months after ending CSC services, but not outpatient follow up. Cannabis use predicted both a higher rate of relapse and a lower rate of follow up after ending services. There were no differences by race or ethnicity in our sample, suggesting that once individuals engaged in FEP care there were no evident disparities in the observed outcomes.
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Affiliation(s)
- Andrew Hyatt
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States.
| | - Brian Mullin
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States
| | - Victoria Hasler
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States
| | - Drew Madore
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States
| | - Ana M Progovac
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States
| | - Benjamin Lê Cook
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States
| | - Lynn E DeLisi
- Cambridge Health Alliance, Department of Psychiatry, 1493 Cambridge Street, Cambridge 02139, MA, United States; Harvard Medical School, Department of Psychiatry, 25 Shattuck Street, Boston 02115, MA, United States
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Ricci V, Di Muzio I, Ceci F, Di Carlo F, Mancusi G, Piro T, Paggi A, Pettorruso M, Vellante F, De Berardis D, Martinotti G, Maina G. Aberrant salience in cannabis-induced psychosis: a comparative study. Front Psychiatry 2024; 14:1343884. [PMID: 38260781 PMCID: PMC10801803 DOI: 10.3389/fpsyt.2023.1343884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 12/20/2023] [Indexed: 01/24/2024] Open
Abstract
Background Natural Cannabis (NC) and Synthetic Cannabinoids (SCs) use can increase the risk and exacerbate the course of psychotic disorders. These could be influenced by the Aberrant Salience (AS) construct. It refers to an excess of attribution of meaning to stimuli that are otherwise regarded as neutral, thereby transform them into adverse, dangerous, or mysterious entities. This leads the patient to engage in aberrant and consequently incorrect interpretative efforts concerning the normal perception of reality and its relationship with our analytical abilities. AS appears to play a significant role in the onset and perpetuation of psychotic disorders. The internal conflict arising from aberrant attributions of significance leads to delusional thoughts, ultimately culminating in the establishment of a self-sustaining psychosis. Aims To examine the differences between psychoses course not associated with cannabis use and those associated with NC-use and SCs-use, in terms of psychotic and dissociative symptoms, AS, global functioning and suicidal ideation. Methods A sample of 62 patients with First Episode Psychosis (FEP) was divided into 3 groups: non cannabis users (non-users, N = 20); NC-users or rather Delta-9-tetrahydrocannabinol (THC) users (THC-users, N = 21); SCs-users, commonly referred to as SPICE-users (SPICE-users, N = 20). Each group underwent assessments at the onset of psychotic symptoms, as well as at the 3 months and 6 months marks, utilizing a range of psychopathological scales. These included the Positive and Negative Syndrome Scale (PANSS) for investigating psychotic symptoms, the Global Assessment of Functioning (GAF) scale for assessing overall functioning, the Dissociative Experiences Scale (DES-II) for measuring dissociative symptoms, the Scale for Suicide Ideation (SSI) for evaluating suicidal ideation and the Aberrant Salience Inventory (ASI) scale for gauging AS. Results SPICE-users showed more severe and persistent positive symptoms, while negative symptoms were mostly represented among non-users. Non-users showed better recovery than SPICE-users in global functioning. All groups showed a decrease in both ASI scores and subscale scores. SPICE-users exhibited higher global AS scores and less improvement in this aspect compared to other groups. Conclusion This study may help understanding the role of AS in both non-substance-related and substance-induced psychosis. This knowledge may lead clinician to a better diagnosis and identify patient-tailored psychopharmacological treatment.
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Affiliation(s)
- Valerio Ricci
- Department of Neuroscience, San Luigi Gonzaga University Hospital, Orbassano, Italy
| | - Ilenia Di Muzio
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
| | - Franca Ceci
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
| | - Francesco Di Carlo
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
| | - Gianluca Mancusi
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
| | - Tommaso Piro
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
| | - Andrea Paggi
- Department of Neuroscience, San Luigi Gonzaga University Hospital, Orbassano, Italy
| | - Mauro Pettorruso
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
- Department of Mental Health, ASL Lanciano-Vasto-Chieti, Chieti, Italy
| | - Federica Vellante
- Department of Mental Health, ASL Lanciano-Vasto-Chieti, Chieti, Italy
| | - Domenico De Berardis
- NHS, Department of Mental Health, Psychiatric Service for Diagnosis and Treatment, Hospital “G. Mazzini”, Teramo, Italy
| | - Giovanni Martinotti
- Department of Neurosciences, Imaging and Clinical Sciences, Università degli Studi G. D’Annunzio Chieti-Pescara, Chieti, Italy
- Department of Clinical and Pharmaceutical Sciences, University of Hertfordshire, Hatfield, United Kingdom
| | - Giuseppe Maina
- Department of Neuroscience, San Luigi Gonzaga University Hospital, Orbassano, Italy
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11
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Stewart R, Chaturvedi J, Roberts A. Natural language processing - relevance to patient outcomes and real-world evidence. Expert Rev Pharmacoecon Outcomes Res 2024; 24:5-9. [PMID: 37874661 DOI: 10.1080/14737167.2023.2275670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 10/23/2023] [Indexed: 10/26/2023]
Affiliation(s)
- Robert Stewart
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Jaya Chaturvedi
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Angus Roberts
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK
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12
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Rühl F, Lambert M, Rohenkohl A, Kraft V, Daubmann A, Schneider BC, Luedecke D, Karow A, Gallinat J, Leicht G, Schöttle D. Remission with or without comorbid substance use disorders in early psychosis: long-term outcome in integrated care (ACCESS III study). Front Psychol 2023; 14:1237718. [PMID: 38187418 PMCID: PMC10768197 DOI: 10.3389/fpsyg.2023.1237718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 12/04/2023] [Indexed: 01/09/2024] Open
Abstract
Introduction Schizophrenia-Spectrum-Disorders are associated with poor long-term outcome as well as disability and often severely affect the lives of patients and their families often from symptom onset. Up to 70% of first episode psychosis (FEP) patients suffer from comorbid substance use disorders (SUD). We aimed at studying the course of illness in FEP patients within evidence-based care, with and without comorbid SUD, to examine how decreased, remitted or persistent substance use impacted rates of a combined symptomatic and functional long-term recovery compared with patients without SUD. Methods ACCESS III is an integrated care model for FEP or patients in the early phase of non-affective and affective psychotic disorders. Treatment trajectories of patients, who had been in ACCESS care for 1 year, with and without SUD were compared with regard to the course of illness and quality of life using Mixed Model Repeated Measures (MMRM) and recovery rates were compared using binary logistic regression. Change in substance use was coded as either persistent, decreased/remitted or no use. Results ACCESS III was a prospective 1-year study (N = 120) in patients aged 12-29 years. Of these, 74 (61.6%) had a comorbid SUD at admission. There were no group differences regarding the course of illness between patients with or without comorbid SUD or between patients with a substance abuse or substance dependence. The only outcome parameter that was affected by SUD was quality of life, with larger improvement found in the group without substance use (p = 0.05) compared to persistent and remitted users. Using LOCF, 44 patients (48.9%) fulfilled recovery criteria at the endpoint; recovery did not differ based on substance use status. Discussion SUD and especially substance dependence are common in psychotic disorders even in FEP patients. Evidence-based integrated care led to long-term improvement in patients with comorbid SUD and rate of recovery did not differ for patients with substance use.
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Affiliation(s)
- Friederike Rühl
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Martin Lambert
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anja Rohenkohl
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Vivien Kraft
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anne Daubmann
- Department of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Brooke C. Schneider
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Daniel Luedecke
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anne Karow
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jürgen Gallinat
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Gregor Leicht
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Daniel Schöttle
- Psychosis Centre, Department of Psychiatry and Psychotherapy, Centre for Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Coronado-Montoya S, Abdel-Baki A, Côté J, Crockford D, Dubreucq S, Fischer B, Lachance-Touchette P, Lecomte T, L'Heureux S, Ouellet-Plamondon C, Roy MA, Tatar O, Tibbo P, Villeneuve M, Wittevrongel A, Jutras-Aswad D. Evaluation of a Cannabis Harm Reduction Intervention for People With First-Episode Psychosis: Protocol for a Pilot Multicentric Randomized Trial. JMIR Res Protoc 2023; 12:e53094. [PMID: 38109196 PMCID: PMC10758938 DOI: 10.2196/53094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 10/27/2023] [Accepted: 11/24/2023] [Indexed: 12/19/2023] Open
Abstract
BACKGROUND Cannabis use is highly prevalent in young people with first-episode psychosis (FEP). Most report cannabis use and are often diagnosed with a cannabis use disorder upon admission to specialized services for psychosis. Cannabis use in this population is associated with worse clinical and psychosocial outcomes, rendering it an important clinical target. Despite this, few cannabis-specific interventions have been developed for FEP and empirically evaluated through randomized controlled trials. Most evaluated interventions have targeted cannabis abstinence, with limited efficacy, but none have centered on harm reduction outcomes for people with FEP who use cannabis. Early intervention services (EIS), the standard of care for FEP, have not successfully addressed problematic cannabis use in people with FEP either. Clinical trials are needed to explore the potential of harm reduction strategies, although these should be preceded by robust pilot studies to establish optimal design and approaches. OBJECTIVE Recognizing the need for harm reduction strategies for individuals with FEP who use cannabis and based on research on patients' preferences supporting harm reduction interventions, we developed a mobile app-based cannabis harm reduction intervention for this population. This intervention is called Cannabis Harm-reducing Application to Manage Practices Safely (CHAMPS). Here, we describe the protocol for a multicenter, 2-arm, parallel group, randomized pilot trial evaluating the acceptability of CHAMPS for people with FEP who use cannabis and the feasibility of conducting a full-scale trial in this population using CHAMPS. The impact on key clinical outcomes will also be explored. METHODS This pilot trial aims to recruit 100 young people with FEP using cannabis from 6 Canadian EIS clinics. Participants will be randomized in a 1:1 ratio to CHAMPS+EIS or EIS-only. CHAMPS acceptability will be assessed using completion rates for the intervention arm. Trial feasibility will be assessed using a retention rate for randomized participants. Secondary outcomes will explore tendencies of change in the use of protective behavioral strategies and in motivation to change strategies. Exploratory outcomes include cannabis use-related problems, other substance use, the severity of dependence, psychotic symptoms, and health care service use. RESULTS Recruitment began in December 2021. Data collection and analysis are expected to be completed in early 2024. Study results describing CHAMPS acceptability and trial feasibility will then be submitted for publication in a peer-reviewed journal. CONCLUSIONS CHAMPS uniquely combines evidence-based approaches, patient perspectives, and mobile health technology to support harm reduction in people with FEP who use cannabis. Attaining adequate acceptability and feasibility through this trial may justify further exploration of harm reduction tools, particularly within the context of conducting a larger-scale randomized controlled trial. This pilot trial has the potential to advance knowledge for researchers and clinicians regarding a feasible and user-acceptable research design in the cannabis and early psychosis fields. TRIAL REGISTRATION ClinicalTrials.gov NCT04968275, https://clinicaltrials.gov/ct2/show/NCT04968275. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/53094.
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Affiliation(s)
- Stephanie Coronado-Montoya
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
| | - Amal Abdel-Baki
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
- Department of Psychiatry, Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - José Côté
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
- Faculty of Nursing, Université de Montréal, Montreal, QC, Canada
| | - David Crockford
- Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Simon Dubreucq
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
| | - Benedikt Fischer
- Centre for Applied Research in Addiction and Mental Health, Simon Fraser University, Vancouver, BC, Canada
- Research & Graduate Studies Division, University of the Fraser Valley, Abbotsford, BC, Canada
- Department of Psychiatry, Federal University of Sao Paulo, Sao Paulo, Brazil
- School of Population Health, University of Auckland, Auckland, New Zealand
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | | | - Tania Lecomte
- Department of Psychology, Université de Montréal, Montréal, QC, Canada
- Centre de Recherche de l'Institut Universitaire en Santé Mentale de Montréal, Montréal, QC, Canada
| | - Sophie L'Heureux
- Clinique Notre-Dame des Victoires, Institut Universitaire en Santé Mentale, Centre Intégré Universitaire de Soins et Services Sociaux de la Capitale Nationale, Québec, QC, Canada
- Department of Psychiatry and Neurosciences, Laval University, Québec, QC, Canada
| | - Clairélaine Ouellet-Plamondon
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
- Department of Psychiatry, Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - Marc-André Roy
- Department of Psychiatry and Neurosciences, Laval University, Québec, QC, Canada
- Centre de Recherche de l'Institut Universitaire en Santé Mentale de Québec, Québec, QC, Canada
- Centre de Recherche CERVO, Québec, QC, Canada
| | - Ovidiu Tatar
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Phillip Tibbo
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Marie Villeneuve
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
| | - Anne Wittevrongel
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
| | - Didier Jutras-Aswad
- Department of Psychiatry and Addiction, Université de Montréal, Montreal, QC, Canada
- Research Centre, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
- Department of Psychiatry, Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
- University Institute on Addictions, Montreal, QC, Canada
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14
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Patel R, Chan KMY, Palmer EOC, Valko M, Guruswamy G, Ker S, Batra G, Rentería ME, Kollins SH. Associations of comorbid substance use disorders with clinical outcomes in schizophrenia using electronic health record data. Schizophr Res 2023; 260:191-197. [PMID: 37683509 PMCID: PMC10881404 DOI: 10.1016/j.schres.2023.08.023] [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: 09/16/2022] [Revised: 07/10/2023] [Accepted: 08/27/2023] [Indexed: 09/10/2023]
Abstract
BACKGROUND AND HYPOTHESIS Schizophrenia and comorbid substance use disorders (SUDs) are associated with poor treatment outcomes but differences between the associations of different SUDs with clinical outcomes are poorly characterized. This study examines the associations of comorbid SUDs with clinical outcomes in schizophrenia using a largescale electronic health record (EHR) database. DESIGN Real-world data (RWD) analysis using the NeuroBlu database; de-identified EHR data were analysed. Multivariable logistic regression, Poisson and CoxPH models were used to compare the associations of specific comorbid SUDs with outcome variables. RESULTS Comorbid SUD was significantly different on all outcome measures compared to no SUD (U = 1.44e7-1.81e7, all ps < .001), except number of unique antipsychotics (U = 1.61e7, p = .43). Cannabis (OR = 1.58, p < .001) and polysubstance (OR = 1.22, p = .007) use disorders were associated with greater CGI-S. Cannabis (IRR = 1.13, p = .003) and polysubstance (IRR = 1.08, p = .003) use disorders were associated with greater number of unique antipsychotics prescribed, while cocaine (HR = 1.87, p < .001), stimulants (HR = 1.64, p = .024), and polysubstance (HR = 1.46, p < .001) use disorders were associated with a shorter time to antipsychotic discontinuation. Conversely, alcohol use (IRR = 0.83, p < .001), cocaine use (IRR = 0.61, p < .001), opioid use (IRR = 0.61, p < .001), stimulant use (IRR = 0.57, p < .001) and polysubstance use (IRR = 0.87, p < .001) disorders were associated fewer inpatient days. CONCLUSION Comorbid SUDs were generally associated with greater CGI-S and poorer clinical outcomes in patients with schizophrenia. Treatment strategies should target not only schizophrenia symptoms but also comorbid SUD to improve management of both conditions.
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Affiliation(s)
- Rashmi Patel
- King's College London, Institute of Psychiatry, Psychology and Neuroscience, London, UK.
| | | | | | | | | | - Sheryl Ker
- Holmusk Technologies Inc., New York, NY, USA
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15
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Levi L, Bar-Haim M, Winter-van Rossum I, Davidson M, Leucht S, Fleischhacker WW, Park J, Davis JM, Kahn RS, Weiser M. Cannabis Use and Symptomatic Relapse in First Episode Schizophrenia: Trigger or Consequence? Data From the OPTIMISE Study. Schizophr Bull 2023; 49:903-913. [PMID: 36999551 PMCID: PMC10318873 DOI: 10.1093/schbul/sbad033] [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] [Indexed: 04/01/2023]
Abstract
BACKGROUND AND HYPOTHESIS This analysis examined the relationship between cannabis use, compliance with antipsychotics and risk for relapse in patients in remission following a first episode of schizophrenia, schizophreniform, or schizoaffective disorder. STUDY DESIGN Analyses were performed on data from a large European study on first episode of schizophrenia, schizophreniform, or schizoaffective disorder (OPTiMiSE). After 10 weeks of antipsychotic treatment, 282/446 patients (63%) met criteria for symptomatic remission; of whom 134/282 (47.5%) then completed a 1-year follow-up. Cross-lagged models and mediation models investigated the temporal relationships between cannabis use, compliance with antipsychotics, social functioning, and symptomatic worsening/relapse. STUDY RESULTS Compared to nonusers, cannabis use increased risk for relapse, adjusted hazard ratio (HR) = 3.03 (SE = 0.32), P < .001, even in patients who were compliant with antipsychotic medication, adjusted HR = 2.89, (SE = 0.32), P < .001. Cannabis use preceded symptomatic worsening and was followed by worsening of Positive and Negative Syndrome Scale total score at the 1-year end-point (standardized β = 0.62, SE = 0.19, P = .001) and by worsening of social functioning (coef = -0.66, P ≤ .001). CONCLUSIONS In patients in remission from their first episode of schizophrenia, schizophreniform, or schizoaffective disorder, cannabis use increases the rate of relapse in both compliant and noncompliant individuals. Importantly, the temporal relationship between cannabis and relapse was that cannabis use preceded later relapse, noncompliance, and decrease in social functioning, and not that patients began to relapse, then used cannabis. Further research with a precision psychiatry approach might identify those patients in particular danger of relapse when using cannabis.
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Affiliation(s)
- Linda Levi
- Psychiatry Department, Sheba Medical Center, Ramat Gan, Israel
| | - Mor Bar-Haim
- Psychiatry Department, Sheba Medical Center, Ramat Gan, Israel
| | - Inge Winter-van Rossum
- Department of Psychiatry, University Medical Center Utrecht Brain Center, Utrecht University, Utrecht, The Netherlands
| | | | - Stefan Leucht
- Psychiatry Department, Technical University of Munich, Munich, Germany
| | | | - Jinyoung Park
- Department of Psychology and Neuroscience, Duke University, Durham, NC
| | - John M Davis
- Department of Psychiatry, University of Illinois, Chicago, IL
| | - Renè S Kahn
- Department of Psychiatry, Icahn School of Medicine, Mount Sinai, NY
| | - Mark Weiser
- Psychiatry Department, Sheba Medical Center, Ramat Gan, Israel
- Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
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16
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Segura AG, Mané A, Prohens L, Rodriguez N, Mezquida G, Cuesta MJ, Vieta E, Amoretti S, Lobo A, González-Pinto A, Diaz-Caneja CM, Roldán-Bejarano A, Jimenez E, Baeza I, Legido T, Saiz-Ruiz J, Bernardo M, Mas S. Exploration of cannabis use and polygenic risk scores on the psychotic symptom progression of a FEP cohort. Psychiatry Res 2023; 325:115249. [PMID: 37178502 DOI: 10.1016/j.psychres.2023.115249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 05/05/2023] [Accepted: 05/07/2023] [Indexed: 05/15/2023]
Abstract
Cannabis use is highly prevalent in first-episode psychosis (FEP) and plays a critical role in its onset and prognosis, but the genetic underpinnings promoting both conditions are poorly understood. Current treatment strategies for cannabis cessation in FEP are clearly inefficacious. Here, we aimed to characterize the association between cannabis-related polygenic risk scores (PRS) on cannabis use and clinical course after a FEP. A cohort of 249 FEP individuals were evaluated during 12 months. Symptom severity was measured with the Positive and Negative Severity Scale and cannabis use with the EuropASI scale. Individual PRS for lifetime cannabis initiation (PRSCI) and cannabis use disorder (PRSCUD) were constructed. Current cannabis use was associated with increased positive symptoms. Cannabis initiation at younger ages conditioned the 12-month symptom progression. FEP patients with higher cannabis PRSCUD reported increased baseline cannabis use. PRSCI was associated with the course of negative and general symptomatology over follow-up. Cannabis use and symptom progression after a FEP were modulated by cannabis PRS, suggesting that lifetime initiation and use disorders may have partially independent genetic factors. These exploratory results may be the first step to identify those FEP patients more vulnerable to cannabis use and worse outcomes to ultimately develop tailored treatments.
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Affiliation(s)
- Alex G Segura
- Department of Clinical Foundations, Pharmacology Unit, University of Barcelona, Barcelona, Spain
| | - Anna Mané
- Hospital del Mar Medical Research Institute, Barcelona, Spain; Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain
| | - Llucia Prohens
- Department of Clinical Foundations, Pharmacology Unit, University of Barcelona, Barcelona, Spain
| | - Natalia Rodriguez
- Department of Clinical Foundations, Pharmacology Unit, University of Barcelona, Barcelona, Spain
| | - Gisela Mezquida
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Barcelona Clínic Schizophrenia Unit, Neuroscience Institute Hospital Clínic de Barcelona, Barcelona, Spain
| | - Manuel J Cuesta
- Department of Psychiatry, Complejo Hospitalario de Navarra, Pamplona, Spain; Navarra Institute for Health Research (IdiSNA), Pamplona, Spain
| | - Eduard Vieta
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Hospital Clínic de Barcelona, Barcelona, Spain; Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Silvia Amoretti
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Bipolar and Depressive Disorder Unit, Neuroscience Institute, Hospital Clínic de Barcelona, Barcelona, Spain; Group of Psychiatry, Mental Health and Addictions, Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Barcelona, Spain
| | - Antonio Lobo
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Department of Medicine and Psychiatry, Universidad de Zaragoza, Zaragoza, Spain; Instituto de Investigación Sanitaria Aragón (IIS Aragón), Zaragoza, Spain
| | - Ana González-Pinto
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Hospital Universitario de Alava, Vitoria-Gasteiz, Spain; Instituto de Investigación Sanitaria Bioaraba, Vitoria-Gasteiz, Spain; University of the Basque Country, Vizcaya, Spain
| | - Covadonga M Diaz-Caneja
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, Madrid, Spain; Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, Spain; School of Medicine, Universidad Complutense, Madrid, Spain
| | - Alexandra Roldán-Bejarano
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Psychiatry Department, Institut d'Investigació Biomèdica-Sant Pau (IIB-SANTPAU), Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Esther Jimenez
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Hospital Clínic de Barcelona, Barcelona, Spain; Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Immaculada Baeza
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Department of Child and Adolescent Psychiatry and Psychology, Clínic Institute of Neurosciences, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Teresa Legido
- Hospital del Mar Medical Research Institute, Barcelona, Spain
| | - Jeronimo Saiz-Ruiz
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Department of Psychiatry, Universidad de Alcala, Alcalá de Henares, Spain; Hospital Ramon y Cajal, Madrid, Spain; Instituto Ramón y Cajal de Investigación Sanitaria (IRyCIS), Madrid, Spain
| | - Miguel Bernardo
- Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain; Barcelona Clínic Schizophrenia Unit, Neuroscience Institute Hospital Clínic de Barcelona, Barcelona, Spain; Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Sergi Mas
- Department of Clinical Foundations, Pharmacology Unit, University of Barcelona, Barcelona, Spain; Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Madrid, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer (IDIBAPs), Barcelona, Spain.
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17
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Gouse BM, Boliver EE, Oblath R, Camacho L, Brown HE. Cannabis use among patients presenting to the emergency department for psychosis: Associations with restraint use, medication administration, psychiatric hospitalization, and repeat visits. Psychiatry Res 2023; 323:115151. [PMID: 36934468 DOI: 10.1016/j.psychres.2023.115151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 02/25/2023] [Accepted: 03/04/2023] [Indexed: 03/21/2023]
Abstract
Cannabis use is associated with increased severity of psychotic symptoms and the risk of acute agitation and aggressive behavior in inpatient (IP) and outpatient settings. Whether or not cannabis use is associated with increased acuity of psychosis-related ED presentations and risk of repeat ED visits for psychosis is unclear. In this retrospective study of 2,134 ED visits for acute psychosis, we investigated the risk of physical restraint, parenteral medication administration, psychiatric hospitalization, and recurrent ED visits. We examined ED visits between March 1, 2019 and February 28, 2021 based on urinary Tetrahydrocannabinol (THC) screen status (positive vs negative vs no screen). The risk of physical restraint, parenteral antipsychotic, and benzodiazepine administration was significantly greater in ED visits with a positive THC screen compared to those with a negative or no THC screen. We did not find an association between a positive urinary THC screen and IP hospitalization or the risk of recurrent ED presentation for psychosis within 90 days. These findings suggest that positive urinary THC may predict acute agitation or acuity of symptoms in ED settings and underscores the importance of screening for THC during ED presentations for psychosis.
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Affiliation(s)
- Brittany M Gouse
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Department of Psychiatry, Boston Medical Center, Boston, MA 02118, USA.
| | - Elijah E Boliver
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Boston University School of Public Health, Boston, MA 02118, USA
| | - Rachel Oblath
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Department of Psychiatry, Boston Medical Center, Boston, MA 02118, USA
| | - Luisa Camacho
- Department of Psychiatry, Boston Medical Center, Boston, MA 02118, USA
| | - Hannah E Brown
- Department of Psychiatry, Boston University School of Medicine, Boston, MA 02118, USA; Department of Psychiatry, Boston Medical Center, Boston, MA 02118, USA
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18
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Ahmed MS, Kornblum D, Oliver D, Fusar-Poli P, Patel R. Associations of remote mental healthcare with clinical outcomes: a natural language processing enriched electronic health record data study protocol. BMJ Open 2023; 13:e067254. [PMID: 36764723 PMCID: PMC9923317 DOI: 10.1136/bmjopen-2022-067254] [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] [Indexed: 02/12/2023] Open
Abstract
INTRODUCTION People often experience significant difficulties in receiving mental healthcare due to insufficient resources, stigma and lack of access to care. Remote care technology has the potential to overcome these barriers by reducing travel time and increasing frequency of contact with patients. However, the safe delivery of remote mental healthcare requires evidence on which aspects of care are suitable for remote delivery and which are better served by in-person care. We aim to investigate clinical and demographic associations with remote mental healthcare in a large electronic health record (EHR) dataset and the degree to which remote care is associated with differences in clinical outcomes using natural language processing (NLP) derived EHR data. METHODS AND ANALYSIS Deidentified EHR data, derived from the South London and Maudsley (SLaM) National Health Service Foundation Trust Biomedical Research Centre (BRC) Case Register, will be extracted using the Clinical Record Interactive Search tool for all patients receiving mental healthcare between 1 January 2019 and 31 March 2022. First, data on a retrospective, longitudinal cohort of around 80 000 patients will be analysed using descriptive statistics to investigate clinical and demographic associations with remote mental healthcare and multivariable Cox regression to compare clinical outcomes of remote versus in-person assessments. Second, NLP models that have been previously developed to extract mental health symptom data will be applied to around 5 million documents to analyse the variation in content of remote versus in-person assessments. ETHICS AND DISSEMINATION The SLaM BRC Case Register and Clinical Record Interactive Search (CRIS) tool have received ethical approval as a deidentified dataset (including NLP-derived data from unstructured free text documents) for secondary mental health research from Oxfordshire REC C (Ref: 18/SC/0372). The study has received approval from the SLaM CRIS Oversight Committee. Study findings will be disseminated through peer-reviewed, open access journal articles and service user and carer advisory groups.
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Affiliation(s)
- Muhammad Shamim Ahmed
- Department of Psychosis Studies, Division of Academic Psychiatry, Institute of Psychiatry Psychology and Neuroscience, London, UK
| | - Daisy Kornblum
- NIHR Maudsley Biomedical Research Centre, South London and Maudsley Mental Health NHS Trust, London, UK
| | - Dominic Oliver
- Department of Psychosis Studies, Division of Academic Psychiatry, Institute of Psychiatry Psychology and Neuroscience, London, UK
- Department of Psychiatry, University of Oxford, Oxford, UK
- NIHR Oxford Health Biomedical Research Centre, Oxford, UK
| | - Paolo Fusar-Poli
- Department of Psychosis Studies, Division of Academic Psychiatry, Institute of Psychiatry Psychology and Neuroscience, London, UK
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy
| | - Rashmi Patel
- NIHR Maudsley Biomedical Research Centre, South London and Maudsley Mental Health NHS Trust, London, UK
- Department of Psychological Medicine, Division of Academic Psychiatry, Institute of Psychiatry Psychology and Neuroscience, London, UK
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19
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First episode psychosis with and without the use of cannabis and synthetic cannabinoids: Psychopathology, global functioning and suicidal ideation and antipsychotic effectiveness. Psychiatry Res 2023; 320:115053. [PMID: 36682093 DOI: 10.1016/j.psychres.2023.115053] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 12/24/2022] [Accepted: 01/06/2023] [Indexed: 01/09/2023]
Abstract
BACKGROUND Natural Cannabis (NC) and Synthetic Cannabinoids (SCs) use can increase the risk of developing psychotic disorders and exacerbate their course. AIMS To examine the differences between psychoses not associated with cannabis use and those associated with NC and SCs use, evaluating psychotic symptoms, global functioning, dissociative symptoms and suicidal ideation. METHODS The sample of 61 patients with First Episode Psychosis (FEP) was divided into 3 groups: non-Cannabis users (non-users, N = 20); NC users (THC-users, N = 21); SCs users (SPICE-users, N = 20). Each group was assessed at FEP and after 3 and 9 months through specific psychopathological scales. RESULTS THC-users, and even more SPICE-users, displayed much more severe positive symptoms than non-users. Negative symptoms were higher among non-users. After 9 months the non-users had recovered significantly better than SPICE-users in their global functioning. Dissociative symptoms were significantly greater in substance users. Finally, suicidal ideation was higher in SPICE-users than in both THC-users and non-users. DISCUSSION The psychoses induced by NC and SCs showed different symptomatic pictures and outcomes from each other and when compared to the psychoses not associated with the use of substances; such knowledge could be relevant in identifying a specific drug treatment.
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20
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Fraser ER, Kordas G, Stokes B, McDonell MG, Oluwoye O. Recent substance use among clients with early psychosis and the potential to graduate from New Journeys. Early Interv Psychiatry 2023. [PMID: 36641810 DOI: 10.1111/eip.13386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 11/11/2022] [Accepted: 01/01/2023] [Indexed: 01/16/2023]
Abstract
AIM This study examined the relationship between recent substance use prior to intake and program graduation among young adults with early psychosis enrolled in coordinated specialty care. METHODS Participants (N = 248) were from New Journeys, a network of coordinated specialty care programs in Washington State. Recent (i.e., past 30 days) alcohol, cannabis, and other substance use was collected at intake and process data (e.g., contact) was collected by clinicians across a 2-year period. RESULTS At intake, 32% of participants reported alcohol use only, 26% cannabis use only, and 15% both alcohol and cannabis use. Participants who reported alcohol use only (p = .02), cannabis use only (p = .03), and any substance use (p = .02) had significantly lower chances of graduating from coordinated specialty care than individuals who do not use substances. CONCLUSIONS Unlike prior work, recent substance use influences clients' potential to graduate from New Journeys. Additional focus on the implementation of substance use treatment, with an emphasis on alcohol use, in coordinated specialty care programs is needed improve program completion rates.
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Affiliation(s)
- Elizabeth R Fraser
- Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA
| | - Gordon Kordas
- Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA
| | - Bryony Stokes
- Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA.,Prevention Science Graduate Program, Washington State University, Pullman, Washington, USA
| | - Michael G McDonell
- Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA
| | - Oladunni Oluwoye
- Elson S. Floyd College of Medicine, Washington State University, Spokane, Washington, USA
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21
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Bassir Nia A, Gibson CL, Spriggs SA, Jankowski SE, DeFrancisco D, Swift A, Perkel C, Galynker I, Honrao C, Makriyannis A, Hurd YL. Cannabis use is associated with low plasma endocannabinoid Anandamide in individuals with psychosis. J Psychopharmacol 2023; 37:484-489. [PMID: 36633290 DOI: 10.1177/02698811221148604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
BACKGROUND Cannabis use suppresses the endocannabinoid system in healthy individuals. However, the association between cannabis use with the endocannabinoid system is understudied in individuals with psychosis despite the high rate of cannabis use in these individuals. METHODS We enrolled 83 individuals who were admitted to an inpatient psychiatric unit with psychotic presentations, and measured their plasma levels of main endocannabinoids, Anandamide (AEA) and 2-Acylglycerol (2-AG), and endocannabinoid related compounds, Palmitoylethanolamine, and N-oleoylethanolamine. Cannabis use was assessed with urine toxicology and frequency of cannabis use was assessed using self-reported questionnaires. The Positive and Negative Syndrome Scale was used to assess the severity of psychotic symptoms. RESULTS Overall, we had 38 individuals in cannabis positive group (CN+) and 45 individuals in cannabis negative group (CN-). Compared to CN-, CN+ group had lower plasma levels of AEA, which remained significant after controlling for age, gender, race/ethnicity, and use of other drugs. CONCLUSION Cannabis use is associated with low plasma AEA levels in individuals with psychosis, which is in the same line with reported suppressive effects of cannabis on the endocannabinoid system in healthy individuals. Further studies are needed to investigate the clinical significance of this finding.
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Affiliation(s)
- Anahita Bassir Nia
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA.,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Claire L Gibson
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA.,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Sharron A Spriggs
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Samantha E Jankowski
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Daniel DeFrancisco
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Amy Swift
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Charles Perkel
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | - Igor Galynker
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA
| | | | | | - Yasmin L Hurd
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, USA.,Addiction Institute at Mount Sinai, New York City, NY, USA
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22
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Ricci V, Martinotti G, De Berardis D, Maina G. Lurasidone use in Cannabis-Induced Psychosis: A Novel Therapeutic Strategy and Clinical Considerations in Four Cases Report. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:16057. [PMID: 36498129 PMCID: PMC9737174 DOI: 10.3390/ijerph192316057] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 11/29/2022] [Accepted: 11/30/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND Lurasidone is an atypical antipsychotic approved for the acute and maintenance treatment of schizophrenia. Recently, lurasidone was also extended FDA approval for adults with major depressive episodes associated with bipolar I disorder (bipolar depression), as either a monotherapy or as adjunctive therapy with lithium or valproate. The use of low doses of atypical antipsychotics is an essential component of early intervention in psychosis, but little has yet been studied on first episode cannabis-induced psychosis. For its particular performance and tolerability, lurasidone is becoming an important option for the treatment of first-episode psychosis in youth. Case presentation four patients experiencing first cannabis-induced psychotic episode were treated with lurasidone. In all patients, there was an improvement in the clinical picture of psychosis. The recovery was positive, not only with the remission of positive and negative symptoms, but also regarding disruptive behaviour, with the return of functioning. All the patients were treated with lurasidone, with a target dose of 74-128 mg/day. No significant side effects were reported. CONCLUSION There are non-controlled studies for the use of lurasidone in first episode psychosis cannabis induced. These findings suggest that lurasidone is an atypical antipsychotic beneficial in this clinical picture. Treatment with medium-high doses of lurasidone could be effective and tolerable in this phase of the disorder. Randomized control trials with longer follow-up are recommended to confirm these positive results.
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Affiliation(s)
- Valerio Ricci
- San Luigi Gonzaga Hospital, University of Turin, 10043 Orbassano, Italy
| | - Giovanni Martinotti
- Department of Neurosciences, Imaging and Clinical Sciences, Università Degli Studi G. D’Annunzio Chieti-Pescara, 66100 Chieti, Italy
| | - Domenico De Berardis
- National Health Service, Department of Mental Health, Psychiatric Service for Diagnosis and Treatment, Hospital “G. Mazzini”, 64100 Teramo, Italy
| | - Giuseppe Maina
- San Luigi Gonzaga Hospital, University of Turin, 10043 Orbassano, Italy
- Department of Neurosciences “Rita Levi Montalcini”, University of Turin, 10043 Orbassano, Italy
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23
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Chesney E, Lamper D, Lloyd M, Oliver D, Hird E, McGuire P. Acceptability of cannabidiol in patients with psychosis. Ther Adv Psychopharmacol 2022; 12:20451253221128445. [PMID: 36312845 PMCID: PMC9608242 DOI: 10.1177/20451253221128445] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 09/07/2022] [Indexed: 11/21/2022] Open
Abstract
Background Cannabidiol (CBD) is a promising novel candidate treatment for psychosis. It has a more benign side effect profile than antipsychotic medications, and being treated with CBD is not perceived as being stigmatising. These observations suggest that patients with psychosis would find CBD to be a relatively acceptable treatment. Objective This study tested the above hypothesis by assessing the views of a sample of patients. Methods Patients with a psychotic disorder were invited to complete a survey exploring their expectations about the efficacy and side effects of CBD. Results Seventy patients completed the survey. The majority (86%) were willing to try CBD as a treatment. Most patients believed that CBD would improve their psychotic symptoms (69%) and that it would have fewer side effects than their current medication (64%; mainly antipsychotics). A minority of patients (10%) were concerned that CBD might exacerbate their psychotic symptoms. This, however, appeared to reflect confusion between the effects of CBD and those of cannabis. Conclusion Most patients with psychosis regard CBD as an acceptable treatment. Although CBD has not yet been approved as a treatment for psychosis, many patients are aware of it through the presence of CBD in cannabis and in health supplements. When added to the emerging evidence of its efficacy and the low risk of side effects, the high acceptability of CBD underlines its therapeutic potential.
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Affiliation(s)
- Edward Chesney
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, SE5 8AF, UK
| | - Doga Lamper
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Millie Lloyd
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Dominic Oliver
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Emily Hird
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
| | - Philip McGuire
- Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, UK
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24
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Mona K, Ntlantsana V, Tomita AM, Paruk S. Prevalence of cannabis use in people with psychosis in KwaZulu-Natal, South Africa. S Afr J Psychiatr 2022; 28:1927. [PMID: 36340643 PMCID: PMC9634825 DOI: 10.4102/sajpsychiatry.v28i0.1927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 08/22/2022] [Indexed: 11/06/2022] Open
Abstract
Background There is a high prevalence of cannabis use in patients with schizophrenia spectrum and other psychotic disorders, with comorbid cannabis use in this population being associated with poorer long-term outcomes. Aim To determine the prevalence of cannabis use in patients with a schizophrenia spectrum and other psychotic disorders. Setting The study was conducted at a psychiatric hospital in Durban, KwaZulu-Natal Province, South Africa. Methods A review of clinical records of patients admitted to the hospital for the period, June 2018 to June 2020, was conducted. Results A total of 370 clinical records were reviewed, of which 48.9% reported current and 51.1% lifetime cannabis use. Being male was significantly associated with current and lifetime cannabis use (OR = 4.90, 95% CI 2.49–9.62 and OR = 6.27, 95% CI 3.28–11.95, respectively). Current alcohol use was also associated with current cannabis use (CCU) (OR = 3.06, 95% CI 1.78–5.28), and age 45 years and older was associated with a lower odds of cannabis use (OR = 0.30, 95% CI 0.09–0.96). Forty-eight per cent of participants were admitted three or more times, and readmission was associated with cannabis use (p = 0.01). There was a lack of association between cannabis use, readmission and human immunodeficiency virus (HIV) status, after controlling for variables such as alcohol use and gender. Conclusion Almost 50% of people admitted with schizophrenia spectrum and other psychotic disorders have comorbid current and lifetime cannabis use. There is a need for dual diagnosis units to address comorbid substance use in people with psychotic disorders, as it leads to poorer outcomes. Contribution The study found that there is a high prevalence of cannabis use in people with psychosis. Therefore, it is imperative that we revise treatment programs in our psychiatric units and there is an urgent need for dual diagnosis programs that address substance use in this group of patients.
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Affiliation(s)
- Khanya Mona
- Discipline of Psychiatry, School of Clinical Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Vuyokazi Ntlantsana
- Discipline of Psychiatry, School of Clinical Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Andrew M. Tomita
- Department of Psychiatry, KwaZulu Natal Research Innovation and Sequencing Platform (KRISP), College of Health Sciences, University of KwaZulu- Natal, Durban, South Africa
- Discipline of Psychiatry, Centre of Rural Health, School of Nursing and Public Health, College of Health Sciences, University of KwaZulu Natal, Durban, South Africa
| | - Saeeda Paruk
- Discipline of Psychiatry, School of Clinical Medicine, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
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25
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Machetanz L, Huber D, Lau S, Kirchebner J. Model Building in Forensic Psychiatry: A Machine Learning Approach to Screening Offender Patients with SSD. Diagnostics (Basel) 2022; 12:diagnostics12102509. [PMID: 36292198 PMCID: PMC9600890 DOI: 10.3390/diagnostics12102509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 09/28/2022] [Accepted: 10/13/2022] [Indexed: 11/16/2022] Open
Abstract
Today’s extensive availability of medical data enables the development of predictive models, but this requires suitable statistical methods, such as machine learning (ML). Especially in forensic psychiatry, a complex and cost-intensive field with risk assessments and predictions of treatment outcomes as central tasks, there is a need for such predictive tools, for example, to anticipate complex treatment courses and to be able to offer appropriate therapy on an individualized basis. This study aimed to develop a first basic model for the anticipation of adverse treatment courses based on prior compulsory admission and/or conviction as simple and easily objectifiable parameters in offender patients with a schizophrenia spectrum disorder (SSD). With a balanced accuracy of 67% and an AUC of 0.72, gradient boosting proved to be the optimal ML algorithm. Antisocial behavior, physical violence against staff, rule breaking, hyperactivity, delusions of grandeur, fewer feelings of guilt, the need for compulsory isolation, cannabis abuse/dependence, a higher dose of antipsychotics (measured by the olanzapine half-life) and an unfavorable legal prognosis emerged as the ten most influential variables out of a dataset with 209 parameters. Our findings could demonstrate an example of the use of ML in the development of an easy-to-use predictive model based on few objectifiable factors.
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26
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Wright AC, Browne J, Cather C, Meyer-Kalos P, Mueser KT. Relationship between patterns of cannabis use and functional and symptomatic trajectories in first-episode psychosis. Eur Arch Psychiatry Clin Neurosci 2022:10.1007/s00406-022-01441-5. [PMID: 35900474 DOI: 10.1007/s00406-022-01441-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 05/29/2022] [Indexed: 02/04/2023]
Abstract
Cannabis use is common in first-episode psychosis (FEP) but evidence is mixed about the extent to which cannabis use predicts symptoms and functional outcomes among those who seek treatment. This study sought to characterize cannabis use patterns and examine the relationship with clinical outcomes, including interactions with early intervention services (EIS). Data were drawn from the Recovery After an Initial Schizophrenia Episode-Early Treatment Program (RAISE-ETP) study including FEP individuals receiving treatment at sites randomized to provide either EIS (NAVIGATE) or community care (CC). Cannabis use was assessed monthly and symptom and functioning data were collected at baseline, 6, 12, 18, and 24 months. Among the 404 participants enrolled, 334 were classified into four cannabis use groups (consistent, sporadic, stopped, and never users) based on their use during the first year. Consistent and sporadic cannabis users were younger, whereas those who had stopped using were older. Sporadic users had the highest depression and the lowest functioning at baseline and improved less during treatment in negative emotions and intrapsychic foundations (e.g., motivation and sense of purpose) than non-users. However, sporadic users who received NAVIGATE improved more in overall symptoms and functioning than those who received CC. Consistent users did not tend to differ in their trajectories from non-users. Individuals with FEP who use cannabis sporadically showed less clinical improvement than non-users. However, EIS treatment reduced the negative effects of sporadic cannabis use on clinical outcomes. Those who use cannabis sporadically may have unique needs that require attention in EIS.
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Affiliation(s)
- Abigail C Wright
- Center of Excellence for Psychosocial and Systemic Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA. .,Harvard Medical School, Boston, MA, USA.
| | - Julia Browne
- Center of Excellence for Psychosocial and Systemic Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA.,Geriatric Research, Education and Clinical Center, Durham VA Health Care System, Durham, NC, USA
| | - Corinne Cather
- Center of Excellence for Psychosocial and Systemic Research, Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Piper Meyer-Kalos
- Department of Psychiatry and Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Kim T Mueser
- Center for Psychiatric Rehabilitation, Boston University, Boston, MA, USA.
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27
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de Freitas DF, Patel I, Kadra-Scalzo G, Pritchard M, Shetty H, Broadbent M, Patel R, Downs J, Segev A, Khondoker M, MacCabe JH, Bhui K, Hayes RD. Ethnic inequalities in clozapine use among people with treatment-resistant schizophrenia: a retrospective cohort study using data from electronic clinical records. Soc Psychiatry Psychiatr Epidemiol 2022; 57:1341-1355. [PMID: 35246709 PMCID: PMC9246775 DOI: 10.1007/s00127-022-02257-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 02/18/2022] [Indexed: 12/02/2022]
Abstract
PURPOSE Clozapine is the most effective intervention for treatment-resistant schizophrenia (TRS). Several studies report ethnic disparities in clozapine treatment. However, few studies restrict analyses to TRS cohorts alone or address confounding by benign ethnic neutropenia. This study investigates ethnic equity in access to clozapine treatment for people with treatment-resistant schizophrenia spectrum disorder. METHODS A retrospective cohort study, using information from 11 years of clinical records (2007-2017) from the South London and Maudsley NHS Trust. We identified a cohort of service-users with TRS using a validated algorithm. We investigated associations between ethnicity and clozapine treatment, adjusting for sociodemographic factors, psychiatric multi-morbidity, substance misuse, neutropenia, and service-use. RESULTS Among 2239 cases of TRS, Black service-users were less likely to be receive clozapine compared with White British service-users after adjusting for confounders (Black African aOR = 0.49, 95% CI [0.33, 0.74], p = 0.001; Black Caribbean aOR = 0.64, 95% CI [0.43, 0.93], p = 0.019; Black British aOR = 0.61, 95% CI [0.41, 0.91], p = 0.016). It was additionally observed that neutropenia was not related to treatment with clozapine. Also, a detention under the Mental Health Act was negatively associated clozapine receipt, suggesting people with TRS who were detained are less likely to be treated with clozapine. CONCLUSION Black service-users with TRS were less likely to receive clozapine than White British service-users. Considering the protective effect of treatment with clozapine, these inequities may place Black service-users at higher risk for hospital admissions and mortality.
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Affiliation(s)
- Daniela Fonseca de Freitas
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK.
- Department of Psychiatry, University of Oxford, Oxford, UK.
| | - India Patel
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - Giouliana Kadra-Scalzo
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
| | - Megan Pritchard
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Hitesh Shetty
- South London and Maudsley NHS Foundation Trust, London, UK
| | | | - Rashmi Patel
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Johnny Downs
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Aviv Segev
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- Department of Psychiatry, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Shalvata Mental Health Center, Hod Hasharon, Israel
| | | | - James H MacCabe
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Kamaldeep Bhui
- Department of Psychiatry, University of Oxford, Oxford, UK
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | - Richard D Hayes
- Department of Psychological Medicine, Institute of Psychiatry, Psychology, and Neuroscience, King's College London, 16 De Crespigny Park, Denmark Hill, London, SE5 8AF, UK
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28
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Martín-Muñoz JC, Acuña MJ, Carrión-Mellado N, Blanco-Venzalá M, Mantrana-Ridruejo L, Rico-Villademoros F, Rosado-Tejero L, Utrera-Caballero E. A naturalistic study on the effectiveness of long-acting antipsychotics in an early intervention program for patients with recent-onset psychosis. Early Interv Psychiatry 2022; 17:378-384. [PMID: 35716056 DOI: 10.1111/eip.13334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 03/20/2022] [Accepted: 05/29/2022] [Indexed: 11/30/2022]
Abstract
AIM To evaluate the impact of long-acting injectable antipsychotics (LAIs) on the risk of hospitalization and the length of hospitalization in the setting of an early intervention program for patients with recent-onset psychosis. METHODS Observational, retrospective study conducted under routine clinical practice conditions. We included all patients admitted from July 2015 to April 2020 to the Early Intervention Program in Psychosis. We analysed the incidence of hospitalization and hospitalization days before and after treatment with LAIs and calculated the incidence rate ratio (IRR). We also compared the outcomes of patients treated with LAIs with those of the patients maintained on oral antipsychotics using a binomial negative regression analysis. RESULTS A total of 170 patients were included in the program. Of them, 34 (20%) received LAIs (aripiprazole [n = 22], and paliperidone/risperidone [n = 12]). There was an 89% reduction in the incidence of hospitalizations after treatment with LAIs (IRR 0.11, 95%CI 0.05-0.21; p < .0001). The IRR for LAIs vs. oral antipsychotics was 0.87 (95%CI, 0.24-3.18; p = .829). The presence of a substance use disorder significantly increased the rate of hospitalizations by 123% (IRR 2.23, 95%CI 1.31-3.78). Analyses of hospitalization days showed similar results. CONCLUSIONS Our results suggest that LAIs are useful for the management of patients with recent-onset psychosis who fail treatment with oral antipsychotics. Whether LAIs are superior to oral antipsychotics as first-line treatment of patients with early psychosis and/or could play a special role in managing patients with early psychosis and comorbid substance use disorders should be further evaluated.
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Affiliation(s)
- Joaquín-Carlos Martín-Muñoz
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | - María-José Acuña
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | - Natividad Carrión-Mellado
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | - Matilde Blanco-Venzalá
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | - Laura Mantrana-Ridruejo
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | | | - Luisa Rosado-Tejero
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
| | - Eva Utrera-Caballero
- Mental Health Clinical Unit of the Southern Health Area of Sevilla, Andalusian Health Service, Hospital Universitario Virgen de Valme, Sevilla, Spain
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29
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González-Ortega I, Echeburúa E, Alberich S, Bernardo M, Vieta E, de Pablo GS, González-Pinto A. Cognitive Behavioral Therapy Program for Cannabis Use Cessation in First-Episode Psychosis Patients: A 1-Year Randomized Controlled Trial. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19127325. [PMID: 35742573 PMCID: PMC9224093 DOI: 10.3390/ijerph19127325] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Revised: 06/02/2022] [Accepted: 06/11/2022] [Indexed: 02/04/2023]
Abstract
Despite the negative influence of cannabis use on the development and prognosis of first-episode psychosis (FEP), there is little evidence on effective specific interventions for cannabis use cessation in FEP. The aim of this study was to compare the efficacy of a specific cognitive behavioral therapy (CBT) for cannabis cessation (CBT-CC) with treatment as usual (TAU) in FEP cannabis users. In this single-blind, 1-year randomized controlled trial, 65 participants were randomly assigned to CBT-CC or TAU. The primary outcome was the reduction in cannabis use severity. The CBT-CC group had a greater decrease in cannabis use severity and positive psychotic symptoms over time, and a greater improvement in functioning at post-treatment than TAU. The treatment response was also faster in the CBT-CC group, reducing cannabis use, anxiety, positive and general psychotic symptoms, and improving functioning earlier than TAU in the follow-up. Moreover, patients who stopped and/or reduced cannabis use during the follow-up, decreased psychotic symptoms and increased awareness of disease compared to those who continued using cannabis. Early intervention based on a specific CBT for cannabis cessation, may be effective in reducing cannabis use severity, in addition to improving clinical and functional outcomes of FEP cannabis users.
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Affiliation(s)
- Itxaso González-Ortega
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Bioaraba Research Institute, Department of Psychiatry, Araba University Hospital, 01004 Vitoria, Spain
- Department of Personality, Assessment and Psychological Treatment, National University of Distance Education (UNED), 01008 Vitoria, Spain
- Correspondence:
| | - Enrique Echeburúa
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Department of Personality, Assessment and Psychological Treatment, University of the Basque Country, Biodonostia, 20018 San Sebastian, Spain
| | - Susana Alberich
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Bioaraba Research Institute, Department of Psychiatry, Araba University Hospital, 01004 Vitoria, Spain
- Department of Fundamental Mathematics, National University of Distance Education (UNED), 01008 Vitoria, Spain
| | - Miguel Bernardo
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Department of Psychiatry, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, 08036 Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036 Barcelona, Spain
| | - Eduard Vieta
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Department of Psychiatry, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, 08036 Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036 Barcelona, Spain
| | - Gonzalo Salazar de Pablo
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AB, UK;
- Early Psychosis: Interventions and Clinical-detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London SE5 8AB, UK
- Child and Adolescent Mental Health Services, South London & Maudsley NHS Trust, London SE11 6JJ, UK
| | - Ana González-Pinto
- Centre for Biomedical Research in the Mental Health Network (CIBERSAM), 28029 Madrid, Spain; (E.E.); (S.A.); (M.B.); (E.V.); (A.G.-P.)
- Bioaraba Research Institute, Department of Psychiatry, Araba University Hospital, 01004 Vitoria, Spain
- Department of Neurosciences, University of the Basque Country, 48940 Leioa, Spain
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30
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Dellazizzo L, Potvin S, Giguère S, Dumais A. The Potential Paradoxical Neurocognitive Effects of Cannabis Use in Patients with Psychotic Disorders: A Critical Meta-Review of Meta-Analytical Evidence. Cannabis Cannabinoid Res 2022. [PMID: 35666226 DOI: 10.1089/can.2021.0163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Background: The association between cannabis and cognitive functions has been thoroughly studied in psychotic disorders, but conflictual/paradoxical results have emerged. This critical meta-review examined the magnitude of effects of cannabis on neurocognitive functions in patients with psychotic disorders provided by meta-analyses and evaluated the quality of evidence. Methods: A systematic search of meta-analyses was performed in PubMed, PsycINFO, Web of Science, and Google Scholar. Results: The search retrieved six meta-analyses. Quality of evidence varied from very low to moderate quality. No neurocognitive difference was observed between cannabis users and nonusers in first episode of psychosis samples. Limited evidence showed no significant difference in language, psychomotor functioning, and verbal/visual learning/memory, apart from improvements in verbal and visual memory (recognition). Findings showed better neurocognitive performances in cannabis-using patients for planning/reasoning and working memory. There were tendencies toward significance for processing speed and attention. Most effect sizes showed small to moderate degrees of outperformances in cannabis users. Individuals with lifetime use appeared to show better neurocognitive functions. Conclusion: Evidence indicated nonuniform effects of cannabis use across cognitive domains, with some areas suggesting better cognitive performances in cannabis users, entitled the paradoxical effect of the dually diagnosed. Clinical significance of these findings should be interpreted cautiously.
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Affiliation(s)
- Laura Dellazizzo
- Research Center of the Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada.,Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montreal, Canada
| | - Stéphane Potvin
- Research Center of the Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada.,Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montreal, Canada
| | - Sabrina Giguère
- Research Center of the Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada.,Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montreal, Canada
| | - Alexandre Dumais
- Research Center of the Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada.,Department of Psychiatry and Addictology, Faculty of Medicine, Université de Montréal, Montreal, Canada.,Institut National de Psychiatrie Légale Philippe-Pinel, Montreal, Canada
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31
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Amoretti S, Verdolini N, Varo C, Mezquida G, Sánchez-Torres AM, Vieta E, Garcia-Rizo C, Lobo A, González-Pinto A, Abregú-Crespo R, Corripio I, Serra M, de la Serna E, Mané A, Ramos-Quiroga JA, Ribases M, Cuesta MJ, Bernardo M. Is the effect of cognitive reserve in longitudinal outcomes in first-episode psychoses dependent on the use of cannabis? J Affect Disord 2022; 302:83-93. [PMID: 35066012 DOI: 10.1016/j.jad.2022.01.077] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 01/12/2022] [Accepted: 01/18/2022] [Indexed: 12/01/2022]
Abstract
BACKGROUND Cognitive reserve (CR) is a protective factor against cognitive and functional impairment in first-episode psychosis (FEP). The aim of this study was to evaluate the differences in clinical presentation according to the use of cannabis (cannabis users vs non-users) among patients presenting a FEP (non-affective vs affective psychosis), to investigate the impact of CR and cannabis use on several outcomes and to explore the potentially mediatory role played by CR in the relationship between cognitive domains or clinical status and functionality, depending on the use of cannabis. METHODS Linear regression analysis models were carried out to assess the predictive value of CR on clinical, functional and cognitive variables at baseline and at two-year follow-up. The mediation analyzes were performed according to the principles of Baron and Kenny. RESULTS CR was associated with better cognitive performance, regardless of cannabis consumption or diagnosis. In both diagnoses, CR was associated with better clinical and functional outcomes in those patients who did not use cannabis. In terms of mediation procedure, CR mediates the relationship between some cognitive domains and functioning at follow-up only in patients without cannabis use. LIMITATIONS The small sample size of the affective group. CONCLUSIONS CR plays a differential role in the outcome of psychoses according to whether patients are cannabis users or not. Both in affective and non-affective groups CR exerted a greater effect in patients without cannabis use. Our results suggest that the deleterious effect of cannabis use on functioning in FEP surpasses the protective effect of CR.
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Affiliation(s)
- Silvia Amoretti
- Barcelona Clinic Schizophrenia Unit, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, August Pi I Sunyer Biomedical Research Institute (IDIBAPS), Spain; Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Psychiatry and Psychology, Bipolar and Depressive Disorders Unit, Hospital Clinic of Barcelona, Institute of Neurosciences, IDIBAPS, University of Barcelona, Villarroel, 170, Catalonia, Barcelona 08036, Spain; Group of Psychiatry, Mental Health and Addictions, Vall d'Hebron Research Institute (VHIR), Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Catalonia, Barcelona, Spain
| | - Norma Verdolini
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Psychiatry and Psychology, Bipolar and Depressive Disorders Unit, Hospital Clinic of Barcelona, Institute of Neurosciences, IDIBAPS, University of Barcelona, Villarroel, 170, Catalonia, Barcelona 08036, Spain
| | - Cristina Varo
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Psychiatry and Psychology, Bipolar and Depressive Disorders Unit, Hospital Clinic of Barcelona, Institute of Neurosciences, IDIBAPS, University of Barcelona, Villarroel, 170, Catalonia, Barcelona 08036, Spain
| | - Gisela Mezquida
- Barcelona Clinic Schizophrenia Unit, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, August Pi I Sunyer Biomedical Research Institute (IDIBAPS), Spain; Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain
| | - Ana M Sánchez-Torres
- Department of Psychiatry, Complejo Hospitalario de Navarra, Pamplona, Spain; IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
| | - Eduard Vieta
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Psychiatry and Psychology, Bipolar and Depressive Disorders Unit, Hospital Clinic of Barcelona, Institute of Neurosciences, IDIBAPS, University of Barcelona, Villarroel, 170, Catalonia, Barcelona 08036, Spain.
| | - Clemente Garcia-Rizo
- Barcelona Clinic Schizophrenia Unit, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, August Pi I Sunyer Biomedical Research Institute (IDIBAPS), Spain; Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain.
| | - Antonio Lobo
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Medicine and Psychiatry, Zaragoza University. Instituto de Investigación Sanitaria Aragón (IIS Aragón), Zaragoza, Spain
| | - Ana González-Pinto
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Araba University Hospital, Bioaraba Research Institute, Spain; University of the Basque Country (UPV-EHU), Spain
| | - Renzo Abregú-Crespo
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, School of Medicine, Universidad Complutense, IiSGM, Madrid, Spain
| | - Iluminada Corripio
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Psychiatry, Institut d'Investigació Biomèdica-Sant Pau (IIB-SANT PAU), Hospital de la Santa Creu i Sant Pau, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Maria Serra
- Department of Psychiatry and Psychology, Bipolar and Depressive Disorders Unit, Hospital Clinic of Barcelona, Institute of Neurosciences, IDIBAPS, University of Barcelona, Villarroel, 170, Catalonia, Barcelona 08036, Spain
| | - Elena de la Serna
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Department of Child and Adolescent Psychiatry and Psychology, SGR2017881, Institut Clinic de Neurociències, Hospital Clínic Universitari, CIBERSAM, IDIBAPS, Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Anna Mané
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Hospital del Mar Medical research Institute (IMIM), Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - J Antoni Ramos-Quiroga
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Group of Psychiatry, Mental Health and Addictions, Vall d'Hebron Research Institute (VHIR), Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Catalonia, Barcelona, Spain; Department of Psychiatry, Hospital Universitari Vall d'Hebron, Catalonia, Barcelona, Spain; Department of Psychiatry and Legal Medicine, Universitat Autònoma de Barcelona, Catalonia, Barcelona, Spain
| | - Marta Ribases
- Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain; Group of Psychiatry, Mental Health and Addictions, Vall d'Hebron Research Institute (VHIR), Psychiatric Genetics Unit, Vall d'Hebron Research Institute (VHIR), Catalonia, Barcelona, Spain; Department of Child and Adolescent Psychiatry and Psychology, SGR2017881, Institut Clinic de Neurociències, Hospital Clínic Universitari, CIBERSAM, IDIBAPS, Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Manuel J Cuesta
- Department of Psychiatry, Complejo Hospitalario de Navarra, Pamplona, Spain; IdiSNA, Navarra Institute for Health Research, Pamplona, Spain
| | - Miguel Bernardo
- Barcelona Clinic Schizophrenia Unit, Hospital Clinic of Barcelona, Neuroscience Institute, University of Barcelona, August Pi I Sunyer Biomedical Research Institute (IDIBAPS), Spain; Biomedical Research Networking Center for Mental Health Network (CIBERSAM), Barcelona, Spain
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32
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Kline ER, Ferrara M, Li F, Cyril D’Souza D, Keshavan M, Srihari VH. Timing of cannabis exposure relative to prodrome and psychosis onset in a community-based first episode psychosis sample. J Psychiatr Res 2022; 147:248-253. [PMID: 35066293 PMCID: PMC8882157 DOI: 10.1016/j.jpsychires.2022.01.039] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Revised: 12/10/2021] [Accepted: 01/13/2022] [Indexed: 10/19/2022]
Abstract
Cannabis has been implicated as both a potential cause and adverse prognostic factor in psychotic disorders. Investigating the contributory role of cannabis toward the overall burden of psychotic illnesses may represent an important step toward psychosis prevention and treatment. The current study samples consecutive admissions (N = 246) to two community based first-episode psychosis services to characterize timing of cannabis use relative to psychosis and attenuated symptom onset, differences between those with and without cannabis exposure, and the association of age at first cannabis exposure with clinical and demographic variables. Both cannabis exposure (78%) and cannabis use disorders (47%) were highly prevalent at admission. In 94% of participants, cannabis use preceded the onset of both attenuated and full-threshold psychosis symptoms by several years. Earlier age at first exposure to cannabis was associated with younger age at prodrome and psychosis onset, worse premorbid functioning, and greater severity of cannabis use disorder at admission. The timing of first exposure to cannabis may have individual prognostic as well as public health significance. Documenting the prevalence and impact of cannabis use in early psychosis samples, as well as the overall incidence of psychotic disorders, will be of vital public health significance as the United States enacts cannabis legalization and cannabis products become more widely available.
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Affiliation(s)
- Emily R. Kline
- Harvard Medical School, Department of Psychiatry,Beth Israel Deaconess Medical Center, Department of Psychiatry,Boston University School of Medicine, Department of Psychiatry,Boston Medical Center
| | - Maria Ferrara
- Yale University School of Medicine, Department of Psychiatry
| | - Fangyong Li
- Yale University School of Medicine, Department of Psychiatry
| | | | - Matcheri Keshavan
- Harvard Medical School, Department of Psychiatry,Beth Israel Deaconess Medical Center, Department of Psychiatry
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33
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Ricci V, Ceci F, Di Carlo F, Lalli A, Ciavoni L, Mosca A, Sepede G, Salone A, Quattrone D, Fraticelli S, Maina G, Martinotti G. Cannabis use disorder and dissociation: A report from a prospective first-episode psychosis study. Drug Alcohol Depend 2021; 229:109118. [PMID: 34688166 DOI: 10.1016/j.drugalcdep.2021.109118] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 09/25/2021] [Accepted: 09/28/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND Cannabis is the most used recreational drug worldwide. Its use can increase the risk of developing psychotic disorders and exacerbate their course. However, the relationship between cannabis use and dissociative symptoms has been scarcely investigated. AIMS To examine differences in psychotic and dissociative symptoms, and in functioning in first-episode psychotic patients (FEPp) using cannabis compared with those not using cannabis. METHODS Between January 2014 and December 2019, seventy FEPp with cannabis use disorder (N = 35) and without it (N = 35) were recruited in psychiatric inpatient facilities in the Italian regions of Lazio and Piemonte. All subjects were assessed at FEP, after 4 and 8 months, using the Positive and Negative Syndrome Scale (PANSS), the Global Assessment of Functioning (GAF) scale and the Dissociative Experiences Scale - II (DES-II). Detailed information on the pattern of cannabis and other substance use were collected. RESULTS FEP using cannabis showed higher levels of positive symptomatology, dissociative experiences and worse functioning than their non-user counterpart, despite a comparable antipsychotic treatment. At an eight-month prospective evaluation, FEP using cannabis still showed higher levels of positive symptomatology and dissociation. Moreover, global functioning worsened over time in FEPp using cannabis, whereas it improved those not using it. DISCUSSION Our findings suggest that a greater degree of dissociation and positive symptoms at FEPp and their persistence over time may characterise cannabis-associated psychosis. Both these factors might explain the overall functioning worsening over time that we observed in the cannabis-user group compared to the functioning improvement in the non-user group.
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Affiliation(s)
- V Ricci
- San Luigi Gonzaga University Hospital, Regione Gonzole, 10, 10043, Orbassano, Turin, Italy
| | - F Ceci
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy.
| | - F Di Carlo
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - A Lalli
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - L Ciavoni
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - A Mosca
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - G Sepede
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - A Salone
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy
| | - D Quattrone
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, Memory Ln, London SE5 8AF, UK; National Institute for Health Research (NIHR) Maudsley Biomedical Research Centre, South London and Maudsley NHS Foundation Trust, King's College London, De Crespigny Park, Denmark Hill, London SE5 8AF, UK; Medical Faculty Mannheim, Central Institute of Mental Health, University of Heidelberg, Square J5, 68159 Mannheim, Germany
| | - S Fraticelli
- DSM PIPSM ASL ROMA 1, Via Plinio, 31, 00193 Roma
| | - G Maina
- San Luigi Gonzaga University Hospital, Regione Gonzole, 10, 10043, Orbassano, Turin, Italy; Rita Levi Montalcini Department of Neurosciences, University of Turin, Italy
| | - G Martinotti
- Department of Neuroscience, Imaging, Clinical Sciences, University G. d'Annunzio of Chieti-Pescara, Via dei Vestini, 33, 66100, Chieti, Italy; Department of Clinical and Pharmaceutical Sciences, University of Hertfordshire, Hatfield, Hertfordshire AL10 9AB, UK
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34
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Ottwell R, Wenger D, Tom J, Potter I, Wirtz A, Dunn K, Vassar M. Superlatives in news articles reporting non-FDA approved indications for use of cannabis and cannabis products with a focus on psychiatric disorders: a cross-sectional analysis. J Ment Health 2021; 31:109-114. [PMID: 34842024 DOI: 10.1080/09638237.2021.1979492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
The exaggerated language used in news articles to describe the benefits of cannabis for conditions without FDA indications may mislead the public and healthcare providers. Thus, this study's objective was to investigate the use of exaggerated language in news articles focused on cannabis and cannabis-derived products. Using a cross-sectional study design, we searched Google News from March 3, 2020, and September 3, 2019 for 11 prespecified superlative terms along with the search terms "cannabis," "cannabidiol," "pot," "marijuana," "weed," and "CBD." Articles were evaluated for these exaggerative terms describing cannabis and cannabis-derived products along with additional news article characteristics. Screening and data extraction occurred in a masked, duplicate fashion. We identified 612 superlative terms in 374 different news articles focused on cannabis and cannabis-derived products from 262 news outlets. Only 26 (of 374, 7.0%) news articles provided clinical data. In total, superlative terms were used to describe cannabis and cannabis-derived products for the treatment of 91 medical conditions, of which only 2 are FDA approved. The most common psychiatric disorder indicated was anxiety disorder appearing in 88 news articles. Superlatives in news articles covering the treatment of psychiatric illnesses with cannabis and cannabis-derived products are common.
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Affiliation(s)
- Ryan Ottwell
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA.,Department of Internal Medicine, School of Community Medicine, University of Oklahoma, Tulsa, OK, USA
| | - David Wenger
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Justin Tom
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Ike Potter
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Alexis Wirtz
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Kelly Dunn
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Matt Vassar
- Office of Medical Student Research, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
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Patra BG, Sharma MM, Vekaria V, Adekkanattu P, Patterson OV, Glicksberg B, Lepow LA, Ryu E, Biernacka JM, Furmanchuk A, George TJ, Hogan W, Wu Y, Yang X, Bian J, Weissman M, Wickramaratne P, Mann JJ, Olfson M, Campion TR, Weiner M, Pathak J. Extracting social determinants of health from electronic health records using natural language processing: a systematic review. J Am Med Inform Assoc 2021; 28:2716-2727. [PMID: 34613399 PMCID: PMC8633615 DOI: 10.1093/jamia/ocab170] [Citation(s) in RCA: 61] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 07/09/2021] [Accepted: 08/04/2021] [Indexed: 11/27/2022] Open
Abstract
OBJECTIVE Social determinants of health (SDoH) are nonclinical dispositions that impact patient health risks and clinical outcomes. Leveraging SDoH in clinical decision-making can potentially improve diagnosis, treatment planning, and patient outcomes. Despite increased interest in capturing SDoH in electronic health records (EHRs), such information is typically locked in unstructured clinical notes. Natural language processing (NLP) is the key technology to extract SDoH information from clinical text and expand its utility in patient care and research. This article presents a systematic review of the state-of-the-art NLP approaches and tools that focus on identifying and extracting SDoH data from unstructured clinical text in EHRs. MATERIALS AND METHODS A broad literature search was conducted in February 2021 using 3 scholarly databases (ACL Anthology, PubMed, and Scopus) following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. A total of 6402 publications were initially identified, and after applying the study inclusion criteria, 82 publications were selected for the final review. RESULTS Smoking status (n = 27), substance use (n = 21), homelessness (n = 20), and alcohol use (n = 15) are the most frequently studied SDoH categories. Homelessness (n = 7) and other less-studied SDoH (eg, education, financial problems, social isolation and support, family problems) are mostly identified using rule-based approaches. In contrast, machine learning approaches are popular for identifying smoking status (n = 13), substance use (n = 9), and alcohol use (n = 9). CONCLUSION NLP offers significant potential to extract SDoH data from narrative clinical notes, which in turn can aid in the development of screening tools, risk prediction models, and clinical decision support systems.
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Affiliation(s)
- Braja G Patra
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
| | - Mohit M Sharma
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
| | - Veer Vekaria
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
| | - Prakash Adekkanattu
- Information Technologies and Services, Weill Cornell Medicine, New York, New York, USA
| | - Olga V Patterson
- Department of Internal Medicine, Division of Epidemiology, University of Utah, Salt Lake City, Utah, USA
- US Department of Veterans Affairs, Salt Lake City, Utah, USA
| | | | - Lauren A Lepow
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Euijung Ryu
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Joanna M Biernacka
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | | | - Thomas J George
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, USA
| | - William Hogan
- Division of Hematology & Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA, and
| | - Yonghui Wu
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, USA
| | - Xi Yang
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, USA
| | - Jiang Bian
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, Florida, USA
| | - Myrna Weissman
- Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - Priya Wickramaratne
- Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - J John Mann
- Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - Mark Olfson
- Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
| | - Thomas R Campion
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
- Information Technologies and Services, Weill Cornell Medicine, New York, New York, USA
| | - Mark Weiner
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
| | - Jyotishman Pathak
- Department of Population Health Sciences, Weill Cornell Medicine, New York, New York, USA
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Mason T, Whittaker W, Jones A, Sutton M. Did paying drugs misuse treatment providers for outcomes lead to unintended consequences for hospital admissions? Difference-in-differences analysis of a pay-for-performance scheme in England. Addiction 2021; 116:3082-3093. [PMID: 33739485 DOI: 10.1111/add.15486] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 09/24/2020] [Accepted: 03/03/2021] [Indexed: 11/30/2022]
Abstract
AIMS To estimate how a scheme to pay substance misuse treatment service providers according to treatment outcomes affected hospital admissions. DESIGN A controlled, quasi-experimental (difference-in-differences) observational study using negative binomial regression. SETTING Hospitals in all 149 organisational areas in England for the period 2009-2010 to 2015-2016. PARTICIPANTS 572 545 patients admitted to hospital with a diagnosis indicating drug misuse, defined based on International Classification of Diseases 10th Revision (ICD-10) diagnosis codes (37 964 patients in 8 intervention areas and 534 581 in 141 comparison areas). INTERVENTION AND COMPARATORS Linkage of provider payments to recovery outcome indicators in 8 intervention organisational areas compared with all 141 comparison organisational areas in England. Outcome indicators included: abstinence from presenting substance, abstinent completion of treatment and non-re-presentation to treatment in the 12 months following completion. MEASUREMENTS Annual counts of hospital admissions, emergency admissions and admissions including a diagnosis indicating drugs misuse. Covariates included age, sex, ethnic origin and deprivation. FINDINGS For 37 245 patients in the intervention areas, annual emergency admissions were 1.073 times higher during the operation of the scheme compared with non-intervention areas (95% CI = 1.049; 1.097). There were an estimated additional 3 352 emergency admissions in intervention areas during the scheme. These findings were robust to a range of secondary analyses. CONCLUSION A programme in England from 2012 to 2014 to pay substance misuse treatment service providers according to treatment outcomes appeared to increase emergency hospital admissions.
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Affiliation(s)
- Thomas Mason
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - William Whittaker
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Andrew Jones
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Matt Sutton
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK.,Melbourne Institute, Applied Economic and Social Research, Melbourne, Australia
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Rasmussen JØ, Jennum P, Linnet K, Glenthøj BY, Baandrup L. Cannabidiol versus risperidone for treatment of recent-onset psychosis with comorbid cannabis use: study protocol for a randomized controlled clinical trial. BMC Psychiatry 2021; 21:404. [PMID: 34391393 PMCID: PMC8364057 DOI: 10.1186/s12888-021-03395-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 07/26/2021] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Cannabis use is an important risk factor for development of psychosis and further transition to schizophrenia. The prevalence of patients with psychosis and comorbid cannabis use (dual diagnosis) is rising with no approved specialized pharmacological treatment option. Cannabidiol, a constituent of the Cannabis sativa plant, has potential both as an antipsychotic and as a cannabis substituting agent. The aim of this study is to evaluate the efficacy of cannabidiol versus a first-choice second-generation antipsychotic (risperidone) in patients with early psychosis and comorbid cannabis use. METHODS The study is a phase II randomized, double-blinded, parallel-group, active-comparator clinical trial. We plan to include 130 patients aged between 18 and 64 years with a recent diagnosis of psychosis, comorbid cannabis use, and currently not treated with antipsychotics. The participants will be randomized to seven weeks of treatment with either cannabidiol 600 mg (300 mg BID) or risperidone 4 mg (2 mg BID). Participants will undergo clinical assessment after 1, 3, 5 and 7 weeks, telephone assessment the weeks in between, and a safety visit two weeks after end of treatment. The primary outcomes are cessation of cannabis use (self-reported) and psychotic symptom severity. The secondary outcomes include frequency and quantity of cannabis use, global illness severity, psychosocial functioning, subjective well-being, cognition, sleep, circadian rhythmicity, and metabolomics. DISCUSSION The results of this trial can potentially contribute with a new treatment paradigm for patients suffering from dual diagnosis. TRIAL REGISTRATION ClinicalTrials.gov , NCT04105231 , registered April 23rd, 2021.
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Affiliation(s)
- Jesper Østrup Rasmussen
- Centre for Neuropsychiatric Schizophrenia Research and Centre for Clinical Intervention and Neuropsychiatric Schizophrenia Research, Mental Health Centre Glostrup, Nordstjernevej 41, 2600 Glostrup, Denmark
| | - Poul Jennum
- Danish Centre for Sleep Medicine, Department of Clinical Neurophysiology, University of Copenhagen, Rigshospitalet-Glostrup, Copenhagen, Denmark
- Faculty of Health and Medical Sciences, Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Kristian Linnet
- Faculty of Health and Medical Sciences, Section of Forensic Chemistry, Department of Forensic Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Birte Y. Glenthøj
- Centre for Neuropsychiatric Schizophrenia Research and Centre for Clinical Intervention and Neuropsychiatric Schizophrenia Research, Mental Health Centre Glostrup, Nordstjernevej 41, 2600 Glostrup, Denmark
- Faculty of Health and Medical Sciences, Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Lone Baandrup
- Centre for Neuropsychiatric Schizophrenia Research and Centre for Clinical Intervention and Neuropsychiatric Schizophrenia Research, Mental Health Centre Glostrup, Nordstjernevej 41, 2600 Glostrup, Denmark
- Faculty of Health and Medical Sciences, Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
- Mental Health Centre Copenhagen, Copenhagen, Denmark
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Wellesley Wesley E, Patel I, Kadra-Scalzo G, Pritchard M, Shetty H, Broadbent M, Segev A, Patel R, Downs J, MacCabe JH, Hayes RD, de Freitas DF. Gender disparities in clozapine prescription in a cohort of treatment-resistant schizophrenia in the South London and Maudsley case register. Schizophr Res 2021; 232:68-76. [PMID: 34022618 DOI: 10.1016/j.schres.2021.05.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 04/29/2021] [Accepted: 05/01/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND Gender disparities in treatment are apparent across many areas of healthcare. There has been little research into whether clozapine prescription, the first-line treatment for treatment-resistant schizophrenia (TRS), is affected by patient gender. METHODS This retrospective cohort study identified 2244 patients with TRS within the South London and Maudsley NHS Trust, by using a bespoke method validated against a gold-standard, manually coded, dataset of TRS cases. The outcome and exposures were identified from the free-text using natural language processing applications (including machine learning and rules-based approaches) and from information entered in structured fields. Multivariable logistic regression was carried out to calculate the odds ratios for clozapine prescription according to patients' gender, and adjusting for numerous potential confounders including sociodemographic, clinical (e.g., psychiatric comorbidities and substance use), neutropenia, functional factors (e.g., problems with occupation), and clinical monitoring. RESULTS Clozapine was prescribed to 77% of the women and 85% of the men with TRS. Women had reduced odds of being prescribed clozapine as compared to men after adjusting for all factors included in the present study (adjusted OR: 0.66; 95% CI 0.44-0.97; p = 0.037). CONCLUSION Women with TRS are less likely to be prescribed clozapine than men with TRS, even when considering the effects of multiple clinical and functional factors. This finding suggests there could be gender bias in clozapine prescription, which carries ramifications for the relatively poorer care of women with TRS regarding many outcomes such as increased hospitalisation, mortality, and poorer quality of life.
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Affiliation(s)
- Emma Wellesley Wesley
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - India Patel
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | | | - Megan Pritchard
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; South London and Maudsley NHS Foundation Trust, London, UK
| | - Hitesh Shetty
- South London and Maudsley NHS Foundation Trust, London, UK
| | | | - Aviv Segev
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Shalvata Mental Health Center, Hod Hasharon, Israel
| | - Rashmi Patel
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; South London and Maudsley NHS Foundation Trust, London, UK
| | - Johnny Downs
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; South London and Maudsley NHS Foundation Trust, London, UK
| | - James H MacCabe
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK; South London and Maudsley NHS Foundation Trust, London, UK
| | - Richard D Hayes
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
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Sami MB, Annibale L, O'Neill A, Collier T, Onyejiaka C, Eranti S, Das D, Kelbrick M, McGuire P, Williams SCR, Rana A, Ettinger U, Bhattacharyya S. Eye movements in patients in early psychosis with and without a history of cannabis use. NPJ SCHIZOPHRENIA 2021; 7:24. [PMID: 33980870 PMCID: PMC8115050 DOI: 10.1038/s41537-021-00155-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Accepted: 04/09/2021] [Indexed: 11/20/2022]
Abstract
It is unclear whether early psychosis in the context of cannabis use is different from psychosis without cannabis. We investigated this issue by examining whether abnormalities in oculomotor control differ between patients with psychosis with and without a history of cannabis use. We studied four groups: patients in the early phase of psychosis with a history of cannabis use (EPC; n = 28); patients in the early phase of psychosis without (EPNC; n = 25); controls with a history of cannabis use (HCC; n = 16); and controls without (HCNC; n = 22). We studied smooth pursuit eye movements using a stimulus with sinusoidal waveform at three target frequencies (0.2, 0.4 and 0.6 Hz). Participants also performed 40 antisaccade trials. There were no differences between the EPC and EPNC groups in diagnosis, symptom severity or level of functioning. We found evidence for a cannabis effect (χ2 = 23.14, p < 0.001), patient effect (χ2 = 4.84, p = 0.028) and patient × cannabis effect (χ2 = 4.20, p = 0.04) for smooth pursuit velocity gain. There was a large difference between EPC and EPNC (g = 0.76-0.86) with impairment in the non cannabis using group. We found no significant effect for antisaccade error whereas patients had fewer valid trials compared to controls. These data indicate that impairment of smooth pursuit in psychosis is more severe in patients without a history of cannabis use. This is consistent with the notion that the severity of neurobiological alterations in psychosis is lower in patients whose illness developed in the context of cannabis use.
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Affiliation(s)
- Musa Basseer Sami
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK.
- Institute of Mental Health, Nottingham University, Nottingham, England.
| | - Luciano Annibale
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
| | - Aisling O'Neill
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
| | - Tracy Collier
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
| | - Chidimma Onyejiaka
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
| | | | - Debasis Das
- Leicestershire Partnership NHS Trust, Leicester, UK
| | | | - Philip McGuire
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
| | | | - Anas Rana
- Centre for Computational Biology, University of Birmingham, Birmingham, UK
| | | | - Sagnik Bhattacharyya
- Institute of Psychiatry, Psychology and Neurosciences King's College London, London, UK
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Tatar O, Abdel-Baki A, Tra C, Mongeau-Pérusse V, Arruda N, Kaur N, Landry V, Coronado-Montoya S, Jutras-Aswad D. Technology-Based Psychological Interventions for Young Adults With Early Psychosis and Cannabis Use Disorder: Qualitative Study of Patient and Clinician Perspectives. JMIR Form Res 2021; 5:e26562. [PMID: 33818397 PMCID: PMC8056294 DOI: 10.2196/26562] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 02/17/2021] [Accepted: 02/25/2021] [Indexed: 01/08/2023] Open
Abstract
Background The persistence of cannabis use disorder (CUD) in young adults with first-episode psychosis (FEP) is associated with poor clinical and functional outcomes. Face-to-face psychological interventions are effective in treating CUD. However, their use in early intervention services (EISs) for psychosis is inconsistent because of barriers, including high workload and heterogeneity in training of clinicians and lack of motivation for treatment among patients. Tailoring new technology-based psychological interventions (TBPIs) to overcome these barriers is necessary to ensure their optimal acceptability. Objective The aim of this study is twofold: to explore psychological intervention practices and intervention targets that are relevant for treating CUD in individuals with early psychosis and to explore factors related to the development and implementation of a technology-assisted psychological intervention. Methods A total of 10 patients undergoing treatment for FEP and CUD in EISs participated in a focus group in June 2019. Semistructured individual interviews were conducted with 10 clinicians working in first-episode clinics in the province of Québec, Canada. A hybrid inductive-deductive approach was used to analyze data. For the deductive analysis, we used categories of promoting strategies found in the literature shown to increase adherence to web-based interventions for substance use (ie, tailoring, reminders, delivery strategies, social support, and incentives). For the inductive analysis, we identified new themes through an iterative process of reviewing the data multiple times by two independent reviewers. Results Data were synthesized into five categories of factors that emerged from data collection, and a narrative synthesis of commonalities and differences between patient and clinician perspectives was produced. The categories included attitudes and beliefs related to psychological interventions (eg, behavioral stage of change), strategies for psychological interventions (eg, motivational interviewing, cognitive behavioral therapy, psychoeducation, stress management), incentives (eg, contingency management), general interest in TBPIs (eg, facilitators and barriers of TBPIs), and tailoring of TBPIs (eg, application needs and preferences, outcome measures of interest for clinicians). Conclusions This study provides a comprehensive portrait of the multifaceted needs and preferences of patients and clinicians related to TBPIs. Our results can inform the development of smartphone- or web-based psychological interventions for CUD in young adults with early psychosis.
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Affiliation(s)
- Ovidiu Tatar
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada.,Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada.,Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
| | - Amal Abdel-Baki
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada.,Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Christophe Tra
- Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Violaine Mongeau-Pérusse
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada.,Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Nelson Arruda
- CIUSSS du Centre-Sud-de-l'Île-de Montréal, Direction régionale de santé publique, Montreal, QC, Canada
| | - Navdeep Kaur
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada
| | - Vivianne Landry
- Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Stephanie Coronado-Montoya
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada.,Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Didier Jutras-Aswad
- Research Center, Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, QC, Canada.,Department of Psychiatry and Addiction, Faculty of Medicine, Université de Montréal, Montreal, QC, Canada.,Institut universitaire sur les dépendances, Montreal, QC, Canada
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Yadav S, Lokala U, Daniulaityte R, Thirunarayan K, Lamy F, Sheth A. "When they say weed causes depression, but it's your fav antidepressant": Knowledge-aware attention framework for relationship extraction. PLoS One 2021; 16:e0248299. [PMID: 33764983 PMCID: PMC7993863 DOI: 10.1371/journal.pone.0248299] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 02/23/2021] [Indexed: 11/19/2022] Open
Abstract
With the increasing legalization of medical and recreational use of cannabis, more research is needed to understand the association between depression and consumer behavior related to cannabis consumption. Big social media data has potential to provide deeper insights about these associations to public health analysts. In this interdisciplinary study, we demonstrate the value of incorporating domain-specific knowledge in the learning process to identify the relationships between cannabis use and depression. We develop an end-to-end knowledge infused deep learning framework (Gated-K-BERT) that leverages the pre-trained BERT language representation model and domain-specific declarative knowledge source (Drug Abuse Ontology) to jointly extract entities and their relationship using gated fusion sharing mechanism. Our model is further tailored to provide more focus to the entities mention in the sentence through entity-position aware attention layer, where ontology is used to locate the target entities position. Experimental results show that inclusion of the knowledge-aware attentive representation in association with BERT can extract the cannabis-depression relationship with better coverage in comparison to the state-of-the-art relation extractor.
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Affiliation(s)
- Shweta Yadav
- Wright State University, Dayton, Ohio, United States of America
- * E-mail:
| | - Usha Lokala
- University of South Carolina, Columbia, South Carolina, United States of America
| | | | | | | | - Amit Sheth
- University of South Carolina, Columbia, South Carolina, United States of America
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Irving J, Patel R, Oliver D, Colling C, Pritchard M, Broadbent M, Baldwin H, Stahl D, Stewart R, Fusar-Poli P. Using Natural Language Processing on Electronic Health Records to Enhance Detection and Prediction of Psychosis Risk. Schizophr Bull 2021; 47:405-414. [PMID: 33025017 PMCID: PMC7965059 DOI: 10.1093/schbul/sbaa126] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Using novel data mining methods such as natural language processing (NLP) on electronic health records (EHRs) for screening and detecting individuals at risk for psychosis. METHOD The study included all patients receiving a first index diagnosis of nonorganic and nonpsychotic mental disorder within the South London and Maudsley (SLaM) NHS Foundation Trust between January 1, 2008, and July 28, 2018. Least Absolute Shrinkage and Selection Operator (LASSO)-regularized Cox regression was used to refine and externally validate a refined version of a five-item individualized, transdiagnostic, clinically based risk calculator previously developed (Harrell's C = 0.79) and piloted for implementation. The refined version included 14 additional NLP-predictors: tearfulness, poor appetite, weight loss, insomnia, cannabis, cocaine, guilt, irritability, delusions, hopelessness, disturbed sleep, poor insight, agitation, and paranoia. RESULTS A total of 92 151 patients with a first index diagnosis of nonorganic and nonpsychotic mental disorder within the SLaM Trust were included in the derivation (n = 28 297) or external validation (n = 63 854) data sets. Mean age was 33.6 years, 50.7% were women, and 67.0% were of white race/ethnicity. Mean follow-up was 1590 days. The overall 6-year risk of psychosis in secondary mental health care was 3.4 (95% CI, 3.3-3.6). External validation indicated strong performance on unseen data (Harrell's C 0.85, 95% CI 0.84-0.86), an increase of 0.06 from the original model. CONCLUSIONS Using NLP on EHRs can considerably enhance the prognostic accuracy of psychosis risk calculators. This can help identify patients at risk of psychosis who require assessment and specialized care, facilitating earlier detection and potentially improving patient outcomes.
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Affiliation(s)
- Jessica Irving
- Early Psychosis: Interventions and Clinical-Detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Rashmi Patel
- Early Psychosis: Interventions and Clinical-Detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Dominic Oliver
- Early Psychosis: Interventions and Clinical-Detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Craig Colling
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Megan Pritchard
- South London and Maudsley NHS Foundation Trust, London, UK
- Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | | | - Helen Baldwin
- Early Psychosis: Interventions and Clinical-Detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Daniel Stahl
- Department of Biostatistics & Health Informatics, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Robert Stewart
- South London and Maudsley NHS Foundation Trust, London, UK
- Department of Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
| | - Paolo Fusar-Poli
- Early Psychosis: Interventions and Clinical-Detection (EPIC) Lab, Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
- Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy
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43
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Ford E, Curlewis K, Squires E, Griffiths LJ, Stewart R, Jones KH. The Potential of Research Drawing on Clinical Free Text to Bring Benefits to Patients in the United Kingdom: A Systematic Review of the Literature. Front Digit Health 2021; 3:606599. [PMID: 34713089 PMCID: PMC8521813 DOI: 10.3389/fdgth.2021.606599] [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: 09/15/2020] [Accepted: 01/15/2021] [Indexed: 11/13/2022] Open
Abstract
Background: The analysis of clinical free text from patient records for research has potential to contribute to the medical evidence base but access to clinical free text is frequently denied by data custodians who perceive that the privacy risks of data-sharing are too high. Engagement activities with patients and regulators, where views on the sharing of clinical free text data for research have been discussed, have identified that stakeholders would like to understand the potential clinical benefits that could be achieved if access to free text for clinical research were improved. We aimed to systematically review all UK research studies which used clinical free text and report direct or potential benefits to patients, synthesizing possible benefits into an easy to communicate taxonomy for public engagement and policy discussions. Methods: We conducted a systematic search for articles which reported primary research using clinical free text, drawn from UK health record databases, which reported a benefit or potential benefit for patients, actionable in a clinical environment or health service, and not solely methods development or data quality improvement. We screened eligible papers and thematically analyzed information about clinical benefits reported in the paper to create a taxonomy of benefits. Results: We identified 43 papers and derived five themes of benefits: health-care quality or services improvement, observational risk factor-outcome research, drug prescribing safety, case-finding for clinical trials, and development of clinical decision support. Five papers compared study quality with and without free text and found an improvement of accuracy when free text was included in analytical models. Conclusions: Findings will help stakeholders weigh the potential benefits of free text research against perceived risks to patient privacy. The taxonomy can be used to aid public and policy discussions, and identified studies could form a public-facing repository which will help the health-care text analysis research community better communicate the impact of their work.
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Affiliation(s)
- Elizabeth Ford
- Department of Primary Care and Public Health, Brighton and Sussex Medical School, Brighton, United Kingdom
| | - Keegan Curlewis
- Department of Primary Care and Public Health, Brighton and Sussex Medical School, Brighton, United Kingdom
| | - Emma Squires
- Swansea Medical School, University of Swansea, Swansea, United Kingdom
| | - Lucy J. Griffiths
- Swansea Medical School, University of Swansea, Swansea, United Kingdom
| | - Robert Stewart
- King's College London, London, United Kingdom
- South London and Maudsley NHS Foundation Trust, London, United Kingdom
| | - Kerina H. Jones
- Swansea Medical School, University of Swansea, Swansea, United Kingdom
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44
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Bhattacharyya S, Schoeler T, Patel R, di Forti M, Murray RM, McGuire P. Individualized prediction of 2-year risk of relapse as indexed by psychiatric hospitalization following psychosis onset: Model development in two first episode samples. Schizophr Res 2021; 228:483-492. [PMID: 33067054 DOI: 10.1016/j.schres.2020.09.016] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2019] [Revised: 06/17/2020] [Accepted: 09/23/2020] [Indexed: 12/18/2022]
Abstract
BACKGROUND Although most patients with psychotic disorders experience relapse, it is not possible to predict whether or when an individual patient is going to relapse. We aimed to develop a multifactorial risk prediction algorithm for predicting risk of relapse in first episode psychosis (FEP). METHODS Data from two prospectively collected cohorts of FEP patients (N = 1803) were used to develop three multiple logistic prediction models to predict risk of relapse (defined as hospitalization) within the first 2 years of onset of psychosis. Model 1 (M1S1) used data obtained from clinical notes (Sample 1) while model 2 (M2S2) applied the same set of predictors using data obtained from research interviews (Sample 2). The final model (Sample 2: M3S2) used the same predictors plus additional detailed information on predictors. Model performance was evaluated employing measures of overall accuracy, calibration, discrimination and internal validation. RESULTS In both samples, the 2-year probability of psychiatric hospitalization was 37%. Of all the models, discrimination accuracy was lowest when limited information (such as socio-demographic and clinical parameters) was included in the prediction model. Model M3S2 using additional information (descriptors of pattern of cannabis, nicotine, alcohol and other illicit drug use) obtained from research interview had the best discrimination accuracy (Harrell's C index 0.749). CONCLUSIONS The measures that contributed most to predicting hospitalization are readily accessible in routine clinical practice, suggesting that a risk prediction tool based on these models would be clinically practicable following validation in independent samples and permit a personalized approach to relapse prevention in psychosis.
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Affiliation(s)
- Sagnik Bhattacharyya
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK; South London and Maudsley NHS Foundation Trust, Denmark Hill, Camberwell, London, UK.
| | - Tabea Schoeler
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK
| | - Rashmi Patel
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK; South London and Maudsley NHS Foundation Trust, Denmark Hill, Camberwell, London, UK
| | - Marta di Forti
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK; South London and Maudsley NHS Foundation Trust, Denmark Hill, Camberwell, London, UK
| | - Robin M Murray
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK; South London and Maudsley NHS Foundation Trust, Denmark Hill, Camberwell, London, UK
| | - Philip McGuire
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK; South London and Maudsley NHS Foundation Trust, Denmark Hill, Camberwell, London, UK
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45
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Creatine kinase levels in psychotic patients who use cannabinoids. Int Clin Psychopharmacol 2021; 36:45-49. [PMID: 33165025 DOI: 10.1097/yic.0000000000000343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Elevated serum levels of creatine kinase enzymes have been found in brain injuries and psychosis. Cannabinoid use is associated with increased frequency and duration of hospitalizations. We examined whether creatine kinase levels differ in psychotic cannabinoid users and the association between creatine kinase levels and clinical measures (duration of hospitalization and need for mechanical restraint). Computerized medical records of 124 men hospitalized due to acute psychotic episodes were reviewed. Creatine kinase levels and various clinical measures at admission were documented. Cannabis users were significantly younger than nonusers. Duration of illness was longer among nonusers. Log creatine kinase among cannabinoid users (N = 32) was numerically higher compared to nonusers (N = 92) (5.6 ± 1 vs. 5.2 ± 0.9, respectively). Significantly higher rate of elevated creatine kinase levels (creatine kinase > 195 U/l) was detected in the cannabinoid users compared to nonusers (59.4% vs. 38%, respectively; P < 0.04). No association was found between creatine kinase levels and use of mechanical restraints and hospitalization days. Higher rate of elevated creatine kinase levels was observed in hospitalized psychotic cannabinoid users, possibly due to a cannabis activity at peripheral or brain tissues. Studies in larger, more diverse clinical populations are needed to confirm this finding and to clarify the biological mediators of elevated creatine kinase levels in psychotic cannabinoid users.
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46
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Garel N, Greenway K, Joober R. The antipsychotic potential of cannabidiol: clinical implications for patients with psychosis and comorbid cannabis use disorder. J Psychiatry Neurosci 2021; 46:E164-E165. [PMID: 33464779 PMCID: PMC7955839 DOI: 10.1503/jpn.200114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Affiliation(s)
- Nicolas Garel
- From McGill University, Psychiatry residency program (Garel, Greenway); and McGill University, Douglas Mental Health University Institute, (Joober), Montreal, Que., Canada
| | - Kyle Greenway
- From McGill University, Psychiatry residency program (Garel, Greenway); and McGill University, Douglas Mental Health University Institute, (Joober), Montreal, Que., Canada
| | - Ridha Joober
- From McGill University, Psychiatry residency program (Garel, Greenway); and McGill University, Douglas Mental Health University Institute, (Joober), Montreal, Que., Canada
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47
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Cunningham CO, Starrels JL, Zhang C, Bachhuber MA, Sohler NL, Levin FR, Minami H, Slawek DE, Arnsten JH. Medical Marijuana and Opioids (MEMO) Study: protocol of a longitudinal cohort study to examine if medical cannabis reduces opioid use among adults with chronic pain. BMJ Open 2020; 10:e043400. [PMID: 33376181 PMCID: PMC7778768 DOI: 10.1136/bmjopen-2020-043400] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
INTRODUCTION In the USA, opioid analgesic use and overdoses have increased dramatically. One rapidly expanding strategy to manage chronic pain in the context of this epidemic is medical cannabis. Cannabis has analgesic effects, but it also has potential adverse effects. Further, its impact on opioid analgesic use is not well studied. Managing pain in people living with HIV is particularly challenging, given the high prevalence of opioid analgesic and cannabis use. This study's overarching goal is to understand how medical cannabis use affects opioid analgesic use, with attention to Δ9-tetrahydrocannabinol and cannabidiol content, HIV outcomes and adverse events. METHODS AND ANALYSES We are conducting a cohort study of 250 adults with and without HIV infection with (a) severe or chronic pain, (b) current opioid use and (c) who are newly certified for medical cannabis in New York. Over 18 months, we collect data via in-person visits every 3 months and web-based questionnaires every 2 weeks. Data sources include: questionnaires; medical, pharmacy and Prescription Monitoring Program records; urine and blood samples; and physical function tests. Using marginal structural models and comparisons within participants' 2-week time periods (unit of analysis), we will examine how medical cannabis use (primary exposure) affects (1) opioid analgesic use (primary outcome), (2) HIV outcomes (HIV viral load, CD4 count, antiretroviral adherence, HIV risk behaviours) and (3) adverse events (cannabis use disorder, illicit drug use, diversion, overdose/deaths, accidents/injuries, acute care utilisation). ETHICS AND DISSEMINATION This study is approved by the Montefiore Medical Center/Albert Einstein College of Medicine institutional review board. Findings will be disseminated through conferences, peer-reviewed publications and meetings with medical cannabis stakeholders. TRIAL REGISTRATION NUMBER ClinicalTrials.gov Registry (NCT03268551); Pre-results.
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Affiliation(s)
- Chinazo O Cunningham
- Division of General Internal Medicine, Montefiore Health System, Bronx, New York, USA
| | - Joanna L Starrels
- Division of General Internal Medicine, Montefiore Health System, Bronx, New York, USA
| | - Chenshu Zhang
- Division of General Internal Medicine, Montefiore Health System, Bronx, New York, USA
| | - Marcus A Bachhuber
- Section of Community and Population Medicine, Louisiana State University Health Sciences Center, New Orleans, Louisiana, USA
| | - Nancy L Sohler
- School of Medicine, City University of New York, New York, New York, USA
| | - Frances R Levin
- Department of Psychiatry, Columbia University Irving Medical Center, New York, New York, USA
| | - Haruka Minami
- Psychology Department, Fordham University, Bronx, New York, USA
| | - Deepika E Slawek
- Division of General Internal Medicine, Montefiore Health System, Bronx, New York, USA
| | - Julia H Arnsten
- Division of General Internal Medicine, Montefiore Health System, Bronx, New York, USA
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48
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Vaseghi S, Nasehi M, Zarrindast MR. How do stupendous cannabinoids modulate memory processing via affecting neurotransmitter systems? Neurosci Biobehav Rev 2020; 120:173-221. [PMID: 33171142 DOI: 10.1016/j.neubiorev.2020.10.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 10/17/2020] [Accepted: 10/26/2020] [Indexed: 12/27/2022]
Abstract
In the present study, we wanted to review the role of cannabinoids in learning and memory in animal models, with respect to their interaction effects with six principal neurotransmitters involved in learning and memory including dopamine, glutamate, GABA (γ-aminobutyric acid), serotonin, acetylcholine, and noradrenaline. Cannabinoids induce a wide-range of unpredictable effects on cognitive functions, while their mechanisms are not fully understood. Cannabinoids in different brain regions and in interaction with different neurotransmitters, show diverse responses. Previous findings have shown that cannabinoids agonists and antagonists induce various unpredictable effects such as similar effect, paradoxical effect, or dualistic effect. It should not be forgotten that brain neurotransmitter systems can also play unpredictable roles in mediating cognitive functions. Thus, we aimed to review and discuss the effect of cannabinoids in interaction with neurotransmitters on learning and memory. In addition, we mentioned to the type of interactions between cannabinoids and neurotransmitter systems. We suggested that investigating the type of interactions is a critical neuropharmacological issue that should be considered in future studies.
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Affiliation(s)
- Salar Vaseghi
- Cognitive and Neuroscience Research Center (CNRC), Amir-Almomenin Hospital, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran; Department of Cognitive Neuroscience, Institute for Cognitive Science Studies (ICSS), Tehran, Iran
| | - Mohammad Nasehi
- Cognitive and Neuroscience Research Center (CNRC), Amir-Almomenin Hospital, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran.
| | - Mohammad-Reza Zarrindast
- Department of Cognitive Neuroscience, Institute for Cognitive Science Studies (ICSS), Tehran, Iran; Department of Pharmacology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
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49
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Sami M, Cole JH, Kempton MJ, Annibale L, Das D, Kelbrick M, Eranti S, Collier T, Onyejiaka C, O'Neill A, Lythgoe DJ, McGuire P, Williams SCR, Bhattacharyya S. Cannabis use in patients with early psychosis is associated with alterations in putamen and thalamic shape. Hum Brain Mapp 2020; 41:4386-4396. [PMID: 32687254 PMCID: PMC7502838 DOI: 10.1002/hbm.25131] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2019] [Revised: 03/06/2020] [Accepted: 06/24/2020] [Indexed: 12/31/2022] Open
Abstract
Around half of patients with early psychosis have a history of cannabis use. We aimed to determine if there are neurobiological differences in these the subgroups of persons with psychosis with and without a history of cannabis use. We expected to see regional deflations in hippocampus as a neurotoxic effect and regional inflations in striatal regions implicated in addictive processes. Volumetric, T1w MRIs were acquired from people with a diagnosis psychosis with (PwP + C = 28) or without (PwP - C = 26) a history of cannabis use; and Controls with (C + C = 16) or without (C - C = 22) cannabis use. We undertook vertex-based shape analysis of the brainstem, amygdala, hippocampus, globus pallidus, nucleus accumbens, caudate, putamen, thalamus using FSL FIRST. Clusters were defined through Threshold Free Cluster Enhancement and Family Wise Error was set at p < .05. We adjusted analyses for age, sex, tobacco and alcohol use. The putamen (bilaterally) and the right thalamus showed regional enlargement in PwP + C versus PwP - C. There were no areas of regional deflation. There were no significant differences between C + C and C - C. Cannabis use in participants with psychosis is associated with morphological alterations in subcortical structures. Putamen and thalamic enlargement may be related to compulsivity in patients with a history of cannabis use.
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Affiliation(s)
- Musa Sami
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - James H. Cole
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Matthew J. Kempton
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Luciano Annibale
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Debasis Das
- Leicestershire Partnership NHS TrustLondonUK
| | | | | | - Tracy Collier
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | | | - Aisling O'Neill
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - David J. Lythgoe
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Philip McGuire
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Steve C. R. Williams
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
| | - Sagnik Bhattacharyya
- Institute of PsychiatryPsychology and Neurosciences King's College LondonLondonUK
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50
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Marino L, Scodes J, Richkin T, Alves-Bradford JM, Nossel I, Wall M, Dixon L. Persistent cannabis use among young adults with early psychosis receiving coordinated specialty care in the United States. Schizophr Res 2020; 222:274-282. [PMID: 32473930 PMCID: PMC8237378 DOI: 10.1016/j.schres.2020.05.035] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Revised: 04/27/2020] [Accepted: 05/15/2020] [Indexed: 11/19/2022]
Abstract
Persistent cannabis use among young adults with first episode psychosis (FEP), even those receiving early intervention services, has been associated with poor outcomes. In the United States (US), Coordinated Specialty Care (CSC) has been shown to be more effective at reducing symptoms, improving quality of life and increasing involvement in work or school, compared to typical care for FEP. However, little is known about the prevalence, course and outcomes for cannabis use in this real-world, clinical setting. This study examined the prevalence, course and outcomes of cannabis use categorized into three groups: no use, reduced use, and persistent use, among a sample of 938 CSC participants enrolled for at least 1 year. Prevalence of cannabis use was 38.8% at admission and 32.8% of the sample had persistent cannabis use at 1 year. At baseline, persistent cannabis users were more likely to be male (p < .001), white, non-Hispanic and black non-Hispanic (p = .001), have worse symptoms as measured by the GAF (p < .001), increased suicidality (p = .024), violent ideation (p = .008), and legal trouble (p = .006) compared with non-users. At 1 year, persistent users maintained worse symptoms compared with non-users (p = .021) while those who reduced use had significant improvement in symptoms compared with persistent users (p = .008). This study suggests that cannabis use is common among young adults enrolled in a CSC program in the US and that persistent cannabis users may have worse outcomes while reducing cannabis use may improve outcomes. These findings highlight the potential impact of secondary prevention in this population through reduction in cannabis use.
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Affiliation(s)
- Leslie Marino
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032.
| | - Jennifer Scodes
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032
| | - Talia Richkin
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA
| | - Jean-Marie Alves-Bradford
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032
| | - Ilana Nossel
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032
| | - Melanie Wall
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032
| | - Lisa Dixon
- New York State Psychiatric Institute, 1051 Riverside Drive, New York 10032, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, 1051 Riverside Drive, New York, NY, USA 10032
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