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Rao V, Lanni S, Yule AM, DiSalvo M, Stone M, Berger AF, Wilens TE. Diagnosing major depressive disorder and substance use disorder using the electronic health record: A preliminary validation study. JOURNAL OF MOOD AND ANXIETY DISORDERS 2023; 2:100007. [PMID: 37693103 PMCID: PMC10486184 DOI: 10.1016/j.xjmad.2023.100007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
Background One mechanism to examine if major depressive disorder (MDD) is related to the development of substance use disorder (SUD) is by leveraging naturalistic data available in the electronic health record (EHR). Rules for data extraction and variable construction linked to psychometrics validating their use are needed to extract data accurately. Objective We propose and validate a methodologic framework for using EHR variables to identify patients with MDD and non-nicotine SUD. Methods Proxy diagnoses and index dates of MDD and/or SUD were established using billing codes, problem lists, patient-reported outcome measures, and prescriptions. Manual chart reviews were conducted for the 1-year period surrounding each index date to determine (1) if proxy diagnoses were supported by chart notes and (2) if the index dates accurately captured disorder onset. Results The results demonstrated 100% positive predictive value for proxy diagnoses of MDD. The proxy diagnoses for SUD exhibited strong agreement (Cohen's kappa of 0.84) compared to manual chart review and 92% sensitivity, specificity, positive predictive value, and negative predictive value. Sixteen percent of patients showed inaccurate SUD index dates generated by EHR extraction with discrepancies of over 6 months compared to SUD onset identified through chart review. Conclusions Our methodology was very effective in identifying patients with MDD with or without SUD and moderately effective in identifying SUD onset date. These findings support the use of EHR data to make proxy diagnoses of MDD with or without SUD.
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Affiliation(s)
- Vinod Rao
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Sylvia Lanni
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Amy M. Yule
- Department of Psychiatry, Boston Medical Center, 801 Massachusetts Avenue, Boston, MA 02118, USA
| | - Maura DiSalvo
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Mira Stone
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Amy F. Berger
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Timothy E. Wilens
- Department of Psychiatry, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
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Assari S, Mistry R, Caldwell CH, Zimmerman MA. Marijuana Use and Depressive Symptoms; Gender Differences in African American Adolescents. Front Psychol 2018; 9:2135. [PMID: 30505287 PMCID: PMC6250838 DOI: 10.3389/fpsyg.2018.02135] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 10/16/2018] [Indexed: 11/13/2022] Open
Abstract
Introduction: This study aimed to examine gender differences in the bidirectional associations between marijuana use and depressive symptoms among African American adolescents. The study also tested gender differences in the effects of socioeconomic status, maternal support, and friends' drug use on adolescents' depressive symptoms and marijuana use. Methods: This is a secondary analysis of the Flint Adolescent Study (FAS). Six hundred and eighty one African American adolescents (335 males and 346 females) were followed for 3 years, from 1995 (mean age 16) to 1997 (mean age 19). Depressive symptoms (Brief Symptom Inventory) and marijuana use were measured annually during the follow up. We used multi-group latent growth curve modeling to explore the reciprocal associations between depressive symptoms and marijuana use over time based on gender. Results: Baseline marijuana use was predictive of an increase in depressive symptoms over time among male but not female African American adolescents. Baseline depressive symptoms were not predictive of an increase in marijuana use among male or female adolescents. Conclusion: Study findings suggest that male African American adolescents who use marijuana are at an increased risk of subsequent depressive symptoms. Interventions that combine screening and treatment for marijuana use and depression may be indicated for African American male adolescents.
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Affiliation(s)
- Shervin Assari
- Department of Psychiatry, School of Medicine, University of Michigan, Ann Arbor, MI, United States
- Center for Research on Ethnicity, Culture and Health, School of Public Health, University of Michigan, Ann Arbor, MI, United States
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Ritesh Mistry
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Cleopatra Howard Caldwell
- Center for Research on Ethnicity, Culture and Health, School of Public Health, University of Michigan, Ann Arbor, MI, United States
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Marc A. Zimmerman
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, Ann Arbor, MI, United States
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Screening for substance use disorders in neurodevelopmental disorders: a clinical routine? Eur Child Adolesc Psychiatry 2014; 23:365-8. [PMID: 23949101 DOI: 10.1007/s00787-013-0459-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2012] [Accepted: 07/31/2013] [Indexed: 10/26/2022]
Abstract
Evidence suggests that substance use disorders (SUD) tend to be underdiagnosed in psychiatry. The objective of this study was to investigate whether drug and alcohol screening is a clinical routine in the assessment of two prominent neurodevelopmental disorders, namely ADHD and autism spectrum disorder (ASD). We surveyed drug and alcohol screening routines in 34 general child and adolescent (only practice for adolescents, not children, was assessed) and 29 adult psychiatric outpatient departments in Stockholm County, Sweden. Structured telephone interviews mapping SUD screening procedures were conducted with department representatives in charge. Only a minority of child and adolescent departments regularly used SUD screening questionnaires (6 %) in ADHD and ASD assessment, while this was more common in adult psychiatry (55 %). Urine/blood-based toxicology tests were always used in 28 % and sometimes or in case of clinical suspicion in 38 % of the adult units. Such tests were used sometimes or in case of clinical suspicion in 15 % of the child psychiatric departments, but never routinely. Findings reveal that screening for SUD in ADHD and ASD is not an integral part of routine clinical assessments in psychiatry, although increasingly an integral part of many clinical guidelines. Thus, SUD might be underdiagnosed in neurodevelopmental disorders, which could be particularly true for child and adolescent psychiatry settings.
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Large MM, Smith G, Sara G, Paton MB, Kedzior KK, Nielssen OB. Meta-analysis of self-reported substance use compared with laboratory substance assay in general adult mental health settings. Int J Methods Psychiatr Res 2012; 21:134-48. [PMID: 22367926 PMCID: PMC6878377 DOI: 10.1002/mpr.1350] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2010] [Revised: 11/20/2010] [Accepted: 04/04/2011] [Indexed: 11/08/2022] Open
Abstract
An accurate assessment of substance use is necessary to make a correct psychiatric diagnosis and to provide appropriate treatment. This study uses meta-analysis to establish the strength of the association between self-reported substance use and the results of laboratory substance assay including the testing for specific substances and screening for any substance use in psychiatric hospitals and in community mental health settings. A systematic search for published studies was supplemented by additional data required for meta-analysis provided by several researchers in this field. Using random-effects meta-analysis, we calculated the pooled estimate of the odds ratio of a positive substance assay in patients reporting use or non-use of substances and estimated the sensitivity, specificity, positive predictive value and negative predictive value. Twenty-six studies met the inclusion criteria. Very strong associations were found between self-reported use and positive tests for cannabis [N = 11 studies, odds ratio (OR) = 22.3; 95% confidence interval (CI) = 10.1-49.1], amphetamines (N = 8, OR = 26.6; 95% CI = 7.9-88.9), cocaine (N = 8, OR = 39.7; 95% CI = 16.2-97.2) and opiates (N = 7, OR = 83.5; 95% CI = 26.7-260.7). Strong associations were found between self-reported use of any substance and positive substance screening (N = 15, OR = 7.2, 95% CI = 3.6-14.1) and tests for alcohol use (N = 5, OR = 8.5; 95% CI = 2.5-28.4). Screening for any substance use had a sensitivity of 61% and a specificity of 66%. Testing for individual substances was specific but lacked sensitivity. Screening has the potential to detect clinically relevant substances that would not be reported by the patient, whereas testing for a specific substance has little advantage over self-report. The sensitivity of the substance assay might be improved by obtaining a sample at the earliest opportunity. Consideration should be given to the increased use of substance screening in general adult mental health settings because it could improve the accuracy of psychiatric diagnosis and increase the likelihood of patients receiving treatment for substance use disorders.
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Affiliation(s)
- Matthew M Large
- School of Psychiatry, University of New South Wales, Randwick, NSW, Australia.
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Rouleau A, Bélanger C, O’Connor K, Gagnon C. Évaluation de l’usage à risque des benzodiazépines chez les personnes âgées : facteurs de risque et impacts. SANTE MENTALE AU QUEBEC 2012; 36:123-44. [DOI: 10.7202/1008593ar] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
L’usage à risque de la benzodiazépine (BZD), fréquent chez les aînés, est un problème souvent sous-estimé. Cet article présente une recension des écrits qui explore ce profil de consommation problématique sur les plans biologique, psychologique et environnemental. Les auteurs constatent qu’il y un manque de consensus et de validité quant à la description du phénomène. Ils discutent de certains facteurs qui contribuent à l’usage à risque des BZD chez les aînés : des habitudes de prescriptions et des attitudes parfois laxistes des médecins ; les attitudes des aînés envers la maladie mentale et la façon dont se manifestent leurs symptômes ; les difficultés dans l’évaluation de l’anxiété et de la dépression des aînés. En conclusion, les auteurs proposent que la recherche s’intéresse à des méthodes intégratives pour l’évaluation de l’usage à risque de la BZD chez les aînés.
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Affiliation(s)
- Annick Rouleau
- M. Ps., Département de Psychologie, Université du Québec à Montréal
| | - Claude Bélanger
- Ph.D., Département de Psychologie, Université du Québec à Montréal, Université McGill
- Clinique des troubles anxieux, Institut universitaire en santé mentale Douglas
| | - Kieron O’Connor
- Ph.D., Centre de recherche Fernand-Seguin, Hôpital Louis-H. Lafontaine
- Département de psychoéducation et psychologie, Université du Québec en Outaouais
| | - Cynthia Gagnon
- Département de Psychologie, Université du Québec à Montréal
- Département de psychoéducation et psychologie, Université du Québec en Outaouais
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Salve A, Leclercq S, Ponavoy E, Trojak B, Chauvet-Gelinier JC, Vandel P, Bonin B. Conduites addictives du sujet âgé. ACTA ACUST UNITED AC 2011. [DOI: 10.1016/s0246-1072(11)57929-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Howland RH, Rush AJ, Wisniewski SR, Trivedi MH, Warden D, Fava M, Davis LL, Balasubramani GK, McGrath PJ, Berman SR. Concurrent anxiety and substance use disorders among outpatients with major depression: clinical features and effect on treatment outcome. Drug Alcohol Depend 2009; 99:248-60. [PMID: 18986774 DOI: 10.1016/j.drugalcdep.2008.08.010] [Citation(s) in RCA: 104] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2008] [Revised: 08/15/2008] [Accepted: 08/17/2008] [Indexed: 11/25/2022]
Abstract
BACKGROUND Depressed patients often present with comorbid anxiety and/or substance use disorder. This report compares the four groups defined by the disorders (anxiety disorder, substance use disorder, both, and neither) in terms of baseline clinical and sociodemographic features, and in terms of outcomes following treatment with citalopram (a selective serotonin reuptake inhibitor). METHODS The Sequenced Treatment Alternatives to Relieve Depression (STAR*D) trial enrolled 2838 outpatients with non-psychotic major depressive disorder (MDD) from 18 primary and 23 psychiatric care clinics. Clinical and sociodemographic features were assessed at baseline. These baseline features and the treatment outcomes following treatment with citalopram were compared among the four groups. RESULTS Participants with non-psychotic MDD and comorbid anxiety and/or substance use disorder showed several distinctive baseline sociodemographic and clinical features. They also showed greater depression severity; length of illness; likelihood of anxious, atypical or melancholic features; more intolerance/attrition; and worse remission/response outcomes with treatment. Participants with either anxiety or substance use disorder showed outcomes generally intermediate between those with both and those with neither. CONCLUSIONS Comorbid anxiety and/or substance use disorder are clinically identifiable, and their presence may define distinct MDD subgroups that have more problems and worse pharmacological treatment outcomes. They may benefit from more aggressive, multi-faceted treatment and psychosocial rehabilitation targeted at reducing their psychological comorbidity and functional impairment.
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Affiliation(s)
- Robert H Howland
- Department of Psychiatry, University of Pittsburgh Medical Center, Western Psychiatric Institute and Clinic, 3811 O'Hara Street, Pittsburgh, PA 15213, United States.
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Abstract
This study evaluated whether there were increasing admissions for illicit drug abuse treatment among older persons from 1992 to 2005 in the United States and describes the characteristics, number, and type of substances most commonly abused in this population over this 14-year period. Analyses used public data files from the Treatment Episode Data Set, which tracks federally and state funded substance abuse treatment admissions. From 1992 to 2005, admissions for illicit drug abuse increased significantly; in 2005, 61% of admissions age 50 to 54 years old and 45% of admissions age 55 years and older reported some type of illicit drug abuse, most commonly heroin or cocaine abuse. Criminal justice referrals for drug abuse admissions have increased over time and daily substance use remains high. Efforts to determine best practices for prevention, identification, and treatment of illicit drug abuse in older persons are indicated.
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Abstract
A major source of clinical errors is inaccurate diagnosis. The authors stress the importance of a thorough work-up in establishing a reliable diagnosis and the need to challenge and correct erroneous diagnoses to avoid inadequate response, reduced adherence to treatment, medication errors, increased healthcare costs, unnecessary hospitalization, and other adverse outcomes. Four case reports are presented to illustrate common sources of psychiatric misdiagnosis: effects of switching several psychotropic agents simultaneously, confounding effects of systemic illness and/or substance abuse, poor communication among clinicians and between clinicians and patients, and excessive reliance on the expertise of specialists. In reviewing the cases, the authors focus on "red flags," such as lack of response to the current medication regimen despite adherence to treatment, that may be helpful in identifying diagnostic errors.
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Affiliation(s)
- Ahsan Y Khan
- University of Kansas School of Medicine-Wichita, Wichita, KS 67214, USA.
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Trivedi MH, Daly EJ. Measurement-based care for refractory depression: a clinical decision support model for clinical research and practice. Drug Alcohol Depend 2007; 88 Suppl 2:S61-71. [PMID: 17320312 PMCID: PMC2793274 DOI: 10.1016/j.drugalcdep.2007.01.007] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2006] [Revised: 12/29/2006] [Accepted: 01/12/2007] [Indexed: 11/20/2022]
Abstract
Despite years of antidepressant drug development and patient and provider education, suboptimal medication dosing and duration of exposure resulting in incomplete remission of symptoms remains the norm in the treatment of depression. Additionally, since no one treatment is effective for all patients, optimal implementation focusing on the measurement of symptoms, side effects, and function is essential to determine effective sequential treatment approaches. There is a need for a paradigm shift in how clinical decision making is incorporated into clinical practice and for a move away from the trial-and-error approach that currently determines the "next best" treatment. This paper describes how our experience with the Texas Medication Algorithm Project (TMAP) and the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) trial has confirmed the need for easy-to-use clinical support systems to ensure fidelity to guidelines. To further enhance guideline fidelity, we have developed an electronic decision support system that provides critical feedback and guidance at the point of patient care. We believe that a measurement-based care (MBC) approach is essential to any decision support system, allowing physicians to individualize and adapt decisions about patient care based on symptom progress, tolerability of medication, and dose optimization. We also believe that successful integration of sequential algorithms with MBC into real-world clinics will facilitate change that will endure and improve patient outcomes. Although we use major depression to illustrate our approach, the issues addressed are applicable to other chronic psychiatric conditions including comorbid depression and substance use disorder as well as other medical illnesses.
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Affiliation(s)
- Madhukar H Trivedi
- Mood Disorders Program, Department of Psychiatry, University of Texas Southwestern Medical School, Dallas, TX 75390, USA.
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Rouleau A, Proulx C, O’Connor K, Bélanger C, Dupuis G. Usage des benzodiazépines chez les personnes âgées : état des connaissances. SANTE MENTALE AU QUEBEC 2004. [DOI: 10.7202/008621ar] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Résumé
Cet article passe en revue la littérature concernant la dépendance aux benzodiazépines (BZD) chez la population des personnes âgées de 65 ans et plus. Alors que les conséquences négatives reliées à l’utilisation prolongée des BZD sont bien connues, le phénomène de la dépendance à ces substances chez cette population l’est beaucoup moins. Il n’existe toujours pas de consensus autour de la définition du problème. L’usage continu des BZD peut être davantage problématique chez les personnes âgées pour qui la tolérance aux agents chimiques diminue avec l’âge. Les facteurs de risque impliqués dans l’usage chronique sont une combinaison interactive entre les caractéristiques des aînés et celles des médecins prescripteurs. Des pistes de recherche étayées sur un changement paradigmatique sont lancées afin de bonifier la recherche dans ce domaine.
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Affiliation(s)
- Annick Rouleau
- Ph.D. en cours, Département de psychologie, Université du Québec à Montréal, Centre de recherche Fernand-Seguin
| | - Chantal Proulx
- Ph.D. en cours, Département de psychologie, Université du Québec à Montréal, Centre de recherche Fernand-Seguin
| | - Kieron O’Connor
- Ph.D., Département de psychologie, Université du Québec à Montréal, Centre de recherche Fernand-Seguin
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