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Comorbidity within mental disorders: a comprehensive analysis based on 145 990 survey respondents from 27 countries
- J. J. McGrath, C. C. W. Lim, O. Plana-Ripoll, Y. Holtz, E. Agerbo, N. C. Momen, P. B. Mortensen, C. B. Pedersen, J. Abdulmalik, S. Aguilar-Gaxiola, A. Al-Hamzawi, J. Alonso, E. J. Bromet, R. Bruffaerts, B. Bunting, J. M. C. de Almeida, G. de Girolamo, Y. A. De Vries, S. Florescu, O. Gureje, J. M. Haro, M. G. Harris, C. Hu, E. G. Karam, N. Kawakami, A. Kiejna, V. Kovess-Masfety, S. Lee, Z. Mneimneh, F. Navarro-Mateu, R. Orozco, J. Posada-Villa, A. M. Roest, S. Saha, K. M. Scott, J. C. Stagnaro, D. J. Stein, Y. Torres, M. C. Viana, Y. Ziv, R. C. Kessler, P. de Jonge
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- Journal:
- Epidemiology and Psychiatric Sciences / Volume 29 / 2020
- Published online by Cambridge University Press:
- 12 August 2020, e153
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Aims
Epidemiological studies indicate that individuals with one type of mental disorder have an increased risk of subsequently developing other types of mental disorders. This study aimed to undertake a comprehensive analysis of pair-wise lifetime comorbidity across a range of common mental disorders based on a diverse range of population-based surveys.
MethodsThe WHO World Mental Health (WMH) surveys assessed 145 990 adult respondents from 27 countries. Based on retrospectively-reported age-of-onset for 24 DSM-IV mental disorders, associations were examined between all 548 logically possible temporally-ordered disorder pairs. Overall and time-dependent hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated using Cox proportional hazards models. Absolute risks were estimated using the product-limit method. Estimates were generated separately for men and women.
ResultsEach prior lifetime mental disorder was associated with an increased risk of subsequent first onset of each other disorder. The median HR was 12.1 (mean = 14.4; range 5.2–110.8, interquartile range = 6.0–19.4). The HRs were most prominent between closely-related mental disorder types and in the first 1–2 years after the onset of the prior disorder. Although HRs declined with time since prior disorder, significantly elevated risk of subsequent comorbidity persisted for at least 15 years. Appreciable absolute risks of secondary disorders were found over time for many pairs.
ConclusionsSurvey data from a range of sites confirms that comorbidity between mental disorders is common. Understanding the risks of temporally secondary disorders may help design practical programs for primary prevention of secondary disorders.
Intermittent explosive disorder subtypes in the general population: association with comorbidity, impairment and suicidality
- K. M. Scott, Y. A. de Vries, S. Aguilar-Gaxiola, A. Al-Hamzawi, J. Alonso, E. J. Bromet, B. Bunting, J. M. Caldas-de-Almeida, A. Cía, S. Florescu, O. Gureje, C-Y. Hu, E. G. Karam, A. Karam, N. Kawakami, R. C. Kessler, S. Lee, J. McGrath, B. Oladeji, J. Posada-Villa, D. J. Stein, Z. Zarkov, P. de Jonge
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- Journal:
- Epidemiology and Psychiatric Sciences / Volume 29 / 2020
- Published online by Cambridge University Press:
- 23 June 2020, e138
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Aims
Intermittent explosive disorder (IED) is characterised by impulsive anger attacks that vary greatly across individuals in severity and consequence. Understanding IED subtypes has been limited by lack of large, general population datasets including assessment of IED. Using the 17-country World Mental Health surveys dataset, this study examined whether behavioural subtypes of IED are associated with differing patterns of comorbidity, suicidality and functional impairment.
MethodsIED was assessed using the Composite International Diagnostic Interview in the World Mental Health surveys (n = 45 266). Five behavioural subtypes were created based on type of anger attack. Logistic regression assessed association of these subtypes with lifetime comorbidity, lifetime suicidality and 12-month functional impairment.
ResultsThe lifetime prevalence of IED in all countries was 0.8% (s.e.: 0.0). The two subtypes involving anger attacks that harmed people (‘hurt people only’ and ‘destroy property and hurt people’), collectively comprising 73% of those with IED, were characterised by high rates of externalising comorbid disorders. The remaining three subtypes involving anger attacks that destroyed property only, destroyed property and threatened people, and threatened people only, were characterised by higher rates of internalising than externalising comorbid disorders. Suicidal behaviour did not vary across the five behavioural subtypes but was higher among those with (v. those without) comorbid disorders, and among those who perpetrated more violent assaults.
ConclusionsThe most common IED behavioural subtypes in these general population samples are associated with high rates of externalising disorders. This contrasts with the findings from clinical studies of IED, which observe a preponderance of internalising disorder comorbidity. This disparity in findings across population and clinical studies, together with the marked heterogeneity that characterises the diagnostic entity of IED, suggests that it is a disorder that requires much greater research.
Complementary and alternative medicine contacts by persons with mental disorders in 25 countries: results from the World Mental Health Surveys
- P. de Jonge, K. J. Wardenaar, H. R. Hoenders, S. Evans-Lacko, V. Kovess-Masfety, S. Aguilar-Gaxiola, A. Al-Hamzawi, J. Alonso, L. H. Andrade, C. Benjet, E. J. Bromet, R. Bruffaerts, B. Bunting, J. M. Caldas-de-Almeida, R. V. Dinolova, S. Florescu, G. de Girolamo, O. Gureje, J. M. Haro, C. Hu, Y. Huang, E. G. Karam, G. Karam, S. Lee, J.-P. Lépine, D. Levinson, V. Makanjuola, F. Navarro-Mateu, B.-E. Pennell, J. Posada-Villa, K. Scott, H. Tachimori, D. Williams, B. Wojtyniak, R. C. Kessler, G. Thornicroft
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- Journal:
- Epidemiology and Psychiatric Sciences / Volume 27 / Issue 6 / December 2018
- Published online by Cambridge University Press:
- 28 December 2017, pp. 552-567
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Aims.
A substantial proportion of persons with mental disorders seek treatment from complementary and alternative medicine (CAM) professionals. However, data on how CAM contacts vary across countries, mental disorders and their severity, and health care settings is largely lacking. The aim was therefore to investigate the prevalence of contacts with CAM providers in a large cross-national sample of persons with 12-month mental disorders.
Methods.In the World Mental Health Surveys, the Composite International Diagnostic Interview was administered to determine the presence of past 12 month mental disorders in 138 801 participants aged 18–100 derived from representative general population samples. Participants were recruited between 2001 and 2012. Rates of self-reported CAM contacts for each of the 28 surveys across 25 countries and 12 mental disorder groups were calculated for all persons with past 12-month mental disorders. Mental disorders were grouped into mood disorders, anxiety disorders or behavioural disorders, and further divided by severity levels. Satisfaction with conventional care was also compared with CAM contact satisfaction.
Results.An estimated 3.6% (standard error 0.2%) of persons with a past 12-month mental disorder reported a CAM contact, which was two times higher in high-income countries (4.6%; standard error 0.3%) than in low- and middle-income countries (2.3%; standard error 0.2%). CAM contacts were largely comparable for different disorder types, but particularly high in persons receiving conventional care (8.6–17.8%). CAM contacts increased with increasing mental disorder severity. Among persons receiving specialist mental health care, CAM contacts were reported by 14.0% for severe mood disorders, 16.2% for severe anxiety disorders and 22.5% for severe behavioural disorders. Satisfaction with care was comparable with respect to CAM contacts (78.3%) and conventional care (75.6%) in persons that received both.
Conclusions.CAM contacts are common in persons with severe mental disorders, in high-income countries, and in persons receiving conventional care. Our findings support the notion of CAM as largely complementary but are in contrast to suggestions that this concerns person with only mild, transient complaints. There was no indication that persons were less satisfied by CAM visits than by receiving conventional care. We encourage health care professionals in conventional settings to openly discuss the care patients are receiving, whether conventional or not, and their reasons for doing so.
Assessing the applicability of terrestrial laser scanning for mapping englacial conduits
- J. E. KAMINTZIS, J. P. P. JONES, T. D. L. IRVINE-FYNN, T. O. HOLT, P. BUNTING, S. J. A. JENNINGS, P. R. PORTER, B. HUBBARD
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- Journal:
- Journal of Glaciology / Volume 64 / Issue 243 / February 2018
- Published online by Cambridge University Press:
- 20 December 2017, pp. 37-48
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The morphology of englacial drainage networks and their temporal evolution are poorly characterised, particularly within cold ice masses. At present, direct observations of englacial channels are restricted in both spatial and temporal resolution. Through novel use of a terrestrial laser scanning (TLS) system, the interior geometry of an englacial channel in Austre Brøggerbreen, Svalbard, was reconstructed and mapped. Twenty-eight laser scan surveys were conducted in March 2016, capturing the glacier surface around a moulin entrance and the uppermost 122 m reach of the adjoining conduit. The resulting point clouds provide detailed 3-D visualisation of the channel with point accuracy of 6.54 mm, despite low (<60%) overall laser returns as a result of the physical and optical properties of the clean ice, snow, hoar frost and sediment surfaces forming the conduit interior. These point clouds are used to map the conduit morphology, enabling extraction of millimetre-to-centimetre scale geometric measurements. The conduit meanders at a depth of 48 m, with a sinuosity of 2.7, exhibiting teardrop shaped cross-section morphology. This improvement upon traditional surveying techniques demonstrates the potential of TLS as an investigative tool to elucidate the nature of glacier hydrological networks, through reconstruction of channel geometry and wall composition.
Post-traumatic stress disorder associated with sexual assault among women in the WHO World Mental Health Surveys
- K. M. Scott, K. C. Koenen, A. King, M. V. Petukhova, J. Alonso, E. J. Bromet, R. Bruffaerts, B. Bunting, P. de Jonge, J. M. Haro, E. G. Karam, S. Lee, M. E. Medina-Mora, F. Navarro-Mateu, N. A. Sampson, V. Shahly, D. J. Stein, Y. Torres, A. M. Zaslavsky, R. C. Kessler
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- Journal:
- Psychological Medicine / Volume 48 / Issue 1 / January 2018
- Published online by Cambridge University Press:
- 19 June 2017, pp. 155-167
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Background
Sexual assault is a global concern with post-traumatic stress disorder (PTSD), one of the common sequelae. Early intervention can help prevent PTSD, making identification of those at high risk for the disorder a priority. Lack of representative sampling of both sexual assault survivors and sexual assaults in prior studies might have reduced the ability to develop accurate prediction models for early identification of high-risk sexual assault survivors.
MethodsData come from 12 face-to-face, cross-sectional surveys of community-dwelling adults conducted in 11 countries. Analysis was based on the data from the 411 women from these surveys for whom sexual assault was the randomly selected lifetime traumatic event (TE). Seven classes of predictors were assessed: socio-demographics, characteristics of the assault, the respondent's retrospective perception that she could have prevented the assault, other prior lifetime TEs, exposure to childhood family adversities and prior mental disorders.
ResultsPrevalence of Diagnostic and Statistical Manual of Mental Disorders IV (DSM-IV) PTSD associated with randomly selected sexual assaults was 20.2%. PTSD was more common for repeated than single-occurrence victimization and positively associated with prior TEs and childhood adversities. Respondent's perception that she could have prevented the assault interacted with history of mental disorder such that it reduced odds of PTSD, but only among women without prior disorders (odds ratio 0.2, 95% confidence interval 0.1–0.9). The final model estimated that 40.3% of women with PTSD would be found among the 10% with the highest predicted risk.
ConclusionsWhether counterfactual preventability cognitions are adaptive may depend on mental health history. Predictive modelling may be useful in targeting high-risk women for preventive interventions.
The cross-national epidemiology of specific phobia in the World Mental Health Surveys
- K. J. Wardenaar, C. C. W. Lim, A. O. Al-Hamzawi, J. Alonso, L. H. Andrade, C. Benjet, B. Bunting, G. de Girolamo, K. Demyttenaere, S. E. Florescu, O. Gureje, T. Hisateru, C. Hu, Y. Huang, E. Karam, A. Kiejna, J. P. Lepine, F. Navarro-Mateu, M. Oakley Browne, M. Piazza, J. Posada-Villa, M. L. ten Have, Y. Torres, M. Xavier, Z. Zarkov, R. C. Kessler, K. M. Scott, P. de Jonge
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- Journal:
- Psychological Medicine / Volume 47 / Issue 10 / July 2017
- Published online by Cambridge University Press:
- 22 February 2017, pp. 1744-1760
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Background
Although specific phobia is highly prevalent, associated with impairment, and an important risk factor for the development of other mental disorders, cross-national epidemiological data are scarce, especially from low- and middle-income countries. This paper presents epidemiological data from 22 low-, lower-middle-, upper-middle- and high-income countries.
MethodData came from 25 representative population-based surveys conducted in 22 countries (2001–2011) as part of the World Health Organization World Mental Health Surveys initiative (n = 124 902). The presence of specific phobia as defined by the Diagnostic and Statistical Manual of Mental Disorders, fourth edition was evaluated using the World Health Organization Composite International Diagnostic Interview.
ResultsThe cross-national lifetime and 12-month prevalence rates of specific phobia were, respectively, 7.4% and 5.5%, being higher in females (9.8 and 7.7%) than in males (4.9% and 3.3%) and higher in high- and higher-middle-income countries than in low-/lower-middle-income countries. The median age of onset was young (8 years). Of the 12-month patients, 18.7% reported severe role impairment (13.3–21.9% across income groups) and 23.1% reported any treatment (9.6–30.1% across income groups). Lifetime co-morbidity was observed in 60.5% of those with lifetime specific phobia, with the onset of specific phobia preceding the other disorder in most cases (72.6%). Interestingly, rates of impairment, treatment use and co-morbidity increased with the number of fear subtypes.
ConclusionsSpecific phobia is common and associated with impairment in a considerable percentage of cases. Importantly, specific phobia often precedes the onset of other mental disorders, making it a possible early-life indicator of psychopathology vulnerability.
Post-traumatic stress disorder associated with natural and human-made disasters in the World Mental Health Surveys
- E. J. Bromet, L. Atwoli, N. Kawakami, F. Navarro-Mateu, P. Piotrowski, A. J. King, S. Aguilar-Gaxiola, J. Alonso, B. Bunting, K. Demyttenaere, S. Florescu, G. de Girolamo, S. Gluzman, J. M. Haro, P. de Jonge, E. G. Karam, S. Lee, V. Kovess-Masfety, M. E. Medina-Mora, Z. Mneimneh, B.-E. Pennell, J. Posada-Villa, D. Salmerón, T. Takeshima, R. C. Kessler
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- Journal:
- Psychological Medicine / Volume 47 / Issue 2 / January 2017
- Published online by Cambridge University Press:
- 30 August 2016, pp. 227-241
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Background
Research on post-traumatic stress disorder (PTSD) following natural and human-made disasters has been undertaken for more than three decades. Although PTSD prevalence estimates vary widely, most are in the 20–40% range in disaster-focused studies but considerably lower (3–5%) in the few general population epidemiological surveys that evaluated disaster-related PTSD as part of a broader clinical assessment. The World Mental Health (WMH) Surveys provide an opportunity to examine disaster-related PTSD in representative general population surveys across a much wider range of sites than in previous studies.
MethodAlthough disaster-related PTSD was evaluated in 18 WMH surveys, only six in high-income countries had enough respondents for a risk factor analysis. Predictors considered were socio-demographics, disaster characteristics, and pre-disaster vulnerability factors (childhood family adversities, prior traumatic experiences, and prior mental disorders).
ResultsDisaster-related PTSD prevalence was 0.0–3.8% among adult (ages 18+) WMH respondents and was significantly related to high education, serious injury or death of someone close, forced displacement from home, and pre-existing vulnerabilities (prior childhood family adversities, other traumas, and mental disorders). Of PTSD cases 44.5% were among the 5% of respondents classified by the model as having highest PTSD risk.
ConclusionDisaster-related PTSD is uncommon in high-income WMH countries. Risk factors are consistent with prior research: severity of exposure, history of prior stress exposure, and pre-existing mental disorders. The high concentration of PTSD among respondents with high predicted risk in our model supports the focus of screening assessments that identify disaster survivors most in need of preventive interventions.
The cross-national epidemiology of DSM-IV intermittent explosive disorder
- K. M. Scott, C. C. W. Lim, I. Hwang, T. Adamowski, A. Al-Hamzawi, E. Bromet, B. Bunting, M. P. Ferrand, S. Florescu, O. Gureje, H. Hinkov, C. Hu, E. Karam, S. Lee, J. Posada-Villa, D. Stein, H. Tachimori, M. C. Viana, M. Xavier, R. C. Kessler
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- Journal:
- Psychological Medicine / Volume 46 / Issue 15 / November 2016
- Published online by Cambridge University Press:
- 30 August 2016, pp. 3161-3172
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Background
This is the first cross-national study of intermittent explosive disorder (IED).
MethodA total of 17 face-to-face cross-sectional household surveys of adults were conducted in 16 countries (n = 88 063) as part of the World Mental Health Surveys initiative. The World Health Organization Composite International Diagnostic Interview (CIDI 3.0) assessed DSM-IV IED, using a conservative definition.
ResultsLifetime prevalence of IED ranged across countries from 0.1 to 2.7% with a weighted average of 0.8%; 0.4 and 0.3% met criteria for 12-month and 30-day prevalence, respectively. Sociodemographic correlates of lifetime risk of IED were being male, young, unemployed, divorced or separated, and having less education. The median age of onset of IED was 17 years with an interquartile range across countries of 13–23 years. The vast majority (81.7%) of those with lifetime IED met criteria for at least one other lifetime disorder; co-morbidity was highest with alcohol abuse and depression. Of those with 12-month IED, 39% reported severe impairment in at least one domain, most commonly social or relationship functioning. Prior traumatic experiences involving physical (non-combat) or sexual violence were associated with increased risk of IED onset.
ConclusionsConservatively defined, IED is a low prevalence disorder but this belies the true societal costs of IED in terms of the effects of explosive anger attacks on families and relationships. IED is more common among males, the young, the socially disadvantaged and among those with prior exposure to violence, especially in childhood.
The epidemiology of traumatic event exposure worldwide: results from the World Mental Health Survey Consortium
- C. Benjet, E. Bromet, E. G. Karam, R. C. Kessler, K. A. McLaughlin, A. M. Ruscio, V. Shahly, D. J. Stein, M. Petukhova, E. Hill, J. Alonso, L. Atwoli, B. Bunting, R. Bruffaerts, J. M. Caldas-de-Almeida, G. de Girolamo, S. Florescu, O. Gureje, Y. Huang, J. P. Lepine, N. Kawakami, Viviane Kovess-Masfety, M. E. Medina-Mora, F. Navarro-Mateu, M. Piazza, J. Posada-Villa, K. M. Scott, A. Shalev, T. Slade, M. ten Have, Y. Torres, M. C. Viana, Z. Zarkov, K. C. Koenen
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- Journal:
- Psychological Medicine / Volume 46 / Issue 2 / January 2016
- Published online by Cambridge University Press:
- 29 October 2015, pp. 327-343
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Background
Considerable research has documented that exposure to traumatic events has negative effects on physical and mental health. Much less research has examined the predictors of traumatic event exposure. Increased understanding of risk factors for exposure to traumatic events could be of considerable value in targeting preventive interventions and anticipating service needs.
MethodGeneral population surveys in 24 countries with a combined sample of 68 894 adult respondents across six continents assessed exposure to 29 traumatic event types. Differences in prevalence were examined with cross-tabulations. Exploratory factor analysis was conducted to determine whether traumatic event types clustered into interpretable factors. Survival analysis was carried out to examine associations of sociodemographic characteristics and prior traumatic events with subsequent exposure.
ResultsOver 70% of respondents reported a traumatic event; 30.5% were exposed to four or more. Five types – witnessing death or serious injury, the unexpected death of a loved one, being mugged, being in a life-threatening automobile accident, and experiencing a life-threatening illness or injury – accounted for over half of all exposures. Exposure varied by country, sociodemographics and history of prior traumatic events. Being married was the most consistent protective factor. Exposure to interpersonal violence had the strongest associations with subsequent traumatic events.
ConclusionsGiven the near ubiquity of exposure, limited resources may best be dedicated to those that are more likely to be further exposed such as victims of interpersonal violence. Identifying mechanisms that account for the associations of prior interpersonal violence with subsequent trauma is critical to develop interventions to prevent revictimization.
Anxious and non-anxious major depressive disorder in the World Health Organization World Mental Health Surveys
- R. C. Kessler, N. A. Sampson, P. Berglund, M. J. Gruber, A. Al-Hamzawi, L. Andrade, B. Bunting, K. Demyttenaere, S. Florescu, G. de Girolamo, O. Gureje, Y. He, C. Hu, Y. Huang, E. Karam, V. Kovess-Masfety, S Lee, D. Levinson, M. E. Medina Mora, J. Moskalewicz, Y. Nakamura, F. Navarro-Mateu, M. A. Oakley Browne, M. Piazza, J. Posada-Villa, T. Slade, M. ten Have, Y. Torres, G. Vilagut, M. Xavier, Z. Zarkov, V. Shahly, M. A. Wilcox
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- Journal:
- Epidemiology and Psychiatric Sciences / Volume 24 / Issue 3 / June 2015
- Published online by Cambridge University Press:
- 27 February 2015, pp. 210-226
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Background.
To examine cross-national patterns and correlates of lifetime and 12-month comorbid DSM-IV anxiety disorders among people with lifetime and 12-month DSM-IV major depressive disorder (MDD).
Method.Nationally or regionally representative epidemiological interviews were administered to 74 045 adults in 27 surveys across 24 countries in the WHO World Mental Health (WMH) Surveys. DSM-IV MDD, a wide range of comorbid DSM-IV anxiety disorders, and a number of correlates were assessed with the WHO Composite International Diagnostic Interview (CIDI).
Results.45.7% of respondents with lifetime MDD (32.0–46.5% inter-quartile range (IQR) across surveys) had one of more lifetime anxiety disorders. A slightly higher proportion of respondents with 12-month MDD had lifetime anxiety disorders (51.7%, 37.8–54.0% IQR) and only slightly lower proportions of respondents with 12-month MDD had 12-month anxiety disorders (41.6%, 29.9–47.2% IQR). Two-thirds (68%) of respondents with lifetime comorbid anxiety disorders and MDD reported an earlier age-of-onset (AOO) of their first anxiety disorder than their MDD, while 13.5% reported an earlier AOO of MDD and the remaining 18.5% reported the same AOO of both disorders. Women and previously married people had consistently elevated rates of lifetime and 12-month MDD as well as comorbid anxiety disorders. Consistently higher proportions of respondents with 12-month anxious than non-anxious MDD reported severe role impairment (64.4 v. 46.0%; χ21 = 187.0, p < 0.001) and suicide ideation (19.5 v. 8.9%; χ21 = 71.6, p < 0.001). Significantly more respondents with 12-month anxious than non-anxious MDD received treatment for their depression in the 12 months before interview, but this difference was more pronounced in high-income countries (68.8 v. 45.4%; χ21 = 108.8, p < 0.001) than low/middle-income countries (30.3 v. 20.6%; χ21 = 11.7, p < 0.001).
Conclusions.Patterns and correlates of comorbid DSM-IV anxiety disorders among people with DSM-IV MDD are similar across WMH countries. The narrow IQR of the proportion of respondents with temporally prior AOO of anxiety disorders than comorbid MDD (69.6–74.7%) is especially noteworthy. However, the fact that these proportions are not higher among respondents with 12-month than lifetime comorbidity means that temporal priority between lifetime anxiety disorders and MDD is not related to MDD persistence among people with anxious MDD. This, in turn, raises complex questions about the relative importance of temporally primary anxiety disorders as risk markers v. causal risk factors for subsequent MDD onset and persistence, including the possibility that anxiety disorders might primarily be risk markers for MDD onset and causal risk factors for MDD persistence.
The effects of co-morbidity in defining major depression subtypes associated with long-term course and severity
- K. J. Wardenaar, H. M. van Loo, T. Cai, M. Fava, M. J. Gruber, J. Li, P. de Jonge, A. A. Nierenberg, M. V. Petukhova, S. Rose, N. A. Sampson, R. A. Schoevers, M. A. Wilcox, J. Alonso, E. J. Bromet, B. Bunting, S. E. Florescu, A. Fukao, O. Gureje, C. Hu, Y. Q. Huang, A. N. Karam, D. Levinson, M. E. Medina Mora, J. Posada-Villa, K. M. Scott, N. I. Taib, M. C. Viana, M. Xavier, Z. Zarkov, R. C. Kessler
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- Journal:
- Psychological Medicine / Volume 44 / Issue 15 / November 2014
- Published online by Cambridge University Press:
- 17 July 2014, pp. 3289-3302
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Background.
Although variation in the long-term course of major depressive disorder (MDD) is not strongly predicted by existing symptom subtype distinctions, recent research suggests that prediction can be improved by using machine learning methods. However, it is not known whether these distinctions can be refined by added information about co-morbid conditions. The current report presents results on this question.
Method.Data came from 8261 respondents with lifetime DSM-IV MDD in the World Health Organization (WHO) World Mental Health (WMH) Surveys. Outcomes included four retrospectively reported measures of persistence/severity of course (years in episode; years in chronic episodes; hospitalization for MDD; disability due to MDD). Machine learning methods (regression tree analysis; lasso, ridge and elastic net penalized regression) followed by k-means cluster analysis were used to augment previously detected subtypes with information about prior co-morbidity to predict these outcomes.
Results.Predicted values were strongly correlated across outcomes. Cluster analysis of predicted values found three clusters with consistently high, intermediate or low values. The high-risk cluster (32.4% of cases) accounted for 56.6–72.9% of high persistence, high chronicity, hospitalization and disability. This high-risk cluster had both higher sensitivity and likelihood ratio positive (LR+; relative proportions of cases in the high-risk cluster versus other clusters having the adverse outcomes) than in a parallel analysis that excluded measures of co-morbidity as predictors.
Conclusions.Although the results using the retrospective data reported here suggest that useful MDD subtyping distinctions can be made with machine learning and clustering across multiple indicators of illness persistence/severity, replication with prospective data is needed to confirm this preliminary conclusion.
Mood and anxiety disorders across the adult lifespan: a European perspective
- R. D. McDowell, A. Ryan, B. P. Bunting, S. M. O'Neill, J. Alonso, R. Bruffaerts, R. de Graaf, S. Florescu, G. Vilagut, J. M. C. de Almeida, G. de Girolamo, J. M. Haro, H. Hinkov, V. Kovess-Masfety, H. Matschinger, T. Tomov
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- Journal:
- Psychological Medicine / Volume 44 / Issue 4 / March 2014
- Published online by Cambridge University Press:
- 31 May 2013, pp. 707-722
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Background
The World Mental Health Survey Initiative (WMHSI) has advanced our understanding of mental disorders by providing data suitable for analysis across many countries. However, these data have not yet been fully explored from a cross-national lifespan perspective. In particular, there is a shortage of research on the relationship between mood and anxiety disorders and age across countries. In this study we used multigroup methods to model the distribution of 12-month DSM-IV/CIDI mood and anxiety disorders across the adult lifespan in relation to determinants of mental health in 10 European Union (EU) countries.
MethodLogistic regression was used to model the odds of any mood or any anxiety disorder as a function of age, gender, marital status, urbanicity and employment using a multigroup approach (n = 35500). This allowed for the testing of specific lifespan hypotheses across participating countries.
ResultsNo simple geographical pattern exists with which to describe the relationship between 12-month prevalence of mood and anxiety disorders and age. Of the adults sampled, very few aged ⩾80 years met DSM-IV diagnostic criteria for these disorders. The associations between these disorders and key sociodemographic variables were relatively homogeneous across countries after adjusting for age.
ConclusionsFurther research is required to confirm that there are indeed stages in the lifespan where the reported prevalence of mental disorders is low, such as among younger adults in the East and older adults in the West. This project illustrates the difficulties in conducting research among different age groups simultaneously.
Cross-national differences in the prevalence and correlates of burden among older family caregivers in the World Health Organization World Mental Health (WMH) Surveys
- V. Shahly, S. Chatterji, M. J. Gruber, A. Al-Hamzawi, J. Alonso, L. H. Andrade, M. C. Angermeyer, R. Bruffaerts, B. Bunting, J. M. Caldas-de-Almeida, G. de Girolamo, P. de Jonge, S. Florescu, O. Gureje, J. M. Haro, H. R. Hinkov, C. Hu, E. G. Karam, J.-P. Lépine, D. Levinson, M. E. Medina-Mora, J. Posada-Villa, N. A. Sampson, J. K. Trivedi, M. C. Viana, R. C. Kessler
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- Journal:
- Psychological Medicine / Volume 43 / Issue 4 / April 2013
- Published online by Cambridge University Press:
- 09 August 2012, pp. 865-879
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Background
Current trends in population aging affect both recipients and providers of informal family caregiving, as the pool of family caregivers is shrinking while demand is increasing. Epidemiological research has not yet examined the implications of these trends for burdens experienced by aging family caregivers.
MethodCross-sectional community surveys in 20 countries asked 13 892 respondents aged 50+ years about the objective (time, financial) and subjective (distress, embarrassment) burdens they experience in providing care to first-degree relatives with 12 broadly defined serious physical and mental conditions. Differential burden was examined by country income category, kinship status and type of condition.
ResultsAmong the 26.9–42.5% respondents in high-, upper-middle-, and low-/lower-middle-income countries reporting serious relative health conditions, 35.7–42.5% reported burden. Of those, 25.2–29.0% spent time and 13.5–19.4% money, while 24.4–30.6% felt distress and 6.4–21.7% embarrassment. Mean caregiving hours per week in those giving any time were 16.6–23.6 (169.9–205.8 h/week per 100 people aged 50+ years). Burden in low-/lower-middle-income countries was 2- to 3-fold higher than in higher-income countries, with any financial burden averaging 14.3% of median family income in high-, 17.7% in upper-middle-, and 39.8% in low-/lower-middle-income countries. Higher burden was reported by women than men and for conditions of spouses and children than parents or siblings.
ConclusionsUncompensated family caregiving is an important societal asset that offsets rising formal healthcare costs. However, the substantial burdens experienced by aging caregivers across multiple family health conditions and geographic regions threaten the continued integrity of their caregiving capacity. Initiatives supporting older family caregivers are consequently needed, especially in low-/lower-middle-income countries.
Lifetime prevalence of mental health disorders and delay in treatment following initial onset: evidence from the Northern Ireland Study of Health and Stress
- B. P. Bunting, S. D. Murphy, S. M. O'Neill, F. R. Ferry
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- Journal:
- Psychological Medicine / Volume 42 / Issue 8 / August 2012
- Published online by Cambridge University Press:
- 25 November 2011, pp. 1727-1739
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- Article
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Background
The current study provides the first epidemiological estimates of lifetime mental disorders across NI based on DSM-IV criteria. Risk factors, delays in treatment and the experience of conflict are also examined.
MethodNationally representative face-to-face household survey of 4340 individuals aged ⩾18 years in NI using the Composite International Diagnostic Interview. Analyses were implemented using SAS and STATA software.
ResultsLifetime prevalence of any disorder was 39.1% while projected lifetime risk was 48.6%. Individuals who experienced conflict were more likely to have had an anxiety, mood or impulse-control disorder. Treatment delays were substantial for anxiety and substance disorders.
ConclusionsResults from this study show that mental disorders are highly prevalent in Northern Ireland. The elevated rates of post-traumatic stress disorder in relation to other countries and the association of living ‘in a region of terror’ disorders suggests that civil conflict has had an additional impact on mental health. Given substantial delays in treatment, further research is required to investigate the factors associated with failure and delay in treatment seeking.