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Wu Y, Levis B, Daray FM, Ioannidis JPA, Patten SB, Cuijpers P, Ziegelstein RC, Gilbody S, Fischer FH, Fan S, Sun Y, He C, Krishnan A, Neupane D, Bhandari PM, Negeri Z, Riehm KE, Rice DB, Azar M, Yan XW, Imran M, Chiovitti MJ, Boruff JT, McMillan D, Kloda LA, Markham S, Henry M, Ismail Z, Loiselle CG, Mitchell ND, Al-Adawi S, Beck KR, Beraldi A, Bernstein CN, Boye B, Büel-Drabe N, Bunevicius A, Can C, Carter G, Chen CK, Cheung G, Clover K, Conroy RM, Costa-Requena G, Cukor D, Dabscheck E, De Souza J, Downing M, Feinstein A, Ferentinos PP, Flint AJ, Gallagher P, Gandy M, Grassi L, Härter M, Hernando A, Jackson ML, Jenewein J, Jetté N, Julião M, Kjærgaard M, Köhler S, König HH, Krishna LKR, Lee Y, Löbner M, Loosman WL, Love AW, Löwe B, Malt UF, Marrie RA, Massardo L, Matsuoka Y, Mehnert A, Michopoulos I, Misery L, Nelson CJ, Ng CG, O'Donnell ML, O'Rourke SJ, Öztürk A, Pabst A, Pasco JA, Peceliuniene J, Pintor L, Ponsford JL, Pulido F, Quinn TJ, Reme SE, Reuter K, Riedel-Heller SG, Rooney AG, Sánchez-González R, Saracino RM, Schellekens MPJ, Scherer M, Benedetti A, Thombs BD, Et Al. Comparison of the accuracy of the 7-item HADS Depression subscale and 14-item total HADS for screening for major depression: A systematic review and individual participant data meta-analysis. Psychol Assess 2023; 35:95-114. [PMID: 36689386 DOI: 10.1037/pas0001181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
The seven-item Hospital Anxiety and Depression Scale Depression subscale (HADS-D) and the total score of the 14-item HADS (HADS-T) are both used for major depression screening. Compared to the HADS-D, the HADS-T includes anxiety items and requires more time to complete. We compared the screening accuracy of the HADS-D and HADS-T for major depression detection. We conducted an individual participant data meta-analysis and fit bivariate random effects models to assess diagnostic accuracy among participants with both HADS-D and HADS-T scores. We identified optimal cutoffs, estimated sensitivity and specificity with 95% confidence intervals, and compared screening accuracy across paired cutoffs via two-stage and individual-level models. We used a 0.05 equivalence margin to assess equivalency in sensitivity and specificity. 20,700 participants (2,285 major depression cases) from 98 studies were included. Cutoffs of ≥7 for the HADS-D (sensitivity 0.79 [0.75, 0.83], specificity 0.78 [0.75, 0.80]) and ≥15 for the HADS-T (sensitivity 0.79 [0.76, 0.82], specificity 0.81 [0.78, 0.83]) minimized the distance to the top-left corner of the receiver operating characteristic curve. Across all sets of paired cutoffs evaluated, differences of sensitivity between HADS-T and HADS-D ranged from -0.05 to 0.01 (0.00 at paired optimal cutoffs), and differences of specificity were within 0.03 for all cutoffs (0.02-0.03). The pattern was similar among outpatients, although the HADS-T was slightly (not nonequivalently) more specific among inpatients. The accuracy of HADS-T was equivalent to the HADS-D for detecting major depression. In most settings, the shorter HADS-D would be preferred. (PsycInfo Database Record (c) 2023 APA, all rights reserved).
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Affiliation(s)
- Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Federico M Daray
- Institute of Pharmacology, School of Medicine, University of Buenos Aires
| | | | - Scott B Patten
- Department of Community Health Sciences, University of Calgary
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit
| | | | - Simon Gilbody
- Department of Health Sciences, Hull York Medical School, University of York
| | - Felix H Fischer
- Department of Psychosomatic Medicine, Charité-Universitätsmedizin Berlin
| | - Suiqiong Fan
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | | | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Kira E Riehm
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Danielle B Rice
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Marleine Azar
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Xin Wei Yan
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Mahrukh Imran
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | | | - Jill T Boruff
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, McGill University
| | - Dean McMillan
- Department of Health Sciences, Hull York Medical School, University of York
| | | | - Sarah Markham
- Department of Biostatistics and Health Informatics, King's College London
| | - Melissa Henry
- Lady Davis Institute for Medical Research, Jewish General Hospital
| | - Zahinoor Ismail
- Hotchkiss Brain Institute and O'Brien Institute for Public Health, University of Calgary
| | | | | | - Samir Al-Adawi
- Department of Behavioural Medicine, College of Medicine & Health Sciences, Sultan Qaboos University
| | - Kevin R Beck
- Department of Psychiatry, Singapore General Hospital, Singapore
| | - Anna Beraldi
- kbo Lech-Mangfall-Klinik für Psychatrie, Psychotherapie und Psychsomatik, Garmisch-Partenkirchen
| | | | - Birgitte Boye
- Department of Behavioural Medicine, University of Oslo
| | | | | | - Ceyhun Can
- Adana City Training and Research Hospital
| | - Gregory Carter
- School of Medicine and Public Health, University of Newcastle
| | - Chih-Ken Chen
- Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Chang Gung University College of Medicine
| | - Gary Cheung
- Department of Psychological Medicine, University of Auckland
| | - Kerrie Clover
- Centre for Brain and Mental Health Research, University of Newcastle
| | - Ronán M Conroy
- Division of Population Health Sciences, Royal College of Surgeons in Ireland
| | - Gema Costa-Requena
- Department of Psychiatry, Clinical Psychology, Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Centro de Investigacióo Biomédica en Red de Salud Mental
| | | | | | | | | | | | - Panagiotis P Ferentinos
- 2nd Department of Psychiatry, Attikon General Hospital, National and Kapodistrian University of Athens
| | | | | | - Milena Gandy
- The School of Psychological Sciences, Macquarie University
| | - Luigi Grassi
- Department of Neuroscience and Rehabilitation, Institute of Psychiatry, University of Ferrara
| | - Martin Härter
- Department of Medical Psychology, University Medical Center Hamburg, University of Hamburg
| | | | | | - Josef Jenewein
- Department of Medical Psychology and Psychotherapy, Medical University of Graz
| | - Nathalie Jetté
- Department of Neurology, Icahn School of Medicine at Mount Sinai
| | - Miguel Julião
- Equipa Comunitária de Suporte em Cuidados Paliativos de Sintra
| | - Marie Kjærgaard
- Endocrinology Research Group, Medical Clinic, University Hospital of North Norway
| | - Sebastian Köhler
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University
| | - Hans-Helmut König
- Department of Health Economics and Health Services Research, University Medical Center Hamburg-Eppendorf
| | | | - Yu Lee
- Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine
| | - Margrit Löbner
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig
| | | | | | - Bernd Löwe
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf
| | - Ulrik F Malt
- Department of Research and Education Division of Surgery and Clinical Neuroscience, University of Oslo
| | - Ruth Ann Marrie
- Department of Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba
| | - Loreto Massardo
- Centro de Biología Celular y Biomedicina, Facultad de Medicina y Ciencia, Universidad San Sebastián
| | - Yutaka Matsuoka
- Division of Health Care Research, Center for Public Health Sciences, National Cancer Center
| | - Anja Mehnert
- Department of Medical Psychology and Medical Sociology, University of Leipzig
| | - Ioannis Michopoulos
- 2nd Department of Psychiatry, Attikon General Hospital, National and Kapodistrian University of Athens
| | | | - Christian J Nelson
- Department of Psychiatry and Behavioral Sciences, Memorial Sloan Kettering Cancer Center
| | - Chong Guan Ng
- Department of Psychological Medicine, Faculty of Medicine, University of Malaya
| | | | | | | | - Alexander Pabst
- Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig
| | - Julie A Pasco
- The Institute for Mental and Physical Health and Clinical Translation, School of Medicine, Deakin University
| | - Jurate Peceliuniene
- Faculty of Medicine, Clinic of Internal Diseases, Family Medicine and Oncology, Vilnius University
| | - Luis Pintor
- Instituto de Investigaciones Biomédicas Augusto Pi i Sunyer
| | | | | | - Terence J Quinn
- Institute of Cardiovascular and Medical Sciences, University of Glasgow
| | - Silje E Reme
- Department of Psychology, Faculty of Social Sciences, University of Oslo
| | - Katrin Reuter
- Private Practice for Psychotherapy and Psycho-oncology, Freiburg, Baden-Württemberg
| | - Steffi G Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig
| | | | - Roberto Sánchez-González
- Department of Psychiatry, Institut de Neuropsiquiatria i Addiccions, Centre Emili Mira, Parc de Salut Mar
| | - Rebecca M Saracino
- Department of Psychiatry and Behavioral Sciences, Memorial Sloan Kettering Cancer Center
| | | | - Martin Scherer
- Institute of Primary Medical Care, University Medical Center Hamburg-Eppendorf
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital
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Henry RS, Kwakkenbos L, Carrier ME, Negeri Z, Bourgeault A, Patten S, Bartlett SJ, Mouthon L, Varga J, Benedetti A, Thombs BD. Mental health before and during the pandemic in people with systemic sclerosis. The Lancet Rheumatology 2022; 4:e82-e85. [PMID: 34901884 PMCID: PMC8641958 DOI: 10.1016/s2665-9913(21)00363-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Richard S Henry
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E4, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
| | - Linda Kwakkenbos
- Department of Clinical Psychology, Radboud University, Nijmegen, Netherlands
- Department of Medical Psychology, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, Netherlands
| | - Marie-Eve Carrier
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E4, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E4, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
| | - Angelica Bourgeault
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E4, Canada
| | - Scott Patten
- Department of Community Health Sciences, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
| | - Susan J Bartlett
- Department of Medicine, McGill University, Montreal, QC, Canada
- Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Luc Mouthon
- Service de Médecine Interne, Centre de Référence Maladies Autoimmunes Systémiques Rares d'Ile de France, Hôpital Cochin, Assistance Publique-Hôpitaux de Paris, Paris, France
- APHP-CUP, Hôpital Cochin, Université de Paris, Paris, France
| | - John Varga
- Department of Medicine, Division of Rheumatology, University of Michigan, Ann Arbor, MI, USA
| | - Andrea Benedetti
- Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montreal, QC, Canada
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E4, Canada
- Department of Psychiatry, McGill University, Montreal, QC, Canada
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada
- Department of Medicine, McGill University, Montreal, QC, Canada
- Department of Psychology, McGill University, Montreal, QC, Canada
- Department of Educational and Counselling Psychology, McGill University, Montreal, QC, Canada
- Biomedical Ethics Unit, McGill University, Montreal, QC, Canada
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Wu Y, Levis B, Sun Y, He C, Krishnan A, Neupane D, Bhandari PM, Negeri Z, Benedetti A, Thombs BD. Accuracy of the Hospital Anxiety and Depression Scale Depression subscale (HADS-D) to screen for major depression: systematic review and individual participant data meta-analysis. BMJ 2021; 373:n972. [PMID: 33972268 PMCID: PMC8107836 DOI: 10.1136/bmj.n972] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
OBJECTIVE To evaluate the accuracy of the depression subscale of the Hospital Anxiety and Depression Scale (HADS-D) to screen for major depression among people with physical health problems. DESIGN Systematic review and individual participant data meta-analysis. DATA SOURCES Medline, Medline In-Process and Other Non-Indexed Citations, PsycInfo, and Web of Science (from inception to 25 October 2018). REVIEW METHODS Eligible datasets included HADS-D scores and major depression status based on a validated diagnostic interview. Primary study data and study level data extracted from primary reports were combined. For HADS-D cut-off thresholds of 5-15, a bivariate random effects meta-analysis was used to estimate pooled sensitivity and specificity, separately, in studies that used semi-structured diagnostic interviews (eg, Structured Clinical Interview for Diagnostic and Statistical Manual of Mental Disorders), fully structured interviews (eg, Composite International Diagnostic Interview), and the Mini International Neuropsychiatric Interview. One stage meta-regression was used to examine whether accuracy was associated with reference standard categories and the characteristics of participants. Sensitivity analyses were done to assess whether including published results from studies that did not provide raw data influenced the results. RESULTS Individual participant data were obtained from 101 of 168 eligible studies (60%; 25 574 participants (72% of eligible participants), 2549 with major depression). Combined sensitivity and specificity was maximised at a cut-off value of seven or higher for semi-structured interviews, fully structured interviews, and the Mini International Neuropsychiatric Interview. Among studies with a semi-structured interview (57 studies, 10 664 participants, 1048 with major depression), sensitivity and specificity were 0.82 (95% confidence interval 0.76 to 0.87) and 0.78 (0.74 to 0.81) for a cut-off value of seven or higher, 0.74 (0.68 to 0.79) and 0.84 (0.81 to 0.87) for a cut-off value of eight or higher, and 0.44 (0.38 to 0.51) and 0.95 (0.93 to 0.96) for a cut-off value of 11 or higher. Accuracy was similar across reference standards and subgroups and when published results from studies that did not contribute data were included. CONCLUSIONS When screening for major depression, a HADS-D cut-off value of seven or higher maximised combined sensitivity and specificity. A cut-off value of eight or higher generated similar combined sensitivity and specificity but was less sensitive and more specific. To identify medically ill patients with depression with the HADS-D, lower cut-off values could be used to avoid false negatives and higher cut-off values to reduce false positives and identify people with higher symptom levels. TRIAL REGISTRATION PROSPERO CRD42015016761.
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Affiliation(s)
- Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
- Department of Psychiatry, McGill University, Montréal, QC, Canada
| | - Brooke Levis
- Centre for Prognosis Research, School of Primary, Community and Social Care Medicine, Keele University, Staffordshire, UK
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Parash Mani Bhandari
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC, Canada
- Department of Medicine, McGill University, Montréal, QC, Canada
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada
- Department of Psychiatry, McGill University, Montréal, QC, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC, Canada
- Department of Medicine, McGill University, Montréal, QC, Canada
- Biomedical Ethics Unit, McGill University, Montréal, QC, Canada
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Harel D, Levis B, Ishihara M, Levis AW, Vigod SN, Howard LM, Thombs BD, Benedetti A, He C, Krishnan A, Wu Y, Bhandari PM, Neupane D, Negeri Z, Imran M, Rice DB, Azar M, Chiovitti MJ, Saadat N, Riehm KE, Boruff JT, Cuijpers P, Gilbody S, Ioannidis JPA, Kloda LA, Patten SB, Shrier I, Ziegelstein RC, Comeau L, Mitchell ND, Tonelli M, Barnes J, Beck CT, Bindt C, de Figueiredo FP, Fellmeth G, Figueiredo B, Green EP, Helle N, Kettunen PA, Kohlhoff J, Kozinszky Z, Leonardou AA, Nakić Radoš S, Rochat TJ, Smith‐Nielsen J, Stein A, Stewart RC, Tadinac M, Tandon SD, Tendais I, Töreki A, Tran TD, Turner K, Væver MS, Vega‐Dienstmaier JM. Shortening the Edinburgh postnatal depression scale using optimal test assembly methods: Development of the EPDS-Dep-5. Acta Psychiatr Scand 2021; 143:348-362. [PMID: 33354768 DOI: 10.1111/acps.13272] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 12/09/2020] [Accepted: 12/20/2020] [Indexed: 01/03/2023]
Abstract
AIMS This study used a large database to develop a reliable and valid shortened form of the Edinburgh Postnatal Depression Scale (EPDS), a self-report questionnaire used for depression screening in pregnancy and postpartum, based on objective criteria. METHODS Item responses from the 10-item EPDS were obtained from 5157 participants (765 major depression cases) from 22 primary screening accuracy studies that compared the EPDS to the Structured Clinical Interview for DSM (SCID). Unidimensionality of the EPDS latent construct was verified using confirmatory factor analysis, and an item response theory model was fit. Optimal test assembly (OTA) methods identified a maximally informative shortened form for each possible scale length between 1 and 9 items. The final shortened form was selected based on pre-specified validity and reliability criteria and non-inferiority of screening accuracy of the EPDS as compared to the SCID. RESULTS A 5-item short form of the EPDS (EPDS-Dep-5) was selected. The EPDS-Dep-5 had a Cronbach's alpha of 0.82. Sensitivity and specificity of the EPDS-Dep-5 for a cutoff of 4 or greater were 0.83 (95% CI, 0.73, 0.89) and 0.86 (95% CI, 0.80, 0.90) and were statistically non-inferior to the EPDS. The correlation of total scores with the full EPDS was high (r = 0.91). CONCLUSION The EPDS-Dep-5 is a valid short form with minimal loss of information when compared to the full-length EPDS. The EPDS-Dep-5 was developed with OTA methods using objective, pre-specified criteria, but the approach is data-driven and exploratory. Thus, there is a need to replicate results of this study in different populations.
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Affiliation(s)
- Daphna Harel
- PRIISM Applied Statistics Center, New York University, New York, NY, USA.,Department of Applied Statistics, Social Science, and Humanities, New York University, New York, NY, USA
| | - Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC, Canada.,Centre for Prognosis Research, School of Medicine, Keele University, Staffordshire, UK
| | - Miyabi Ishihara
- Department of Statistics, University of California Berkeley, Berkeley, California, USA
| | - Alexander W Levis
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Simone N Vigod
- Women's College Hospital and Research Institute, University of Toronto, Toronto, ON, Canada
| | - Louise M Howard
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, QC, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC, Canada.,Department of Medicine, McGill University, Montréal, QC, Canada.,Department of Psychiatry, McGill University, Montréal, QC, Canada.,Department of Psychology, McGill University, Montréal, QC, Canada.,Department of Educational and Counselling Psychology, McGill University, Montréal, QC, Canada.,Biomedical Ethics Unit, McGill University, Montréal, QC, Canada
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, QC, Canada.,Department of Medicine, McGill University, Montréal, QC, Canada.,Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montréal, QC, Canada
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5
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Lyubenova A, Neupane D, Levis B, Wu Y, Sun Y, He C, Krishnan A, Bhandari PM, Negeri Z, Imran M, Rice DB, Azar M, Chiovitti MJ, Saadat N, Riehm KE, Boruff JT, Ioannidis JPA, Cuijpers P, Gilbody S, Kloda LA, Patten SB, Shrier I, Ziegelstein RC, Comeau L, Mitchell ND, Tonelli M, Vigod SN, Aceti F, Barnes J, Bavle AD, Beck CT, Bindt C, Boyce PM, Bunevicius A, Chaudron LH, Favez N, Figueiredo B, Garcia-Esteve L, Giardinelli L, Helle N, Howard LM, Kohlhoff J, Kusminskas L, Kozinszky Z, Lelli L, Leonardou AA, Meuti V, Radoš SN, García PN, Pawlby SJ, Quispel C, Robertson-Blackmore E, Rochat TJ, Sharp DJ, Siu BWM, Stein A, Stewart RC, Tadinac M, Tandon SD, Tendais I, Töreki A, Torres-Giménez A, Tran TD, Trevillion K, Turner K, Vega-Dienstmaier JM, Benedetti A, Thombs BD. Depression prevalence based on the Edinburgh Postnatal Depression Scale compared to Structured Clinical Interview for DSM DIsorders classification: Systematic review and individual participant data meta-analysis. Int J Methods Psychiatr Res 2021; 30:e1860. [PMID: 33089942 PMCID: PMC7992289 DOI: 10.1002/mpr.1860] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 07/28/2020] [Accepted: 10/13/2020] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVES Estimates of depression prevalence in pregnancy and postpartum are based on the Edinburgh Postnatal Depression Scale (EPDS) more than on any other method. We aimed to determine if any EPDS cutoff can accurately and consistently estimate depression prevalence in individual studies. METHODS We analyzed datasets that compared EPDS scores to Structured Clinical Interview for DSM (SCID) major depression status. Random-effects meta-analysis was used to compare prevalence with EPDS cutoffs versus the SCID. RESULTS Seven thousand three hundred and fifteen participants (1017 SCID major depression) from 29 primary studies were included. For EPDS cutoffs used to estimate prevalence in recent studies (≥9 to ≥14), pooled prevalence estimates ranged from 27.8% (95% CI: 22.0%-34.5%) for EPDS ≥ 9 to 9.0% (95% CI: 6.8%-11.9%) for EPDS ≥ 14; pooled SCID major depression prevalence was 9.0% (95% CI: 6.5%-12.3%). EPDS ≥14 provided pooled prevalence closest to SCID-based prevalence but differed from SCID prevalence in individual studies by a mean absolute difference of 5.1% (95% prediction interval: -13.7%, 12.3%). CONCLUSION EPDS ≥14 approximated SCID-based prevalence overall, but considerable heterogeneity in individual studies is a barrier to using it for prevalence estimation.
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Affiliation(s)
- Anita Lyubenova
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,School of Primary, Centre for Prognosis Research, Community and Social Care, Keele University, Keele, Staffordshire, UK
| | - Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Parash M Bhandari
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Mahrukh Imran
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Danielle B Rice
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Psychology, McGill University, Montréal, Québec, Canada
| | - Marleine Azar
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Matthew J Chiovitti
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Nazanin Saadat
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Kira E Riehm
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Jill T Boruff
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, McGill University, Montréal, Québec, Canada
| | - John P A Ioannidis
- Department of Medicine, Stanford University, Stanford, California, USA.,Department of Health Research and Policy, Stanford University, Stanford, California, USA.,Department of Biomedical Data Science, Stanford University, Stanford, California, USA.,Department of Statistics, Stanford University, Stanford, California, USA
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, EMGO Institute, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Simon Gilbody
- Hull York Medical School and the Department of Health Sciences, University of York, Heslington, York, UK
| | - Lorie A Kloda
- Library, Concordia University, Montréal, Québec, Canada
| | - Scott B Patten
- Departments of Community Health Sciences and Psychiatry, University of Calgary, Calgary, Alberta, Canada.,Mathison Centre for Mental Health Research & Education, University of Calgary, Calgary, Alberta, Canada.,Cuthbertson & Fischer Chair in Pediatric Mental Health, University of Calgary, Calgary, Alberta, Canada
| | - Ian Shrier
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,Department of Family Medicine, McGill University, Montréal, Québec, Canada
| | - Roy C Ziegelstein
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Liane Comeau
- International Union for Health Promotion and Health Education, École de santé publique de l'Université de Montréal, Montréal, Québec, Canada
| | - Nicholas D Mitchell
- Department of Psychiatry, University of Alberta, Edmonton, Alberta, Canada.,Alberta Health Services, Edmonton, Alberta, Canada
| | - Marcello Tonelli
- Department of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Simone N Vigod
- Women's College Hospital and Research Institute, University of Toronto, Toronto, Ontario, Canada
| | - Franca Aceti
- Department of Neurology and Psychiatry, Sapienza University of Rome, Rome, Italy
| | - Jacqueline Barnes
- Department of Psychological Sciences, Birkbeck, University of London, London, UK
| | - Amar D Bavle
- Department of Psychiatry, Rajarajeswari Medical College and Hospital, Bengaluru, Karnataka, India
| | - Cheryl T Beck
- University of Connecticut School of Nursing, Mansfield, Connecticut, USA
| | - Carola Bindt
- Department of Child and Adolescent Psychiatry, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Philip M Boyce
- Discipline of Psychiatry, Westmead Clinical School, Sydney Medical School, University of Sydney, Sydney, New South Wales, Australia.,Department of Psychiatry, Westmead Hospital, Sydney, New South Wales, Australia
| | - Adomas Bunevicius
- Neuroscience Institute, Lithuanian University of Health Sciences, Kaunas, Lithuania
| | - Linda H Chaudron
- Departments of Psychiatry, Pediatrics, Obstetrics and Gynecology, School of Medicine and Dentistry, University of Rochester, Rochester, New York, USA
| | - Nicolas Favez
- Faculty of Psychology and Educational Sciences, University of Geneva, Geneva, Switzerland.,IUP, University of Lausanne, Lausanne, Switzerland
| | | | - Lluïsa Garcia-Esteve
- Perinatal Mental Health Unit CLINIC-BCN, Institut Clínic de Neurociències, Hospital Clínic, Barcelona, Spain.,Vulnerability, Psychopathology and Gender Research Group, Barcelona, Spain.,August Pi i Sunyer Biomedical Research Institute, Barcelona, Spain
| | - Lisa Giardinelli
- Department of Health Sciences, Psychiatry Unit, University of Florence, Firenze, Italy
| | - Nadine Helle
- Department of Child and Adolescent Psychiatry, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Louise M Howard
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.,South London and Maudsley NHS Foundation Trust, London, UK
| | - Jane Kohlhoff
- School of Psychiatry, University of New South Wales, Kensington, New South Wales, Australia.,Ingham Institute, Liverpool, New South Wales, Australia.,Karitane, Carramar, New South Wales, Australia
| | | | - Zoltán Kozinszky
- Department of Obstetrics and Gynecology, Danderyd Hospital, Stockholm, Sweden
| | - Lorenzo Lelli
- Department of Health Sciences, Psychiatry Unit, University of Florence, Firenze, Italy
| | - Angeliki A Leonardou
- First Department of Psychiatry, Women's Mental Health Clinic, Athens University Medical School, Athens, Greece
| | - Valentina Meuti
- Department of Neurology and Psychiatry, Sapienza University of Rome, Rome, Italy
| | - Sandra N Radoš
- Department of Psychology, Catholic University of Croatia, Zagreb, Croatia
| | - Purificación N García
- Perinatal Mental Health Unit CLINIC-BCN, Institut Clínic de Neurociències, Hospital Clínic, Barcelona, Spain.,Psychology Service, Regidoria de Polítiques de Gènere, Ajuntament de Terrassa, Terrassa, Spain
| | - Susan J Pawlby
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Chantal Quispel
- Department of Obstetrics and Gynaecology, Albert Schweitzer Ziekenhuis, Dordrecht, the Netherlands
| | | | - Tamsen J Rochat
- MRC/Developmental Pathways to Health Research Unit, School of Clinical Medicine, University of Witwatersrand, Johannesburg, South Africa.,Human and Social Development Programme, Human Sciences Research Council, Pretoria, South Africa
| | - Deborah J Sharp
- Centre for Academic Primary Care, Bristol Medical School, University of Bristol, Bristol, UK
| | - Bonnie W M Siu
- Department of Psychiatry, Castle Peak Hospital, Hong Kong SAR, China
| | - Alan Stein
- Department of Psychiatry, University of Oxford, Oxford, UK.,MRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
| | - Robert C Stewart
- Division of Psychiatry, University of Edinburgh, Edinburgh, Scotland, UK.,Malawi Epidemiology and Intervention Research Unit (MEIRU), Lilongwe, Malawi
| | - Meri Tadinac
- Department of Psychology, Faculty of Humanities and Social Sciences, University of Zagreb, Zagreb, Croatia
| | - S Darius Tandon
- Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Iva Tendais
- School of Psychology, University of Minho, Braga, Portugal
| | | | - Anna Torres-Giménez
- Perinatal Mental Health Unit CLINIC-BCN, Institut Clínic de Neurociències, Hospital Clínic, Barcelona, Spain.,Vulnerability, Psychopathology and Gender Research Group, Barcelona, Spain.,August Pi i Sunyer Biomedical Research Institute, Barcelona, Spain
| | - Thach D Tran
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Kylee Trevillion
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Katherine Turner
- Epilepsy Center-Child Neuropsychiatry Unit, ASST Santi Paolo Carlo, San Paolo Hospital, Milan, Italy
| | | | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montréal, Québec, Canada.,Department of Medicine, McGill University, Montréal, Québec, Canada
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.,Department of Psychiatry, McGill University, Montréal, Québec, Canada.,Department of Psychology, McGill University, Montréal, Québec, Canada.,Department of Medicine, McGill University, Montréal, Québec, Canada.,Department of Educational and Counselling Psychology, McGill University, Montréal, Québec, Canada.,Biomedical Ethics Unit, McGill University, Montréal, Québec, Canada
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6
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Wu Y, Negeri Z, Benedetti A, Thombs B. Comment on: Prevalence, Risk Factors and Assessment of Depressive Symptoms in Patients With Systemic Sclerosis. Arch Rheumatol 2021; 35:458-459. [PMID: 33458674 PMCID: PMC7788642 DOI: 10.46497/archrheumatol.2020.7920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 01/04/2020] [Indexed: 11/03/2022] Open
Affiliation(s)
- Yin Wu
- Department of Psychiatry, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Canada
| | - Zelalem Negeri
- Department of Biostatistics, and Occupational Health, McGill University, Epidemiology, Montreal, Canada
| | - Andrea Benedetti
- Department of Biostatistics, and Occupational Health, McGill University, Epidemiology, Montreal, Canada
| | - Brett Thombs
- Department of Psychiatry, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Canada
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7
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Wu Y, Kwakkenbos L, Henry RS, Carrier ME, Gagarine M, Harb S, Bourgeault A, Tao L, Carboni-Jiménez A, Negeri Z, Patten S, Bartlett SJ, Mouthon L, Varga J, Benedetti A, Thombs BD. Factors associated with fears due to COVID-19: A Scleroderma Patient-centered Intervention Network (SPIN) COVID-19 cohort study. J Psychosom Res 2021; 140:110314. [PMID: 33271402 PMCID: PMC7685938 DOI: 10.1016/j.jpsychores.2020.110314] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Revised: 11/18/2020] [Accepted: 11/21/2020] [Indexed: 02/03/2023]
Abstract
INTRODUCTION No studies have examined factors associated with fear in any group of people vulnerable during COVID-19 due to pre-existing medical conditions. OBJECTIVE To investigate factors associated with fear of consequences of COVID-19 among people living with a pre-existing medical condition, the autoimmune disease systemic sclerosis (SSc; scleroderma), including country. METHODS Pre-COVID-19 data from the Scleroderma Patient-centered Intervention Network (SPIN) Cohort were linked to COVID-19 data collected in April 2020. Multivariable linear regression was used to assess factors associated with continuous scores of the 10-item COVID-19 Fears Questionnaire for Chronic Medical Conditions, controlling for pre-COVID-19 anxiety symptoms. RESULTS Compared to France (N = 156), COVID-19 Fear scores among participants from the United Kingdom (N = 50) were 0.12 SD (95% CI 0.03 to 0.21) higher; scores for Canada (N = 97) and the United States (N = 128) were higher, but not statistically significant. Greater interference of breathing problems was associated with higher fears due to COVID-19 (Standardized regression coefficient = 0.12, 95% CI 0.01 to 0.23). Participants with higher financial resources adequacy scores had lower COVID-19 Fear scores (Standardized coefficient = -0.18, 95% CI -0.28 to -0.09). CONCLUSIONS Fears due to COVID-19 were associated with clinical and functional vulnerabilities in this chronically ill population. This suggests that interventions may benefit from addressing specific clinical issues that apply to specific populations. Financial resources, health policies and political influences may also be important. The needs of people living with chronic illness during a pandemic may differ depending on the social and political context in which they live.
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Affiliation(s)
- Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Linda Kwakkenbos
- Department of Clinical Psychology, Behavioural Science Institute, Radboud University, Nijmegen, the Netherlands
| | - Richard S Henry
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Marie-Eve Carrier
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Maria Gagarine
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, Quebec, Canada
| | - Sami Harb
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Angelica Bourgeault
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Lydia Tao
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Andrea Carboni-Jiménez
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, Quebec, Canada
| | - Scott Patten
- Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada; O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada
| | - Susan J Bartlett
- Department of Medicine, McGill University, Montreal, Quebec, Canada; Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | - Luc Mouthon
- Université Paris Descartes, Assistance Publique-Hôpitaux de Paris, Paris, France; Service de Médecine Interne, Centre de Reference Maladies Systémiques Autoimmunes Rares d'Ile de France, Hôpital Cochin, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - John Varga
- Northwestern Scleroderma Program. Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, Quebec, Canada; Department of Medicine, McGill University, Montreal, Quebec, Canada; Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada; Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montreal, Quebec, Canada
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada; Department of Psychiatry, McGill University, Montreal, Quebec, Canada; Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, Quebec, Canada; Department of Medicine, McGill University, Montreal, Quebec, Canada; Department of Psychology, McGill University, Montreal, Quebec, Canada; Department of Educational and Counselling Psychology, McGill University, Montreal, Quebec, Canada; Biomedical Ethics Unit, McGill University, Montreal, Quebec, Canada.
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8
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Thombs BD, Levis B, Lyubenova A, Neupane D, Negeri Z, Wu Y, Sun Y, He C, Krishnan A, Vigod SN, Bhandari PM, Imran M, Rice DB, Azar M, Chiovitti MJ, Saadat N, Riehm KE, Boruff JT, Cuijpers P, Gilbody S, Ioannidis JPA, Kloda LA, Patten SB, Shrier I, Ziegelstein RC, Comeau L, Mitchell ND, Tonelli M, Barnes J, Beck CT, Bindt C, Figueiredo B, Helle N, Howard LM, Kohlhoff J, Kozinszky Z, Leonardou AA, Radoš SN, Quispel C, Rochat TJ, Stein A, Stewart RC, Tadinac M, Tandon SD, Tendais I, Töreki A, Tran TD, Trevillion K, Turner K, Vega-Dienstmaier JM, Benedetti A. Overestimation of Postpartum Depression Prevalence Based on a 5-item Version of the EPDS: Systematic Review and Individual Participant Data Meta-analysis. Can J Psychiatry 2020; 65:835-844. [PMID: 33104415 PMCID: PMC7658422 DOI: 10.1177/0706743720934959] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
OBJECTIVE The Maternal Mental Health in Canada, 2018/2019, survey reported that 18% of 7,085 mothers who recently gave birth reported "feelings consistent with postpartum depression" based on scores ≥7 on a 5-item version of the Edinburgh Postpartum Depression Scale (EPDS-5). The EPDS-5 was designed as a screening questionnaire, not to classify disorders or estimate prevalence; the extent to which EPDS-5 results reflect depression prevalence is unknown. We investigated EPDS-5 ≥7 performance relative to major depression prevalence based on a validated diagnostic interview, the Structured Clinical Interview for DSM (SCID). METHODS We searched Medline, Medline In-Process & Other Non-Indexed Citations, PsycINFO, and the Web of Science Core Collection through June 2016 for studies with data sets with item response data to calculate EPDS-5 scores and that used the SCID to ascertain depression status. We conducted an individual participant data meta-analysis to estimate pooled percentage of EPDS-5 ≥7, pooled SCID major depression prevalence, and the pooled difference in prevalence. RESULTS A total of 3,958 participants from 19 primary studies were included. Pooled prevalence of SCID major depression was 9.2% (95% confidence interval [CI] 6.0% to 13.7%), pooled percentage of participants with EPDS-5 ≥7 was 16.2% (95% CI 10.7% to 23.8%), and pooled difference was 8.0% (95% CI 2.9% to 13.2%). In the 19 included studies, mean and median ratios of EPDS-5 to SCID prevalence were 2.1 and 1.4 times. CONCLUSIONS Prevalence estimated based on EPDS-5 ≥7 appears to be substantially higher than the prevalence of major depression. Validated diagnostic interviews should be used to establish prevalence.
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Affiliation(s)
- Brett D Thombs
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada.,Department of Psychology, 5620McGill University, Montréal, Québec, Canada.,Department of Psychiatry, 5620McGill University, Montréal, Québec, Canada.,Department of Medicine, 5620McGill University, Montréal, Québec, Canada.,Department of Educational and Counselling Psychology, 5620McGill University, Montréal, Québec, Canada.,Biomedical Ethics Unit, 5620McGill University, Montréal, Québec, Canada
| | - Brooke Levis
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada.,Centre for Prognosis Research, School of Primary, Community and Social Care, Keele University, Staffordshire, United Kingdom
| | - Anita Lyubenova
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Dipika Neupane
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada
| | - Zelalem Negeri
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada
| | - Yin Wu
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada.,Department of Psychiatry, 5620McGill University, Montréal, Québec, Canada
| | - Ying Sun
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Chen He
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada
| | - Ankur Krishnan
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Simone N Vigod
- Women's College Hospital and Research Institute, University of Toronto, Ontario, Canada
| | - Parash Mani Bhandari
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada
| | - Mahrukh Imran
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Danielle B Rice
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Psychology, 5620McGill University, Montréal, Québec, Canada
| | - Marleine Azar
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada
| | - Matthew J Chiovitti
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Nazanin Saadat
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Kira E Riehm
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Mental Health, Bloomberg School of Public Health, 1466Johns Hopkins University, Baltimore, MD, USA
| | - Jill T Boruff
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, 5620McGill University, Montréal, Québec, Canada
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, EMGO Institute, 1190Vrije Universiteit Amsterdam, the Netherlands
| | - Simon Gilbody
- Department of Health Sciences, Hull York Medical School, 8748University of York, Heslington, York, United Kingdom
| | - John P A Ioannidis
- Department of Medicine, Department of Epidemiology and Population Health, Department of Biomedical Data Science, Department of Statistics, 10624Stanford University, Stanford, CA, USA
| | - Lorie A Kloda
- Library, 5618Concordia University, Montréal, Québec, Canada
| | - Scott B Patten
- Departments of Community Health Sciences and Psychiatry, 2129University of Calgary, Alberta, Canada.,Mathison Centre for Mental Health Research & Education, 2129University of Calgary, Alberta, Canada.,Cuthbertson & Fischer Chair in Pediatric Mental Health, 2129University of Calgary, Alberta, Canada
| | - Ian Shrier
- 113635Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.,Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada.,Department of Family Medicine, 5620McGill University, Montréal, Québec, Canada
| | - Roy C Ziegelstein
- Department of Medicine, 1466Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Liane Comeau
- International Union for Health Promotion and Health Education, École de santé publique de l'Université de Montréal, Montréal, Québec, Canada
| | - Nicholas D Mitchell
- Department of Psychiatry, 3158University of Alberta, Edmonton, Alberta, Canada.,Alberta Health Services, Edmonton, Alberta, Canada
| | - Marcello Tonelli
- Department of Medicine, 2129University of Calgary, Alberta, Canada
| | - Jacqueline Barnes
- 215826Department of Psychological Sciences, Birkbeck, University of London, United Kingdom
| | | | - Carola Bindt
- Department of Child and Adolescent Psychiatry, 234015University Medical Center Hamburg-Eppendorf, Germany
| | | | - Nadine Helle
- Department of Child and Adolescent Psychiatry, 234015University Medical Center Hamburg-Eppendorf, Germany
| | - Louise M Howard
- Institute of Psychiatry, Psychology & Neuroscience, 4616King's College London, United Kingdom.,South London and Maudsley NHS Foundation Trust, London, United Kingdom
| | - Jane Kohlhoff
- School of Psychiatry, 7800University of New South Wales, Kensington, Australia.,Ingham Institute, Liverpool, Australia.,Karitane, Carramar, Australia
| | - Zoltán Kozinszky
- 72227Department of Obstetrics and Gynaecology, Blekinge Hospital, Karlskrona, Sweden
| | - Angeliki A Leonardou
- First Department of Psychiatry, Women's Mental Health Clinic, Athens University Medical School, Greece
| | | | - Chantal Quispel
- Department of Obstetrics and Gynaecology, 2998Albert Schweitzer Ziekenhuis, Dordrecht, the Netherlands
| | - Tamsen J Rochat
- MRC/Developmental Pathways to Health Research Unit, Faculty of Health Sciences, 37707University of Witwatersrand, Johannesburg, South Africa.,Human and Social Development Program, Human Sciences Research Council, South Africa
| | - Alan Stein
- 105611Department of Psychiatry, University of Oxford, Oxford, United Kingdom.,MRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, Faculty of Health Sciences, 37707University of the Witwatersrand, Johannesburg, South Africa
| | - Robert C Stewart
- Division of Psychiatry, 270079University of Edinburgh, Scotland.,Malawi Epidemiology and Intervention Research Unit (MEIRU), Lilongwe, Malawi
| | - Meri Tadinac
- Department of Psychology, Faculty of Humanities and Social Sciences, University of Zagreb, Croatia
| | - S Darius Tandon
- 12244Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Iva Tendais
- School of Psychology, 219951University of Minho, Portugal
| | | | - Thach D Tran
- School of Public Health and Preventive Medicine, 161667Monash University, Melbourne, Victoria, Australia
| | - Kylee Trevillion
- Institute of Psychiatry, Psychology & Neuroscience, 4616King's College London, United Kingdom
| | - Katherine Turner
- Epilepsy Cter-Child Neuropsychiatry Unit, 444273ASST Santi Paolo Carlo, San Paolo Hospital, Milan, Italy
| | | | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, 5620McGill University, Montréal, Québec, Canada.,Department of Medicine, 5620McGill University, Montréal, Québec, Canada.,Respiratory Epidemiology and Clinical Research Unit, 5620McGill University Health Centre, Montréal, Québec, Canada
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9
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Brehaut E, Neupane D, Levis B, Wu Y, Sun Y, Krishnan A, He C, Bhandari PM, Negeri Z, Riehm KE, Rice DB, Azar M, Yan XW, Imran M, Chiovitti MJ, Saadat N, Cuijpers P, Ioannidis JPA, Markham S, Patten SB, Ziegelstein RC, Henry M, Ismail Z, Loiselle CG, Mitchell ND, Tonelli M, Boruff JT, Kloda LA, Beraldi A, Braeken APBM, Carter G, Clover K, Conroy RM, Cukor D, da Rocha E Silva CE, De Souza J, Downing MG, Feinstein A, Ferentinos PP, Fischer FH, Flint AJ, Fujimori M, Gallagher P, Goebel S, Jetté N, Julião M, Keller M, Kjærgaard M, Love AW, Löwe B, Martin-Santos R, Michopoulos I, Navines R, O'Rourke SJ, Öztürk A, Pintor L, Ponsford JL, Rooney AG, Sánchez-González R, Schwarzbold ML, Sharpe M, Simard S, Singer S, Stone J, Tung KY, Turner A, Walker J, Walterfang M, White J, Benedetti A, Thombs BD. Depression prevalence using the HADS-D compared to SCID major depression classification: An individual participant data meta-analysis. J Psychosom Res 2020; 139:110256. [PMID: 33069051 DOI: 10.1016/j.jpsychores.2020.110256] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Revised: 09/01/2020] [Accepted: 09/19/2020] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Validated diagnostic interviews are required to classify depression status and estimate prevalence of disorder, but screening tools are often used instead. We used individual participant data meta-analysis to compare prevalence based on standard Hospital Anxiety and Depression Scale - depression subscale (HADS-D) cutoffs of ≥8 and ≥11 versus Structured Clinical Interview for DSM (SCID) major depression and determined if an alternative HADS-D cutoff could more accurately estimate prevalence. METHODS We searched Medline, Medline In-Process & Other Non-Indexed Citations via Ovid, PsycINFO, and Web of Science (inception-July 11, 2016) for studies comparing HADS-D scores to SCID major depression status. Pooled prevalence and pooled differences in prevalence for HADS-D cutoffs versus SCID major depression were estimated. RESULTS 6005 participants (689 SCID major depression cases) from 41 primary studies were included. Pooled prevalence was 24.5% (95% Confidence Interval (CI): 20.5%, 29.0%) for HADS-D ≥8, 10.7% (95% CI: 8.3%, 13.8%) for HADS-D ≥11, and 11.6% (95% CI: 9.2%, 14.6%) for SCID major depression. HADS-D ≥11 was closest to SCID major depression prevalence, but the 95% prediction interval for the difference that could be expected for HADS-D ≥11 versus SCID in a new study was -21.1% to 19.5%. CONCLUSIONS HADS-D ≥8 substantially overestimates depression prevalence. Of all possible cutoff thresholds, HADS-D ≥11 was closest to the SCID, but there was substantial heterogeneity in the difference between HADS-D ≥11 and SCID-based estimates. HADS-D should not be used as a substitute for a validated diagnostic interview.
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Affiliation(s)
- Eliana Brehaut
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.
| | - Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Centre for Prognosis Research, School of Primary, Community and Social Care, Keele University, Staffordshire, UK.
| | - Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada.
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Parash Mani Bhandari
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.
| | - Kira E Riehm
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA.
| | - Danielle B Rice
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Psychology, McGill University, Montréal, Québec, Canada.
| | - Marleine Azar
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada.
| | - Xin Wei Yan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Mahrukh Imran
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Matthew J Chiovitti
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Nazanin Saadat
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, The Netherlands.
| | - John P A Ioannidis
- Department of Medicine, Department of Epidemiology and Population Health, Department of Biomedical Data Science, Department of Statistics, Stanford University, Stanford, CA, USA.
| | - Sarah Markham
- Department of Biostatistics and Health Informatics, King's College London, London, UK.
| | - Scott B Patten
- Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Mathison Centre for Mental Health Research & Education, University of Calgary, Calgary, Canada; Cuthbertson & Fischer Chair in Pediatric Mental Health, University of Calgary, Calgary, Canada.
| | - Roy C Ziegelstein
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
| | - Melissa Henry
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada.
| | - Zahinoor Ismail
- Hotchkiss Brain Institute and O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada; Department of Psychiatry, Clinical Neuroscience and Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
| | - Carmen G Loiselle
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Ingram School of Nursing, McGill University, Montréal, Québec, Canada; Centre for Nursing Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Oncology, Faculty of Medicine, McGill University, Montréal, Québec, Canada.
| | - Nicholas D Mitchell
- Department of Psychiatry, University of Alberta, Edmonton, Alberta, Canada; Alberta Health Services, Edmonton, Alberta, Canada.
| | - Marcello Tonelli
- Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.
| | - Jill T Boruff
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, McGill University, Montreal, Quebec, Canada.
| | - Lorie A Kloda
- Library, Concordia University, Montréal, Québec, Canada.
| | - Anna Beraldi
- kbo Lech-Mangfall-Klinik für Psychatrie, Psychotherapie und Psychsomatik, Garmisch-Partenkirchen, Bayern, Germany.
| | - Anna P B M Braeken
- Department of Radiation Oncology (MAASTRO), GROW - School for Oncology and Developmental Biology, Maastricht University Medical Centre, Maastricht, The Netherlands; Faculty of Psychology, Open University of the Netherlands, Heerlen, The Netherlands; Department of Health Services Research, CAPHRI School for Public Health and Primary, Maastricht University, Maastricht, The Netherlands.
| | - Gregory Carter
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia; Calvary Mater Newcastle, Australia.
| | - Kerrie Clover
- Centre for Brain and Mental Health Research, University of Newcastle, Callaghan, NSW, Australia.
| | - Ronán M Conroy
- Royal College of Surgeons in Ireland Division of Population Health Sciences, Dublin, Ireland.
| | | | - Carlos E da Rocha E Silva
- Clementino Fraga Filho University Hospital, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil.
| | - Jennifer De Souza
- Birmingham and Solihull Mental Health Foundation Trust, Birmingham, UK; University of Birmingham, Birmingham, UK.
| | - Marina G Downing
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia; Monash Epworth Rehabilitation Research Centre, Epworth HealthCare, Melbourne, VIC, Australia.
| | - Anthony Feinstein
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada; Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.
| | - Panagiotis P Ferentinos
- 2nd Department of Psychiatry, Attikon General Hospital, National and Kapodistrian University of Athens, Athens, Greece; Institute of Psychiatry, Psychology & Neuroscience, King's College London, UK.
| | - Felix H Fischer
- Department of Psychiatry, McGill University, Montréal, Québec, Canada; Department of Psychosomatic Medicine, Center for Internal Medicine and Dermatology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.
| | - Alastair J Flint
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada; University Health Network, Toronto, Ontario, Canada.
| | - Maiko Fujimori
- Section of Psychological Science, Division of Health Care Research, Center for Public Health Sciences, National Cancer Center, Tokyo, Japan.
| | | | - Simone Goebel
- Department of Clinical Psychology and Psychotherapy, Institute of Psychology, Christian-Albrechts University, Kiel, Germany.
| | - Nathalie Jetté
- Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute and O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada; Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Miguel Julião
- Equipa Comunitária de Suporte em Cuidados Paliativos de Sintra, Portugal.
| | - Monika Keller
- Division of Psychooncology, Department of General Internal Medicine and Psychosomatics, University Hospital Heidelberg, Germany.
| | - Marie Kjærgaard
- Endocrinology Research Group, Medical Clinic, University Hospital of North Norway, Norway; Department of Internal Medicine, Kolding Hospital, Hospital Lillebaelt, Denmark.
| | - Anthony W Love
- Department of Psychology, Victoria University, Victoria, Australia.
| | - Bernd Löwe
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
| | - Rocio Martin-Santos
- Department of Psychiatry and Psychology, Hospital Clinic, IDIBAPS, CIBERSAM, Barcelona, Spain; Department of Medicine, Institute of Neuroscience, University of Barcelona, Barcelona, Spain.
| | - Ioannis Michopoulos
- 2nd Department of Psychiatry, Attikon General Hospital, National and Kapodistrian University of Athens, Athens, Greece.
| | - Ricard Navines
- Department of Psychiatry and Psychology, Hospital Clinic, IDIBAPS, CIBERSAM, Barcelona, Spain; Department of Medicine, Institute of Neuroscience, University of Barcelona, Barcelona, Spain.
| | - Suzanne J O'Rourke
- School of Health in Social Sciences, University of Edinburgh, Edinburgh, UK. Suzanne.O'
| | | | - Luis Pintor
- Instituto de Investigaciones Biomédicas Augusto Pi i Sunyer (IDIBAPS), Barcelona, Spain; Consultation Liaison Psychiatry Unit, Hospital Clínico de Barcelona, Barcelona, Spain.
| | - Jennie L Ponsford
- School of Psychological Sciences, Monash University, Melbourne, VIC, Australia; Monash Epworth Rehabilitation Research Centre, Epworth HealthCare, Melbourne, VIC, Australia.
| | - Alasdair G Rooney
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK; Robert Fergusson Unit, Royal Edinburgh Hospital, NHS Lothian, Edinburgh, UK.
| | - Roberto Sánchez-González
- Department of Psychiatry, Institut de Neuropsiquiatria i Addiccions, Centre Emili Mira, Parc de Salut Mar, Barcelona, Spain; IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain; Centro de Investigación Biomédica En Red de Salud Mental (CIBERSAM), Barcelona, Spain.
| | - Marcelo L Schwarzbold
- Department of Internal Medicine, Federal University of Santa Catarina, Florianópolis, Santa Catarina, Brazil.
| | - Michael Sharpe
- Department of Psychological Medicine, University of Oxford, Oxford, UK.
| | - Sébastien Simard
- Département des sciences de la santé, Université du Québec à Chicoutimi (UQAC), Québec, Canada; Centre intersectoriel en santé durable (CISD), Québec, Canada; Centre de recherche de l'Institut universitaire de cardiologie et de pneumologie de Québec (IUCPQ), Québec, Canada.
| | - Susanne Singer
- University Medical Centre Mainz, Institute of Medical Biostatistics, Epidemiology and Informatics, Mainz, Germany.
| | - Jon Stone
- Department of Neurology, University of Edinburgh, Edinburgh, UK.
| | | | - Alyna Turner
- Faculty of Health and Medicine, School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia; Deakin University, IMPACT Strategic Research Centre, School of Medicine, Barwon Health, Geelong, VIC, Australia.
| | - Jane Walker
- Department of Psychiatry, University of Oxford, Oxford, UK.
| | - Mark Walterfang
- Neuropsychiatry Unit, Royal Melbourne Hospital, Melbourne, Australia; Melbourne Neuropsychiatry Centre, University of Melbourne, Melbourne, Australia; Florey Institute of Neuroscience and Mental Health, Melbourne, Australia.
| | - Jennifer White
- Department of Physiotherapy, School of Primary and Allied Health Care, Monash University, Melbourne, Australia
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montréal, Québec, Canada; Department of Medicine, McGill University, Montréal, Québec, Canada.
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada; Department of Psychology, McGill University, Montréal, Québec, Canada; Department of Medicine, McGill University, Montréal, Québec, Canada; Department of Educational and Counselling Psychology, McGill University, Montréal, Québec, Canada; Biomedical Ethics Unit, McGill University, Montréal, Québec, Canada.
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10
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Levis B, Negeri Z, Sun Y, Benedetti A, Thombs BD. Accuracy of the Edinburgh Postnatal Depression Scale (EPDS) for screening to detect major depression among pregnant and postpartum women: systematic review and meta-analysis of individual participant data. BMJ 2020; 371:m4022. [PMID: 33177069 PMCID: PMC7656313 DOI: 10.1136/bmj.m4022] [Citation(s) in RCA: 260] [Impact Index Per Article: 65.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/10/2020] [Indexed: 02/01/2023]
Abstract
OBJECTIVE To evaluate the Edinburgh Postnatal Depression Scale (EPDS) for screening to detect major depression in pregnant and postpartum women. DESIGN Individual participant data meta-analysis. DATA SOURCES Medline, Medline In-Process and Other Non-Indexed Citations, PsycINFO, and Web of Science (from inception to 3 October 2018). ELIGIBILITY CRITERIA FOR SELECTING STUDIES Eligible datasets included EPDS scores and major depression classification based on validated diagnostic interviews. Bivariate random effects meta-analysis was used to estimate EPDS sensitivity and specificity compared with semi-structured, fully structured (Mini International Neuropsychiatric Interview (MINI) excluded), and MINI diagnostic interviews separately using individual participant data. One stage meta-regression was used to examine accuracy by reference standard categories and participant characteristics. RESULTS Individual participant data were obtained from 58 of 83 eligible studies (70%; 15 557 of 22 788 eligible participants (68%), 2069 with major depression). Combined sensitivity and specificity was maximised at a cut-off value of 11 or higher across reference standards. Among studies with a semi-structured interview (36 studies, 9066 participants, 1330 with major depression), sensitivity and specificity were 0.85 (95% confidence interval 0.79 to 0.90) and 0.84 (0.79 to 0.88) for a cut-off value of 10 or higher, 0.81 (0.75 to 0.87) and 0.88 (0.85 to 0.91) for a cut-off value of 11 or higher, and 0.66 (0.58 to 0.74) and 0.95 (0.92 to 0.96) for a cut-off value of 13 or higher, respectively. Accuracy was similar across reference standards and subgroups, including for pregnant and postpartum women. CONCLUSIONS An EPDS cut-off value of 11 or higher maximised combined sensitivity and specificity; a cut-off value of 13 or higher was less sensitive but more specific. To identify pregnant and postpartum women with higher symptom levels, a cut-off of 13 or higher could be used. Lower cut-off values could be used if the intention is to avoid false negatives and identify most patients who meet diagnostic criteria. REGISTRATION PROSPERO (CRD42015024785).
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Affiliation(s)
- Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
- Centre for Prognosis Research, School of Medicine, Keele University, Staffordshire, UK
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
- Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montreal, Quebec, Canada
- Department of Medicine, McGill University, Montreal, Quebec, Canada
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, Canada
- Department of Medicine, McGill University, Montreal, Quebec, Canada
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
- Department of Psychology, McGill University, Montreal, Quebec, Canada
- Department of Educational and Counselling Psychology, McGill University, Montreal, Quebec, Canada
- Biomedical Ethics Unit, McGill University, Montreal, Quebec, Canada
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11
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Levis B, Sun Y, He C, Wu Y, Krishnan A, Bhandari PM, Neupane D, Imran M, Brehaut E, Negeri Z, Fischer FH, Benedetti A, Thombs BD. Accuracy of the PHQ-2 Alone and in Combination With the PHQ-9 for Screening to Detect Major Depression: Systematic Review and Meta-analysis. JAMA 2020; 323:2290-2300. [PMID: 32515813 PMCID: PMC7284301 DOI: 10.1001/jama.2020.6504] [Citation(s) in RCA: 211] [Impact Index Per Article: 52.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
IMPORTANCE The Patient Health Questionnaire depression module (PHQ-9) is a 9-item self-administered instrument used for detecting depression and assessing severity of depression. The Patient Health Questionnaire-2 (PHQ-2) consists of the first 2 items of the PHQ-9 (which assess the frequency of depressed mood and anhedonia) and can be used as a first step to identify patients for evaluation with the full PHQ-9. OBJECTIVE To estimate PHQ-2 accuracy alone and combined with the PHQ-9 for detecting major depression. DATA SOURCES MEDLINE, MEDLINE In-Process & Other Non-Indexed Citations, PsycINFO, and Web of Science (January 2000-May 2018). STUDY SELECTION Eligible data sets compared PHQ-2 scores with major depression diagnoses from a validated diagnostic interview. DATA EXTRACTION AND SYNTHESIS Individual participant data were synthesized with bivariate random-effects meta-analysis to estimate pooled sensitivity and specificity of the PHQ-2 alone among studies using semistructured, fully structured, or Mini International Neuropsychiatric Interview (MINI) diagnostic interviews separately and in combination with the PHQ-9 vs the PHQ-9 alone for studies that used semistructured interviews. The PHQ-2 score ranges from 0 to 6, and the PHQ-9 score ranges from 0 to 27. RESULTS Individual participant data were obtained from 100 of 136 eligible studies (44 318 participants; 4572 with major depression [10%]; mean [SD] age, 49 [17] years; 59% female). Among studies that used semistructured interviews, PHQ-2 sensitivity and specificity (95% CI) were 0.91 (0.88-0.94) and 0.67 (0.64-0.71) for cutoff scores of 2 or greater and 0.72 (0.67-0.77) and 0.85 (0.83-0.87) for cutoff scores of 3 or greater. Sensitivity was significantly greater for semistructured vs fully structured interviews. Specificity was not significantly different across the types of interviews. The area under the receiver operating characteristic curve was 0.88 (0.86-0.89) for semistructured interviews, 0.82 (0.81-0.84) for fully structured interviews, and 0.87 (0.85-0.88) for the MINI. There were no significant subgroup differences. For semistructured interviews, sensitivity for PHQ-2 scores of 2 or greater followed by PHQ-9 scores of 10 or greater (0.82 [0.76-0.86]) was not significantly different than PHQ-9 scores of 10 or greater alone (0.86 [0.80-0.90]); specificity for the combination was significantly but minimally higher (0.87 [0.84-0.89] vs 0.85 [0.82-0.87]). The area under the curve was 0.90 (0.89-0.91). The combination was estimated to reduce the number of participants needing to complete the full PHQ-9 by 57% (56%-58%). CONCLUSIONS AND RELEVANCE In an individual participant data meta-analysis of studies that compared PHQ scores with major depression diagnoses, the combination of PHQ-2 (with cutoff ≥2) followed by PHQ-9 (with cutoff ≥10) had similar sensitivity but higher specificity compared with PHQ-9 cutoff scores of 10 or greater alone. Further research is needed to understand the clinical and research value of this combined approach to screening.
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Affiliation(s)
- Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Parash Mani Bhandari
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Mahrukh Imran
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Eliana Brehaut
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Felix H. Fischer
- Center for Internal Medicine and Dermatology, Department of Psychosomatic Medicine, Charité, Universitätsmedizin Berlin, Germany
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Department of Medicine, McGill University, Montréal, Québec, Canada
- Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montréal, Québec, Canada
| | - Brett D. Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
- Department of Psychiatry, McGill University, Montréal, Québec, Canada
- Department of Medicine, McGill University, Montréal, Québec, Canada
- Department of Psychology, McGill University, Montréal, Québec, Canada
- Department of Educational and Counselling Psychology, McGill University, Montréal, Québec, Canada
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12
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Levis B, Benedetti A, Ioannidis JPA, Sun Y, Negeri Z, He C, Wu Y, Krishnan A, Bhandari PM, Neupane D, Imran M, Rice DB, Riehm KE, Saadat N, Azar M, Boruff J, Cuijpers P, Gilbody S, Kloda LA, McMillan D, Patten SB, Shrier I, Ziegelstein RC, Alamri SH, Amtmann D, Ayalon L, Baradaran HR, Beraldi A, Bernstein CN, Bhana A, Bombardier CH, Carter G, Chagas MH, Chibanda D, Clover K, Conwell Y, Diez-Quevedo C, Fann JR, Fischer FH, Gholizadeh L, Gibson LJ, Green EP, Greeno CG, Hall BJ, Haroz EE, Ismail K, Jetté N, Khamseh ME, Kwan Y, Lara MA, Liu SI, Loureiro SR, Löwe B, Marrie RA, Marsh L, McGuire A, Muramatsu K, Navarrete L, Osório FL, Petersen I, Picardi A, Pugh SL, Quinn TJ, Rooney AG, Shinn EH, Sidebottom A, Spangenberg L, Tan PLL, Taylor-Rowan M, Turner A, van Weert HC, Vöhringer PA, Wagner LI, White J, Winkley K, Thombs BD. Patient Health Questionnaire-9 scores do not accurately estimate depression prevalence: individual participant data meta-analysis. J Clin Epidemiol 2020; 122:115-128.e1. [PMID: 32105798 DOI: 10.1016/j.jclinepi.2020.02.002] [Citation(s) in RCA: 96] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 02/08/2020] [Accepted: 02/18/2020] [Indexed: 02/07/2023]
Abstract
OBJECTIVES Depression symptom questionnaires are not for diagnostic classification. Patient Health Questionnaire-9 (PHQ-9) scores ≥10 are nonetheless often used to estimate depression prevalence. We compared PHQ-9 ≥10 prevalence to Structured Clinical Interview for Diagnostic and Statistical Manual of Mental Disorders (SCID) major depression prevalence and assessed whether an alternative PHQ-9 cutoff could more accurately estimate prevalence. STUDY DESIGN AND SETTING Individual participant data meta-analysis of datasets comparing PHQ-9 scores to SCID major depression status. RESULTS A total of 9,242 participants (1,389 SCID major depression cases) from 44 primary studies were included. Pooled PHQ-9 ≥10 prevalence was 24.6% (95% confidence interval [CI]: 20.8%, 28.9%); pooled SCID major depression prevalence was 12.1% (95% CI: 9.6%, 15.2%); and pooled difference was 11.9% (95% CI: 9.3%, 14.6%). The mean study-level PHQ-9 ≥10 to SCID-based prevalence ratio was 2.5 times. PHQ-9 ≥14 and the PHQ-9 diagnostic algorithm provided prevalence closest to SCID major depression prevalence, but study-level prevalence differed from SCID-based prevalence by an average absolute difference of 4.8% for PHQ-9 ≥14 (95% prediction interval: -13.6%, 14.5%) and 5.6% for the PHQ-9 diagnostic algorithm (95% prediction interval: -16.4%, 15.0%). CONCLUSION PHQ-9 ≥10 substantially overestimates depression prevalence. There is too much heterogeneity to correct statistically in individual studies.
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Affiliation(s)
- Brooke Levis
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Andrea Benedetti
- Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Respiratory Epidemiology and Clinical Research Unit, McGill University Health Centre, Montréal, Québec, Canada; Department of Medicine, McGill University, Montréal, Québec, Canada
| | - John P A Ioannidis
- Stanford Prevention Research Center, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA; Department of Health Research and Policy, Stanford University School of Medicine, Stanford, CA, USA; Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA; Department of Statistics, Stanford University School of Humanities and Sciences, Stanford, CA, USA
| | - Ying Sun
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Zelalem Negeri
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Chen He
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Yin Wu
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada
| | - Ankur Krishnan
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Parash Mani Bhandari
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Dipika Neupane
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Mahrukh Imran
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Danielle B Rice
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Psychology, McGill University, Montréal, Québec, Canada
| | - Kira E Riehm
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Nazanin Saadat
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada
| | - Marleine Azar
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada
| | - Jill Boruff
- Schulich Library of Physical Sciences, Life Sciences, and Engineering, McGill University, Montréal, Québec, Canada
| | - Pim Cuijpers
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - Simon Gilbody
- Hull York Medical School and the Department of Health Sciences, University of York, Heslington, NY, UK
| | - Lorie A Kloda
- Library, Concordia University, Montréal, Québec, Canada
| | - Dean McMillan
- Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Scott B Patten
- Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute and O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada
| | - Ian Shrier
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Department of Family Medicine, McGill University, Montréal, Québec, Canada
| | - Roy C Ziegelstein
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sultan H Alamri
- Faculty of Medicine, King Abdulaziz University, Jeddah, Makkah, Saudi Arabia
| | - Dagmar Amtmann
- Department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA
| | - Liat Ayalon
- Louis and Gabi Weisfeld School of Social Work, Bar Ilan University, Ramat Gan, Israel
| | - Hamid R Baradaran
- Endocrine Research Center, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran; Ageing Clinical & Experimental Research Team, Institute of Applied Health Sciences, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, Scotland, UK
| | - Anna Beraldi
- Kbo-Lech-Mangfall-Klinik Garmisch-Partenkirchen, Klinik für Psychiatrie, Psychotherapie & Psychosomatik, Lehrkrankenhaus der Technischen Universität München, Munich, Germany
| | - Charles N Bernstein
- University of Manitoba IBD Clinical and Research Centre, Winnipeg, Manitoba, Canada; Department of Internal Medicine, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Arvin Bhana
- Centre for Rural Health, School of Nursing and Public Health, College of Health Sciences, University of KwaZulu-Natal, Durban, KwaZulu-Natal, South Africa; Health Systems Research Unit, South African Medical Research Council, Cape Town, South Africa
| | - Charles H Bombardier
- Department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA
| | - Gregory Carter
- Centre for Brain and Mental Health Research, University of Newcastle, New South Wales, Australia
| | - Marcos H Chagas
- Department of Neurosciences and Behavior, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Dixon Chibanda
- Department of Community Medicine, University of Zimbabwe, Harare, Zimbabwe
| | - Kerrie Clover
- Centre for Brain and Mental Health Research, University of Newcastle, New South Wales, Australia
| | - Yeates Conwell
- Department of Psychiatry, University of Rochester Medical Center, Rochester, NY, USA
| | - Crisanto Diez-Quevedo
- Servei de Psiquiatria, Hospital Germans Trias i Pujol, Badalona, Spain; Departament de Psiquiatria i Medicina Legal, Universitat Autònoma de Barcelona, Badalona, Spain
| | - Jesse R Fann
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, WA, USA
| | - Felix H Fischer
- Department of Psychiatry, McGill University, Montréal, Québec, Canada; Department of Psychosomatic Medicine, Center for Internal Medicine and Dermatology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Leila Gholizadeh
- Faculty of Health, University of Technology Sydney, Sydney, Australia
| | - Lorna J Gibson
- Tropical Epidemiology Group, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, UK
| | - Eric P Green
- Duke Global Health Institute, Duke University, Durham, NC, USA
| | | | - Brian J Hall
- Department of Psychology, Faculty of Social Sciences, Global and Community Mental Health Research Group, University of Macau, Macau Special Administrative Region, China; Department of Health, Behavior, and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Emily E Haroz
- Center for American Indian Health, Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Khalida Ismail
- Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neurosciences, King's College London Weston Education Centre, London, UK
| | - Nathalie Jetté
- Department of Community Health Sciences, University of Calgary, Calgary, Alberta, Canada; Hotchkiss Brain Institute and O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada; Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mohammad E Khamseh
- Endocrine Research Center, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran
| | - Yunxin Kwan
- Department of Psychological Medicine, Tan Tock Seng Hospital, Singapore
| | - Maria Asunción Lara
- Instituto Nacional de Psiquiatría Ramón de la Fuente Muñiz. San Lorenzo Huipulco, Tlalpan, México D. F. Mexico
| | - Shen-Ing Liu
- Programme in Health Services & Systems Research, Duke-NUS Medical School, Singapore; Department of Psychiatry, Mackay Memorial Hospital, Taipei, Taiwan; Department of Medical Research, Mackay Memorial Hospital, Taipei, Taiwan; Department of Medicine, Mackay Medical College, Taipei, Taiwan
| | - Sonia R Loureiro
- Department of Neurosciences and Behavior, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | - Bernd Löwe
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ruth Ann Marrie
- Departments of Medicine and Community Health Sciences, Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Laura Marsh
- Baylor College of Medicine, Houston and Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, USA
| | - Anthony McGuire
- Department of Nursing, St. Joseph's College, Standish, ME, USA
| | - Kumiko Muramatsu
- Department of Clinical Psychology, Graduate School of Niigata Seiryo University, Niigata, Japan
| | - Laura Navarrete
- Department of Epidemiology and Psychosocial Research, Instituto Nacional de Psiquiatría Ramón de la Fuente Muñiz, Ciudad de México, Mexico
| | - Flávia L Osório
- Department of Neurosciences and Behavior, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil; National Institute of Science and Technology, Translational Medicine, Ribeirão Preto, Brazil
| | - Inge Petersen
- Centre for Rural Health, School of Nursing and Public Health, University of KwaZulu-Natal, Durban, South Africa
| | - Angelo Picardi
- Centre for Behavioural Sciences and Mental Health, Italian National Institute of Health, Rome, Italy
| | - Stephanie L Pugh
- NRG Oncology Statistics and Data Management Center, Philadelphia, PA, USA; American College of Radiology, Philadelphia, PA, USA
| | - Terence J Quinn
- Institute of Cardiovascular & Medical Sciences, University of Glasgow, Glasgow, Scotland, UK
| | - Alasdair G Rooney
- Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburg, Edinburgh, Scotland, UK
| | - Eileen H Shinn
- Department of Behavioral Science, University of Texas M. D. Anderson Cancer Center, Houston, TX, USA
| | | | - Lena Spangenberg
- Department of Medical Psychology and Medical Sociology, University of Leipzig, Leipzig, Germany
| | | | - Martin Taylor-Rowan
- Institute of Cardiovascular and Medical Science, University of Glasgow, Glasgow, Scotland, UK
| | - Alyna Turner
- School of Medicine and Public Health, University of Newcastle, Newcastle, New South Wales, Australia; Deakin University, IMPACT Strategic Research Centre, School of Medicine, Barwon Health, Geelong, Victoria, Australia
| | - Henk C van Weert
- Department of General Practice, Amsterdam Institute for General Practice and Public Health, Amsterdam University Medical Centers, Location AMC, Amsterdam, the Netherlands
| | - Paul A Vöhringer
- Department of Psychiatry and Mental Health, Clinical Hospital, Universidad de Chile, Santiago, Chile; Millennium Institute for Depression and Personality Research (MIDAP), Ministry of Economy, Macul, Santiago, Chile; Psychiatry Department, Tufts Medical Center, Tufts University, Boston, MA, USA
| | - Lynne I Wagner
- Department of Social Sciences and Health Policy, Wake Forest School of Medicine, Wake Forest University, Winston-Salem, NC, USA; Wake Forest Baptist Comprehensive Cancer Center, Winston-Salem, NC, USA
| | - Jennifer White
- Department of Physiotherapy, School of Primary and Allied Health Care, Monash University, Melbourne, Australia
| | - Kirsty Winkley
- Florence Nightingale Faculty of Nursing, Midwifery & Palliative Care, King's College London, London, UK
| | - Brett D Thombs
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montréal, Québec, Canada; Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montréal, Québec, Canada; Department of Medicine, McGill University, Montréal, Québec, Canada; Department of Psychiatry, McGill University, Montréal, Québec, Canada; Department of Psychology, McGill University, Montréal, Québec, Canada; Department of Educational and Counselling Psychology, McGill University, Montréal, Québec, Canada; Biomedical Ethics Unit, McGill University, Montréal, Québec, Canada.
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