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Levis M, Dimambro M, Levy J, Shiner B. Using Natural Language Processing to develop risk-tier specific suicide prediction models for Veterans Affairs patients. J Psychiatr Res 2024; 179:322-329. [PMID: 39353293 PMCID: PMC11531988 DOI: 10.1016/j.jpsychires.2024.09.031] [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: 04/02/2024] [Revised: 08/07/2024] [Accepted: 09/21/2024] [Indexed: 10/04/2024]
Abstract
Suicide is a leading cause of death. Suicide rates are particularly elevated among Department of Veterans Affairs (VA) patients. While VA has made impactful suicide prevention advances, efforts primarily target high-risk patients with documented suicide risk. This high-risk population accounts for less than 10% of VA patient suicide deaths. We previously evaluated epidemiological patterns among VA patients that had lower classified suicide risk and derived moderate- and low-risk groupings. Expanding upon VA's leading suicide prediction model, this study uses national VA data to refine high-, moderate-, and low-risk specific suicide prediction methods. We selected all VA patients who died by suicide in 2017 or 2018 (n = 4584), matching each case with five controls who remained alive during treatment year and shared suicide risk percentiles. We extracted all sample unstructured electronic health record notes, analyzed them using natural language processing, and applied machine-learning classification algorithms to develop risk-tier-specific predictive models. We calculated area under the curve (AUC) and suicide risk concentration to evaluate predictive accuracy and analyzed derived words. RESULTS: Our high-risk model (AUC = 0.621 (95% CI: 0.55-0.68)), moderate-risk (AUC = 0.669 (95% CI: 0.64-0.71)), and low-risk (AUC = 0.673 (95% CI: 0.63-0.72)) models offered significant predictive accuracy over VA's leading suicide prediction algorithm. Derived words varied considerably, the high-risk model including chronic condition service words, moderate-risk model including outpatient care, and low-risk model including acute condition care. Study suggests benefit of leveraging unstructured electronic health records and expands prediction resources for non-high-risk suicide decedents, an historically underserved population.
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Affiliation(s)
- Maxwell Levis
- White River Junction VA Medical Center, 215 North Main Street, White River Junction, VT, 05009, USA; Geisel School of Medicine at Dartmouth, 1 Rope Ferry Rd, Hanover, NH, 03755, USA.
| | - Monica Dimambro
- White River Junction VA Medical Center, 215 North Main Street, White River Junction, VT, 05009, USA
| | - Joshua Levy
- Geisel School of Medicine at Dartmouth, 1 Rope Ferry Rd, Hanover, NH, 03755, USA; Cedars-Sinai Medical Center, 8700 Beverly Blvd, Los Angeles, CA, 90048, USA
| | - Brian Shiner
- White River Junction VA Medical Center, 215 North Main Street, White River Junction, VT, 05009, USA; Geisel School of Medicine at Dartmouth, 1 Rope Ferry Rd, Hanover, NH, 03755, USA; National Center for PTSD Executive Division, 215 North Main Street, White River Junction, VT, 05009, USA
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Ahn-Horst RY, Turner EH. Unpublished trials of alprazolam XR and their influence on its apparent efficacy for panic disorder. Psychol Med 2024; 54:1026-1033. [PMID: 37853797 DOI: 10.1017/s0033291723002830] [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: 10/20/2023]
Abstract
OBJECTIVE To test for publication bias with alprazolam, the most widely prescribed benzodiazepine, by comparing its efficacy for panic disorder using trial results from (1) the published literature and (2) the US Food and Drug Administration (FDA). METHODS From FDA reviews, we included data from all phase 2/3 efficacy trials of alprazolam extended-release (Xanax XR) for the treatment of panic disorder. A search for matching publications was performed using PubMed and Google Scholar. Publication bias was examined by comparing: (1) overall trial results (positive or not) according to the FDA v. corresponding publications; (2) effect size (Hedges's g) based on FDA data v. published data. RESULTS The FDA review showed that five trials were conducted, only one of which (20%) was positive. Of the four not-positive trials, two were published conveying a positive outcome; the other two were not published. Thus, according to the published literature, three trials were conducted and all (100%) were positive. Alprazolam's effect size calculated using FDA data was 0.33 (CI95% 0.07-0.60) v. 0.47 (CI95% 0.30-0.65) using published data, an increase of 0.14, or 42%. CONCLUSIONS Publication bias substantially inflates the apparent efficacy of alprazolam XR.
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Affiliation(s)
- Rosa Y Ahn-Horst
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Erick H Turner
- Behavioral Health and Neurosciences Division, Veterans Affairs Portland Health Care System, Portland, OR, USA
- Department of Psychiatry, Oregon Health & Science University, Portland, OR, USA
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Garakani A, Buono FD, Salehi M, Funaro MC, Klimowicz A, Sharma H, Faria CGF, Larkin K, Freire RC. Antipsychotic agents in anxiety disorders: An umbrella review. Acta Psychiatr Scand 2024; 149:295-312. [PMID: 38382649 DOI: 10.1111/acps.13669] [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] [Received: 08/08/2023] [Revised: 01/25/2024] [Accepted: 01/29/2024] [Indexed: 02/23/2024]
Abstract
BACKGROUND Although not approved for the treatment of anxiety disorders (except trifluoperazine) there is ongoing off-label, unapproved use of first-generation antipsychotics (FGAs) and second-generation antipsychotics (SGAs) for anxiety disorders. There have been systematic reviews and meta-analyses on the use of antipsychotics in anxiety disorders, most of which focused on SGAs. OBJECTIVE The specific aims of this umbrella review are to: (1) Evaluate the evidence of efficacy of FGAs and SGAs in anxiety disorders as an adjunctive treatment to traditional antidepressant treatments and other nonantipsychotic medications; (2) Compare monotherapy with antipsychotics to first-line treatments for anxiety disorders in terms of effectiveness, risks, and side effects. The review protocol is registered on PROSPERO (CRD42021237436). METHODS An initial search was undertaken to identify systematic reviews and meta-analyses from inception until 2020, with an updated search completed August 2021 and January 2023. The searches were conducted in PubMed, MEDLINE (Ovid), EMBASE (Ovid), APA PsycInfo (Ovid), CINAHL Complete (EBSCOhost), and the Cochrane Library through hand searches of references of included articles. Review quality was measured using the AMSTAR-2 (A MeaSurement Tool to Assess Systematic Reviews) scale. RESULTS The original and updated searches yielded 1796 and 3744 articles respectively, of which 45 were eligible. After final review, 25 systematic reviews and meta-analyses were included in the analysis. Most of the systematic reviews and meta-analyses were deemed low-quality through AMSTAR-2 with only one review being deemed high-quality. In evaluating the monotherapies with antipsychotics compared with first-line treatments for anxiety disorder there was insufficient evidence due to flawed study designs (such as problems with randomization) and small sample sizes within studies. There was limited evidence suggesting efficacy of antipsychotic agents in anxiety disorders other than quetiapine in generalized anxiety disorder (GAD). CONCLUSIONS This umbrella review indicates a lack of high-quality studies of antipsychotics in anxiety disorders outside of the use of quetiapine in GAD. Although potentially effective for anxiety disorders, FGAs and SGAs may have risks and side effects that outweigh their efficacy, although there were limited data. Further long-term and larger-scale studies of antipsychotics in anxiety disorders are needed.
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Affiliation(s)
- Amir Garakani
- Department of Psychiatry and Behavioral Health, Greenwich Hospital, Greenwich, Connecticut, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut, USA
| | - Frank D Buono
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut, USA
| | - Mona Salehi
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Melissa C Funaro
- Harvey Cushing/John Hay Whitney Medical Library, Yale University, New Haven, Connecticut, USA
| | - Anna Klimowicz
- Department of Psychiatry, New York University Langone Health, New York, New York, USA
| | - Harshit Sharma
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut, USA
| | - Clara G F Faria
- Laboratory of Panic and Respiration, Institute of Psychiatry, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Kaitlyn Larkin
- Department of Psychology, Northern Illinois University, DeKalb, Illinois, USA
| | - Rafael C Freire
- Laboratory of Panic and Respiration, Institute of Psychiatry, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
- Department of Psychiatry and Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Kingston General Hospital Research Institute, Kingston Health Sciences Centre, Kingston, Ontario, Canada
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Sakurai H, Takeshima M, Inada K, Aoki Y, Ie K, Kise M, Yoshida E, Tsuboi T, Yamada H, Hori H, Inada Y, Shimizu E, Mishima K, Watanabe K, Takaesu Y. Clinical practice for unspecified anxiety disorder in primary care. PCN REPORTS : PSYCHIATRY AND CLINICAL NEUROSCIENCES 2023; 2:e118. [PMID: 38867823 PMCID: PMC11114420 DOI: 10.1002/pcn5.118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 06/02/2023] [Accepted: 06/13/2023] [Indexed: 06/14/2024]
Abstract
Aim Clinicians face difficulties in making treatment decisions for unspecified anxiety disorder due to the absence of any treatment guidelines. The objective of this study was to investigate how familiar and how often primary care physicians use pharmacological and nonpharmacological approaches to manage the disorder. Methods A survey was conducted among 117 primary care physicians in Japan who were asked to assess the familiarity of using each treatment option for unspecified anxiety disorder on a binary response scale (0 = "unfamiliar," 1 = "familiar") and the frequency on a nine-point Likert scale (1 = "never used," 9 = "frequently used"). Results While several benzodiazepine anxiolytics were familiar to primary care physicians, the frequencies of prescribing them, including alprazolam (4.6 ± 2.6), ethyl loflazepate (3.6 ± 2.4), and clotiazepam (3.5 ± 2.3), were low. In contrast, certain nonpharmacological options, including lifestyle changes (5.4 ± 2.3), coping strategies (5.1 ± 2.7), and psychoeducation for anxiety (5.1 ± 2.7), were more commonly utilized, but to a modest extent. When a benzodiazepine anxiolytic drug failed to be effective, primary care physicians selected the following management strategies to a relatively high degree: differential diagnosis (6.4 ± 2.4), referral to a specialist hospital (5.9 ± 2.5), lifestyle changes (5.2 ± 2.5), and switching to selective serotonin reuptake inhibitor (5.1 ± 2.4). Conclusion Primary care physicians exercise caution when prescribing benzodiazepine anxiolytics for unspecified anxiety disorder. Nonpharmacological interventions and switching to SSRI are modestly employed as primary treatment options and alternatives to benzodiazepine anxiolytics. To ensure the safe and effective treatment of unspecified anxiety disorder in primary care, more information should be provided from field experts.
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Affiliation(s)
- Hitoshi Sakurai
- Department of NeuropsychiatryKyorin University Faculty of MedicineTokyoJapan
| | - Masahiro Takeshima
- Department of NeuropsychiatryAkita University Graduate School of MedicineAkitaJapan
| | - Ken Inada
- Department of PsychiatrySchool of MedicineKanagawaJapan
| | - Yumi Aoki
- Department of Psychiatric and Mental Health NursingSt. Luke's International UniversityTokyoJapan
| | - Kenya Ie
- Department of Internal MedicineDivision of General Internal MedicineKanagawaJapan
- Department of Internal Medicine, Division of General Internal MedicineKawasaki Municipal Tama HospitalKanagawaJapan
| | - Morito Kise
- Centre for Family Medicine DevelopmentJapanese Health and Welfare Co‐Operative FederationTokyoJapan
| | - Eriko Yoshida
- Department of General Internal MedicineKawasaki Kyodo Hospital, Kawasaki Health Cooperative AssociationKanagawaJapan
| | - Takashi Tsuboi
- Department of NeuropsychiatryKyorin University Faculty of MedicineTokyoJapan
| | - Hisashi Yamada
- Department of NeuropsychiatryHyogo Medicial UniversityHyogoJapan
| | - Hikaru Hori
- Department of Psychiatry, Faculty of MedicineFukuoka UniversityFukuokaJapan
| | - Yasushi Inada
- Medical Corporation YUJIN‐KAI Inada ClinicOsakaJapan
| | - Eiji Shimizu
- Research Center for Child Mental DevelopmentChiba UniversityChibaJapan
- Department of Cognitive Behavioral PhysiologyGraduate School of MedicineChibaJapan
| | - Kazuo Mishima
- Department of NeuropsychiatryAkita University Graduate School of MedicineAkitaJapan
| | - Koichiro Watanabe
- Department of NeuropsychiatryKyorin University Faculty of MedicineTokyoJapan
| | - Yoshikazu Takaesu
- Department of NeuropsychiatryKyorin University Faculty of MedicineTokyoJapan
- Department of NeuropsychiatryGraduate School of MedicineOkinawaJapan
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Sakurai H, Inada K, Aoki Y, Takeshima M, Ie K, Kise M, Yoshida E, Tsuboi T, Yamada H, Hori H, Inada Y, Shimizu E, Mishima K, Watanabe K, Takaesu Y. Management of unspecified anxiety disorder: Expert consensus. Neuropsychopharmacol Rep 2023. [PMID: 36811273 DOI: 10.1002/npr2.12323] [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: 12/07/2022] [Revised: 01/20/2023] [Accepted: 01/21/2023] [Indexed: 02/24/2023] Open
Abstract
AIMS Treatment guidelines with respect to unspecified anxiety disorder have not been published. The aim of this study was to develop a consensus among field experts on the management of unspecified anxiety disorder. METHODS Experts were asked to evaluate treatment choices based on eight clinical questions concerning unspecified anxiety disorder using a nine-point Likert scale (1 = "disagree" to 9 = "agree"). According to the responses from 119 experts, the choices were categorized into first-, second-, and third-line recommendations. RESULTS Benzodiazepine anxiolytic use was not categorized as a first-line recommendation for the primary treatment of unspecified anxiety disorder, whereas multiple nonpharmacological treatment strategies, including coping strategies (7.9 ± 1.4), psychoeducation for anxiety (7.9 ± 1.4), lifestyle changes (7.8 ± 1.5), and relaxation techniques (7.4 ± 1.8), were categorized as first-line recommendations. Various treatment strategies were categorized as first-line recommendations when a benzodiazepine anxiolytic drug did not improve anxiety symptoms, that is, differential diagnosis (8.2 ± 1.4), psychoeducation for anxiety (8.0 ± 1.5), coping strategies (7.8 ± 1.5), lifestyle changes (7.8 ± 1.5), relaxation techniques (7.2 ± 1.9), and switching to selective serotonin reuptake inhibitors (SSRIs) (7.0 ± 1.8). These strategies were also highly endorsed when tapering the dosage of or discontinuing benzodiazepine anxiolytic drugs. There was no first-line recommendation regarding excusable reasons for continuing benzodiazepine anxiolytics. CONCLUSIONS The field experts recommend that benzodiazepine anxiolytics should not be used as a first-line option for patients with unspecified anxiety disorder. Instead, several nonpharmacological interventions and switching to SSRIs were endorsed for the primary treatment of unspecified anxiety disorder and as alternatives to benzodiazepine anxiolytics.
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Affiliation(s)
- Hitoshi Sakurai
- Department of Neuropsychiatry, Kyorin University Faculty of Medicine, Tokyo, Japan
| | - Ken Inada
- Department of Psychiatry, School of Medicine, Kitasato University, Kanagawa, Japan
| | - Yumi Aoki
- Psychiatric and Mental Health Nursing, St. Luke's International University, Tokyo, Japan
| | - Masahiro Takeshima
- Department of Neuropsychiatry, Akita University Graduate School of Medicine, Akita, Japan
| | - Kenya Ie
- Division of General Internal Medicine, Department of Internal Medicine, St. Marianna University School of Medicine, Kanagawa, Japan.,Division of General Internal Medicine, Department of Internal Medicine, Kawasaki Municipal Tama Hospital, Kanagawa, Japan
| | - Morito Kise
- Centre for Family Medicine Development, Japanese Health and Welfare Co-operative Federation, Tokyo, Japan
| | - Eriko Yoshida
- Department of General Internal Medicine, Kawasaki Kyodo Hospital, Kawasaki Health Cooperative Association, Kanagawa, Japan
| | - Takashi Tsuboi
- Department of Neuropsychiatry, Kyorin University Faculty of Medicine, Tokyo, Japan
| | - Hisashi Yamada
- Department of Neuropsychiatry, Hyogo Medicial University, Hyogo, Japan
| | - Hikaru Hori
- Department of Psychiatry, Faculty of Medicine, Fukuoka University, Fukuoka, Japan
| | - Yasushi Inada
- Medical corporation YUJIN-KAI Inada Clinic, Osaka, Japan
| | - Eiji Shimizu
- Research Center for Child Mental Development, Chiba University, Chiba, Japan.,Department of Cognitive Behavioral Physiology, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Kazuo Mishima
- Department of Neuropsychiatry, Akita University Graduate School of Medicine, Akita, Japan
| | - Koichiro Watanabe
- Department of Neuropsychiatry, Kyorin University Faculty of Medicine, Tokyo, Japan
| | - Yoshikazu Takaesu
- Department of Neuropsychiatry, Kyorin University Faculty of Medicine, Tokyo, Japan.,Department of Neuropsychiatry, Graduate School of Medicine, University of the Ryukyus, Okinawa, Japan
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Kyriakoulis P, Kyrios M. Biological and cognitive theories explaining panic disorder: A narrative review. Front Psychiatry 2023; 14:957515. [PMID: 36793941 PMCID: PMC9924294 DOI: 10.3389/fpsyt.2023.957515] [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: 05/31/2022] [Accepted: 01/04/2023] [Indexed: 02/01/2023] Open
Abstract
The current narrative review summarizes and examines several theories of panic disorder (PD) including biological theories, encompassing neurochemical factors, metabolic and genetic theories, respiratory and hyperventilation theories and cognitive theory. Biological theories have informed the development of psychopharmacological treatments; however, they may be limited in their utility given the efficacy of psychological treatments. In particular, behavioral and, more recently, cognitive models have garnered support due to the efficacy of cognitive-behavior therapy (CBT) in treating PD. The role of combination treatments has been found to be superior in the treatment of PD in particular cases, lending support for the need for an integrated approach and model for PD given that the etiology of PD is complex and multifactorial.
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Affiliation(s)
- Peter Kyriakoulis
- Faculty of Arts, Health and Design, Swinburne University, Hawthorn, VIC, Australia
| | - Michael Kyrios
- College of Education, Psychology and Social Work, Órama Institute for Mental Health and Wellbeing, Flinders University, Bedford Park, SA, Australia
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Brandt J. The devil is in the detail: a critique of nine editorials published by the International Task Force on Benzodiazepines. BJPSYCH ADVANCES 2023. [DOI: 10.1192/bja.2022.62] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
SUMMARY
Since 2018, the International Task Force on Benzodiazepines (ITFB), a group of academic psychiatrists and academic psychologists, has advocated that clinical guidelines should change to promote benzodiazepines from second- to first-line treatment for anxiety disorders, accept their use as maintenance treatment for anxiety conditions (in particular, panic disorder) and increase their use in gastrointestinal disorders. There is merit in much of what the ITFB argues, but in this article I analyse four major claims it has made in opinion editorials that I believe are not fully supported by the available evidence.
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