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de Santiago-Díaz AI, Barrio-Martínez S, Gómez-Ruiz E, Carceller-Meseguer T, Sastre-Yañez J, Ortíz-García de la Foz V, Ayesa-Arriola R. Effectiveness of early and intensive intervention on suicide prevention: CARS programme. Psychiatry Res 2024; 338:115964. [PMID: 38824711 DOI: 10.1016/j.psychres.2024.115964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 05/09/2024] [Accepted: 05/11/2024] [Indexed: 06/04/2024]
Abstract
The aim of this study was to evaluate the outcomes of the Programme for Management of Suicidal Behaviour and Suicide Prevention (CARS). Individuals treated in the emergency department of University Hospital Marqués de Valdecilla for suicidal thoughts or attempts (N = 401) between 1-March-2016 and 31-December-2018 were considered. No randomization by patients or groups was performed. Student's t-test, chi-square and repeated measure analysis of variance were used. Kaplan-Meier survival function and Cox proportional hazard regression models were employed to estimate the risks of relapse. Outcome of those who voluntary enrol CARS were compared with treatment as usual (TAU) at 6- and 12-months follow-up. The results indicate a significant reduction and delayed occurrence of suicidal behaviour over a 12-month follow-up period with the CARS programme compared to TAU, along with a decreased frequency of hospital admissions. CARS programme demonstrates a substantial impact, significantly reducing the risk of recurrent suicidal behaviour by 35.5 % and the risk of repeated suicidal attempts by 47.2 % at the 12-month follow-up. The programme exhibits a dual protective effect, diminishing suicidal behaviour and fostering improved long-term outcomes. In conclusion, CARS effectively reduced suicidal behaviour recurrence, achieving significant decreases in suicidal thoughts, plans and attempts.
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Affiliation(s)
- Ana Isabel de Santiago-Díaz
- Department of Psychiatry, University Hospital Marqués de Valdecilla (HUMV), Santander, Spain; Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain.
| | | | - Elsa Gómez-Ruiz
- Department of Psychiatry, University Hospital Marqués de Valdecilla (HUMV), Santander, Spain; Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain
| | - Telva Carceller-Meseguer
- Department of Psychiatry, University Hospital Marqués de Valdecilla (HUMV), Santander, Spain; Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain
| | - Javier Sastre-Yañez
- Department of Psychiatry, University Hospital Marqués de Valdecilla (HUMV), Santander, Spain; Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain
| | - Víctor Ortíz-García de la Foz
- Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain; Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Santander, Spain
| | - Rosa Ayesa-Arriola
- Instituto de Investigación Valdecilla (IDIVAL), Santander, Spain; Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Santander, Spain.
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Murakami R, Kamikubo A, Morioka D, Kuroki H. Forensic analysis of suicide deaths: Comparing forensic information with public information and investigating factors contributing to psychiatric consultations. PCN REPORTS : PSYCHIATRY AND CLINICAL NEUROSCIENCES 2024; 3:e194. [PMID: 38868080 PMCID: PMC11114437 DOI: 10.1002/pcn5.194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 03/26/2024] [Accepted: 04/04/2024] [Indexed: 06/14/2024]
Abstract
Aim This study aimed to examine the usefulness of forensic information on suicide deaths in Japan for epidemiological studies on suicide and determine the factors that lead people with suicidal ideation to seek psychiatric care prior to attempting suicide. Methods We focused on forensic information of 514 suicide deaths that occurred in Osaka City in 2019. First, to examine whether the data used in this study can be generalized to these cases, we compared the information on suicide deaths officially published by Osaka City with that used in this study, utilizing Pearson's χ 2 test. Next, the forensic data were analyzed using multivariate logistic regression analysis to confirm the relationship between demographic factors and the likelihood of having a history of psychiatric consultation before suicide. Results Both the official information and the data used in this study showed a higher number of males than females who died by suicide, with no significant differences in values between the data sets. Multivariate logistic regression analysis showed significant correlations. More females were associated with seeking a psychiatric consultation. However, those with regular jobs or students were more likely to avoid a psychiatric consultation. Conclusion The findings of this study provide insights into the phenomenon of suicide deaths by using a forensic perspective. The results of this study suggest that psychiatric consultation may be effective in reducing deaths by suicide. Forensic data should be incorporated into the formulation of suicide-prevention policies in Japan to conduct a more multifaceted analysis and improve suicide-prevention measures.
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Affiliation(s)
- Ryu Murakami
- Faculty of Emergency Medical ScienceMeiji University of Integrative MedicineNantanKyotoJapan
- Graduate School of Risk and Crisis ManagementChiba Institute of ScienceChibaJapan
| | - Atsushi Kamikubo
- Faculty of Emergency Medical ScienceMeiji University of Integrative MedicineNantanKyotoJapan
- Osaka Prefectural Medical Examiner's OfficeOsakaJapan
| | - Daigo Morioka
- Faculty of Emergency Medical ScienceMeiji University of Integrative MedicineNantanKyotoJapan
| | - Hisanaga Kuroki
- Graduate School of Risk and Crisis ManagementChiba Institute of ScienceChibaJapan
- Osaka Prefectural Medical Examiner's OfficeOsakaJapan
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Zhu Q, Lang X, Zhang XY. Gender differences in prevalence and clinical risk factors of suicide attempts in young adults with first-episode drug-naive major depressive disorder. BJPsych Open 2024; 10:e19. [PMID: 38179592 PMCID: PMC10790225 DOI: 10.1192/bjo.2023.635] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2024] Open
Abstract
BACKGROUND Suicide rates in adolescents with major depressive disorder (MDD) change with age and gender. Early adulthood is an important transitional stage between late adolescence and adulthood, in which an individual's mind gradually matures. However, there are fewer studies on prevalence and variables linked to the suicide attempts of young adults with MDD. AIMS To explore gender differences in the prevalence and risk factors associated with suicide attempts in young adults with first-episode drug-naive MDD. METHOD The Hamilton Rating Scale for Depression (HRSD), Hamilton Rating Scale for Anxiety (HRSA) and Positive Subscale of the Positive and Negative Syndrome Scale (PANSS) were used to assess depression, anxiety and psychotic symptoms respectively and various biochemical indicators were assessed. RESULTS Among 293 young adults with first-episode drug-naive MDD, the prevalence of suicide attempts was 15.45% (19/123) for males and 14.12% (24/170) for females. Males with suicide attempts had higher levels of thyroid-stimulating hormone (TSH) and higher PANSS Positive Subscale scores, whereas females with suicide attempts had higher TSH, serum total cholesterol, fasting blood glucose and diastolic blood pressure levels and higher scores on the HRSD, HRSA, PANSS Positive Subscale (all Bonferroni corrected P < 0.05). In males, PANSS Positive Subscale score (B = 0.17, P = 0.03, OR = 1.19, 95% CI 1.02-1.38) was a risk factor for suicide attempts. CONCLUSIONS There were significant gender differences in the risk factors for suicide attempts in young adults with first-episode drug-naive MDD.
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Affiliation(s)
- Quanfeng Zhu
- Affiliated Xiaoshan Hospital, Hangzhou Normal University, Hangzhou, China
| | - Xiaoe Lang
- Department of Psychiatry, First Hospital/First Clinical Medical College of Shanxi Medical University, Taiyuan, China
| | - Xiang-Yang Zhang
- CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, China; and Department of Psychology, University of the Chinese Academy of Sciences, Beijing, China
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Abascal-Peiró S, Alacreu-Crespo A, Peñuelas-Calvo I, López-Castromán J, Porras-Segovia A. Characteristics of Single vs. Multiple Suicide Attempters Among Adult Population: A Systematic Review and Meta-Analysis. Curr Psychiatry Rep 2023; 25:769-791. [PMID: 37740850 DOI: 10.1007/s11920-023-01461-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/13/2023] [Indexed: 09/25/2023]
Abstract
PURPOSE OF REVIEW We aimed to examine the factors that differentiate single and multiple suicide attempters in adult population. We followed the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines to conduct this review and meta-analysis. The review protocol was registered in PROSPERO. We carried out a systematic literature search in three databases to identify original studies that explored the differences between single and multiple suicide attempters among adult population. RECENT FINDINGS There might be meaningful differences between those individuals that attempt suicide once in their lifespan and those who make multiple attempts in terms of sociodemographic and clinical characteristics. There are no previous meta-analysis addressing this topic in the adult population. A total of 75 studies were included in the review and 69 were included in the meta-analysis. Multiple attempters were more likely to present certain disorders such as mood and psychotic disorders, as well as personality or substance use disorders. Higher suicide ideation and suicide intent scores also characterized this group. Childhood trauma experiences, stressful life events, and higher rates of hopelessness were statistically significant in multiple attempters. Identifying the factors predicting multiple suicide attempts helps to delineate a high-risk suicidal profile that should be taken into account in the clinical and suicide prevention scenario.
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Affiliation(s)
- Sofía Abascal-Peiró
- Department of Psychiatry, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain.
| | - Adrián Alacreu-Crespo
- Department of Psychology and Sociology, Area of Personality, Assessment and Psychological Treatment, Universidad of Zaragoza, Teruel, Spain
| | - Inmaculada Peñuelas-Calvo
- Department of Child and Adolescent Psychiatry, Hospital 12 de Octubre, Madrid, Spain
- Department of Legal Medicine, Psychiatry and Pathology, Universidad Complutense de Madrid, Madrid, Spain
| | - Jorge López-Castromán
- Department of Psychiatry, CNRS-INSERM, University of Montpellier, CHU Nîmes & IGF, Montpellier, France
| | - Alejandro Porras-Segovia
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain
- Division of Psychiatry, Imperial College, London, UK
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McClelland H, Cleare S, O'Connor RC. Suicide Risk in Personality Disorders: A Systematic Review. Curr Psychiatry Rep 2023; 25:405-417. [PMID: 37642809 PMCID: PMC10506938 DOI: 10.1007/s11920-023-01440-w] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/13/2023] [Indexed: 08/31/2023]
Abstract
PURPOSE OF REVIEW This systematic review aimed to distil recent literature investigating psychosocial factors which may account for the association between personality disorder (PD) and suicide attempt or suicide death. RECENT FINDINGS Suicide risk is particularly elevated in people with PD compared to those with no, or many other, mental health diagnoses. Despite this, suicide prevention strategies for PD populations have not progressed markedly in recent years. It is critical, therefore, to identify additional factors associated with suicide in PD populations. Of the 34 studies included in this review, most identified a relationship between personality disorder and suicide attempt and/or death. Historical interpersonal factors (e.g., childhood trauma), drug and alcohol use, and ideation-to-enaction factors were commonly associated with suicide-related outcomes. Interventions that provide interpersonal support may reduce suicide attempts. Limitations of the review include the heterogeneity of studies and small sample sizes.
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Affiliation(s)
- Heather McClelland
- Suicidal Behaviour Research Laboratory, Institute of Health & Wellbeing, University of Glasgow, Glasgow, Scotland.
| | - Seonaid Cleare
- Suicidal Behaviour Research Laboratory, Institute of Health & Wellbeing, University of Glasgow, Glasgow, Scotland
| | - Rory C O'Connor
- Suicidal Behaviour Research Laboratory, Institute of Health & Wellbeing, University of Glasgow, Glasgow, Scotland
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Miyazaki H, Hino K, Ito T, Abe T, Nomoto M, Furuno T, Takeuchi I, Hishimoto A. Relationship of emergency department visits for suicide attempts with meteorological and air pollution conditions. J Affect Disord 2023; 333:154-160. [PMID: 37080497 DOI: 10.1016/j.jad.2023.04.057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 04/03/2023] [Accepted: 04/14/2023] [Indexed: 04/22/2023]
Abstract
BACKGROUND Environmental factors such as meteorological and air pollution conditions have been identified as risk factors for suicide. This study aimed to clarify the relationship of the number of visits to the emergency department for suicide attempts with meteorological and air pollution conditions. METHODS This cross-sectional study included patients who attempted suicide and were transported to Yokohama City University Medical Center from April 2005 to March 2022. The meteorological conditions recorded at the time of transport included mean atmospheric pressure, mean temperature, maximum temperature, minimum temperature, mean humidity, wind speed, and sunshine hours, and the air pollution conditions included SO2 (ppm), NO (ppm), NO2 (ppm), NOX (ppm), OX (ppm), CH4 (ppmC), NMHC (ppmC), THC (ppmC), SPM (μg/m3), and PM2.5 (μg/m3). Poisson regression analysis was used to examine the association between the number of suicide attempts and the meteorological and air pollution conditions. Subgroup analyses were conducted by classifying the subjects according to the means of suicide attempt; comparisons were performed using t-tests. RESULTS The study included 1737 patients. Multivariate Poisson regression analyses revealed a significant positive relationship between the number of suicide attempts and SO2 levels and a significant negative relationship between the number of suicide attempts and NO levels. When subjects were divided by means of suicide attempt, different relationships with meteorological and air pollution conditions were observed. CONCLUSION Meteorological and air pollution conditions are environmental factors that can enable a more detailed understanding of suicide behavior according to the means of suicide attempts.
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Affiliation(s)
- Hidehito Miyazaki
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan; Psychiatric Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan; Advanced Critical Care and Emergency Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan; Numazu-chuo Hospital, 24-1 Nakase-cho, Numazu, Shizuoka 410-8575, Japan.
| | - Kousuke Hino
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan; Advanced Critical Care and Emergency Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan; Numazu-chuo Hospital, 24-1 Nakase-cho, Numazu, Shizuoka 410-8575, Japan
| | - Tsubasa Ito
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan; Psychiatric Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan
| | - Takeru Abe
- Advanced Critical Care and Emergency Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan
| | - Munetaka Nomoto
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan; Psychiatric Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan
| | - Taku Furuno
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan; Psychiatric Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan
| | - Ichiro Takeuchi
- Advanced Critical Care and Emergency Center, Yokohama City University Medical Center, 4-57 Urafunecho, Minamiku, Yokohama, Kanagawa 232-0024, Japan
| | - Akitoyo Hishimoto
- Department of Psychiatry, Yokohama City University School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan
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Xuan L, Hua S, Lin L, Jianli Y. Gender differences in the predictive effect of depression and aggression on suicide risk among first-year college students. J Affect Disord 2023; 327:1-6. [PMID: 36736787 DOI: 10.1016/j.jad.2023.01.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 01/27/2023] [Accepted: 01/30/2023] [Indexed: 02/04/2023]
Abstract
BACKGROUND Depression and aggression are related to the risk of suicide. Previous studies have associated different characteristics with depression and aggression in separate gender groups. The main aim of this study was to investigate the gender differences in the predictive effect of depression and aggression on suicide risk among first-year college students. METHODS A total of 2004 first-year undergraduates (80.5 % female, mean age = 19.4 ± 0.8 years) were surveyed by a battery of questionnaires that contained the Chinese version of the Beck scale for Suicide Ideation, the Chinese version of the 12-item Aggression Questionnaire, and the Center for Epidemiologic Studies Depression scale. RESULTS (1) Depression severity was significantly associated with the suicidality risk (r = 0.090, p < 0.01). (2) Suicide risk correlated positively with physical aggression, verbal aggression, anger, and hostility in the aggression questionnaire (r = 0.308, 0.227, 0.284, 0.277, p < 0.01). (3) A possible gender difference was noted for suicide risk in that depression degree was a significant risk factor for females but not males (R2 = 0.095, F = 41.554, p < 0.01), whereas anger was a significant predictor of suicide risk for males but not for females (R2 = 0.21, F = 25.75, p < 0.01). CONCLUSIONS Gender differences exist in the predictive effect of depression and aggression on suicide risk among first-year college students.
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Affiliation(s)
- Li Xuan
- Department of Clinical Psychology, Tianjin Medical University General Hospital, Tianjin, China
| | - Shao Hua
- Department of Clinical Psychology, Tianjin Medical University General Hospital, Tianjin, China
| | - Lin Lin
- Academy of Psychology and Behavior, Tianjin Normal University, Tianjin, China
| | - Yang Jianli
- Department of Clinical Psychology, Tianjin Medical University General Hospital, Tianjin, China.
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Combined effects of nitric oxide synthase 3 genetic variant and childhood emotional abuse on earlier onset of suicidal behaviours. Prog Neuropsychopharmacol Biol Psychiatry 2022; 119:110617. [PMID: 35988847 DOI: 10.1016/j.pnpbp.2022.110617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 07/28/2022] [Accepted: 08/14/2022] [Indexed: 11/22/2022]
Abstract
Marked heterogeneity in suicide attempters has been observed, with earlier onset being linked to stronger heritability, more childhood maltreatment. Nitric oxide signalling system might be implicated in this relationship through its role in the stress response/adaptation. This study examined how NOS genetic variants and childhood maltreatment were associated with age at first suicide attempt (SA). Adult patients with SA history (N = 414) filled in the Childhood Trauma Questionnaire, and six functionally relevant NOS2 and NOS3 polymorphisms were genotyped. Analyses included χ2, Mann-Whitney U tests, Kendall's regression, multivariate linear and Cox survival regressions, and a moderation analysis. The NOS3 promotor 27-bp variable number tandem repeat (VNTR) bb homozygous state and childhood emotional abuse were independently associated with earlier age at first SA, which was robust after controlling for confounders [regression coefficient - 3.975, 95% CI -6.980 - (-0.970), p = 0.010, and - 1.088, 95% CI -2.172 - (-0.004), p = 0.049]. No interaction was observed. In the Cox proportional hazards model for age at first SA, the hazard ratio for patients with childhood emotional abuse and NOS3 27-bp VNTR bb was 0.533 (95% CI 0.394-0.720, p < 0.001) compared to patients without. Intermediate scores were observed with either only the risk genotype or only childhood emotional abuse. A graded relationship was also observed for repeated SA, family history of SA, and severe SA history. These results are preliminary due to a low statistical power and call for replication and further characterization of the role of nitric oxide system in the susceptibility to early-onset SB.
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Peng C, Guo T, Cheng J, Wang M, Tan Y, Rong F, Kang C, Ding H, Wang Y, Yu Y. Association between childhood physical abuse and suicidal behaviors among Chinese adolescents: The mediation of aggression. J Affect Disord 2022; 318:338-346. [PMID: 36113686 DOI: 10.1016/j.jad.2022.09.021] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 04/30/2022] [Accepted: 09/11/2022] [Indexed: 11/26/2022]
Abstract
BACKGROUND Although previous studies have examined many predictors of suicidal behaviors. However, little is known for childhood physical abuse (CPA) and aggression, which are prevalent among adolescents. This study aimed to explore association between CPA and suicidal behaviors, and the potential mediating role of aggression. METHOD A total of 16,111 students graded 7 to 12 were recruited using a stratified cluster sampling across five representative provinces in China. Conflict Tactics Scale-Parents to Child (CTS-PC) and Buss and Warren's Aggression Questionnaire (BWAQ) were used to measure CPA and aggression, respectively. RESULTS During the last year, 16.0 % of adolescents reported suicidal behaviors. Specifically, 7.9 % were suicide ideators, 4.6 % were planners, and 3.5 % were attempters. The prevalence of CPA in mild, moderate, and severe was 15.7 %, 26.9 %, and 4.4 %, respectively. Multinomial logistic regression indicated that moderate and severe CPA and overall aggression were associated with suicide ideators, planners, and attempters. In five sub-types of aggression, only hostility was significantly associated with all three suicidal behaviors. Structural equation modelling showed that aggression partially mediate the relationship between CPA and suicidal behaviors. The mediation proportion of overall aggression, physical aggression, verbal aggression, anger, hostility, and indirect aggression were 27.2 %, 22.4 %, 5.2 %, 14.2 %, 23.5 %, and 12.1 %, respectively. LIMITATIONS Cross-sectional design, self-reported questionnaire, and no other forms of childhood maltreatment. CONCLUSIONS CPA is a critical risk factor of suicidal behaviors among Chinese adolescents and aggression is a mediator between CPA and suicidal behaviors. Targeted suicide prevention should focus on those adolescents who report CPA and aggression, especially for hostility.
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Affiliation(s)
- Chang Peng
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Tengyun Guo
- Department of Neurosurgery, Army Medical Center of PLA, Army Medical University, Chongqing, China
| | - Junhan Cheng
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Mengni Wang
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Yafei Tan
- Wuhan Children's Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Fajuan Rong
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Chun Kang
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Hongli Ding
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Yan Wang
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Yizhen Yu
- Department of Maternal, Child and Adolescent Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
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Comparisons of deep learning and machine learning while using text mining methods to identify suicide attempts of patients with mood disorders. J Affect Disord 2022; 317:107-113. [PMID: 36029873 DOI: 10.1016/j.jad.2022.08.054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 08/05/2022] [Accepted: 08/20/2022] [Indexed: 11/23/2022]
Abstract
BACKGROUND Suicide attempt is one of the most severe consequences for patients with mood disorders. This study aimed to perform deep learning and machine learning while using text mining to identify patients with suicide attempts and to compare their effectiveness. METHODS A total of 13,100 patients with mood disorders were selected. Two traditional text mining methods, logistic regression and Support vector machine (SVM), and one deep learning model (Convolutional neural network, CNN) were adopted to perform overall analysis and gender-specific subgroup analysis of patients to identify suicide attempts. The classification effectiveness of these models was evaluated by accuracy, F1-value, precision, recall, and the area under Receiver operator characteristic curve (ROC). RESULTS CNN's results were greater than the other two for all indicators except recall which was slightly smaller than SVM in male subgroup analysis. The accuracy values of the CNN were 98.4 %, 98.2 %, and 98.5 % in the overall analysis and the subgroup analysis for males and females, respectively. The results of McNemar's test showed that CNN and SVM models' predictions were statistically different from the logistic regression model's predictions in the overall analysis and the subgroup analysis for females (P < 0.050). LIMITATIONS A fixed number of features were selected based on document frequency to train models; this was a single-site study. CONCLUSIONS CNN model was a better way to detect suicide attempts in patients with mood disorders prior to hospital admission, saving time and resources in recognizing high-risk patients and preventing suicide.
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Predicting the risk of suicide attempt in a depressed population: Development and assessment of an efficient predictive nomogram. Psychiatry Res 2022; 310:114436. [PMID: 35190339 DOI: 10.1016/j.psychres.2022.114436] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 01/20/2022] [Accepted: 02/05/2022] [Indexed: 12/16/2022]
Abstract
The purpose of this study was to develop and validate a user-friendly suicide attempt risk nomogram in depression, supporting timely interventions by clinicians. We collected clinical data of 273 depressed patients from January 2020 to January 2021. Suicide attempt was assessed conducting the Mini International Neuropsychiatric Interview. First, optimized features were filtrated through the least absolute shrinkage and selection operator regression analysis. Subsequently, we selected variables with nonzero coefficients and entered them into multiple logistic regression model and nomogram function to construct a visual predicting suicide attempt model. Additionally, the C-index, calibration plot and decision curve analysis, were applied to assess discrimination, calibration, and clinical practicability. Finally, the bootstrapping validation was applied to assess internal validation. Finally, eleven clinical features are screened out in the prediction nomogram. The model presented tiptop calibration and pleasant discrimination with a C-index of 0.853. A towering C-index value, up to 0.799, could also be attained in the interval validation analysis. In addition, decision curve analysis exhibited that our predictive model is clinically effective when the threshold is no less than 1%. These results demonstrate this predictive model was helpful for clinicians assessing the inpatient's suicide attempt recently and implementing individualized treatment strategies.
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Lee D, Baek JH, Ha K, Cho EY, Choi Y, Yang SY, Kim JS, Cho Y, Won HH, Hong KS. Dissecting the genetic architecture of suicide attempt and repeated attempts in Korean patients with bipolar disorder using polygenic risk scores. Int J Bipolar Disord 2022; 10:3. [PMID: 35112160 PMCID: PMC8811109 DOI: 10.1186/s40345-022-00251-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 01/10/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Bipolar disorder (BD) has the greatest suicide risk among mental and physical disorders. A recent genome-wide association study (GWAS) of European ancestry (EUR) samples revealed that the genetic etiology of suicide attempt (SA) was not only polygenic but also, in part, diagnosis-specific. The authors aimed to examine whether the polygenic risk score (PRS) for SA derived from that study is associated with SA or repeated attempts in Korean patients with BD. This study also investigated the shared heritability of SA and mental disorders which showed an increased risk of SA and a high genetic correlation with BD. METHODS The study participants were 383 patients with BD. The history of SA was assessed on a lifetime basis. PRSs for reference disorders were calculated using the aforementioned GWAS data for SA and the Psychiatric Genomics Consortium data of BD, schizophrenia, major depressive disorder (MDD), and obsessive-compulsive disorder (OCD). RESULTS The PRS for SA was significantly associated with lifetime SA in the current subjects (Nagelkerke's R2 = 2.73%, odds ratio [OR] = 1.36, p = 0.007). Among other PRSs, only the PRS for OCD was significantly associated with lifetime SA (Nagelkerke's R2 = 2.72%, OR = 1.36, p = 0.007). The PRS for OCD was higher in multiple attempters than in single attempters (Nagelkerke's R2 = 4.91%, OR = 1.53, p = 0.043). CONCLUSION The PRS for SA derived from EUR data was generalized to SA in Korean patients with BD. The PRS for OCD seemed to affect repeated attempts. Genetic studies on suicide could benefit from focusing on specific psychiatric diagnoses and refined sub-phenotypes, as well as from utilizing multiple PRSs for related disorders.
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Affiliation(s)
- Dongbin Lee
- Department of Psychiatry, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, South Korea
- Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, South Korea
| | - Ji Hyun Baek
- Department of Psychiatry, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, South Korea.
| | - Kyooseob Ha
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, South Korea
- Institute of Human Behavioral Medicine, Seoul National University College of Medicine, Seoul, South Korea
| | - Eun-Young Cho
- Samsung Biomedical Research Institute, Seoul, South Korea
| | - Yujin Choi
- Samsung Biomedical Research Institute, Seoul, South Korea
| | - So-Yung Yang
- Department of Psychiatry, NHIS Ilsan Hospital, Goyang-si, Gyeonggi-do, South Korea
| | - Ji Sun Kim
- Department of Psychiatry, Soonchunhyang University Cheonan Hospital, Cheonan, South Korea
| | - Yunji Cho
- Department of Psychiatry, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, South Korea
| | - Hong-Hee Won
- Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, South Korea
| | - Kyung Sue Hong
- Department of Psychiatry, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, South Korea.
- Samsung Biomedical Research Institute, Seoul, South Korea.
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Factors associated with single versus multiple suicide attempts in depressive disorders. J Affect Disord 2020; 277:306-312. [PMID: 32858311 DOI: 10.1016/j.jad.2020.08.021] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 06/12/2020] [Accepted: 08/09/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND Many risk factors for suicidal behavior have been identified. Much less has been done to associate risk factors with recurrence of suicidal behavior. METHODS We compared prevalence of 30 potential risk factors among 8496 depressive patient-subjects from the BRIDGE consortium with no (NSA, n = 6267), one (1SA, n = 1123), or repeated (≥2) suicide attempts (RSA, n = 1106). RESULTS Prevalence of most factors ranked: RSA ≥ 1SA > NSA, with a notable opposite trend for the diagnosis of type II bipolar disorder (BD). Factors independently and significantly more present among RSA than 1SA subjects were: borderline personality, substance abuse, mood-switching with antidepressant treatment, female sex, and unsatisfactory response to antidepressant treatment. There also were notably strong associations of RSA with type I or probable BD and associated factors, including family history of BD, young onset, mixed and psychotic features. LIMITATIONS Potential effects of treatment on risk of suicidal acts could not be evaluated adequately, as well as associations between levels of suicidal behavior and eventual death by suicide. CONCLUSIONS In a large cohort of depressive patients, there were significant associations not only with suicidal behavior generally, but also with the intensity of suicide attempts.
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14
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Gordon E, Kenny M, O'Reilly A, Eynan R. You feel it was written about you: client acceptability of a group intervention for repeat suicide attempts. J Ment Health 2020; 31:479-486. [PMID: 32935603 DOI: 10.1080/09638237.2020.1818705] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
BACKGROUND Repeat attempts increase risk of death by suicide. The Psychosocial/psychoeducational Intervention for People with recurrent Suicide Attempts (PISA)/Skills for Safer Living (SfSL) is a group intervention targeting repeat attempts. AIMS To evaluate the acceptability of PISA/SfSL to clients and identify key model components influencing this. METHODS This exploratory mixed-methods study involved adults who completed PISA/SfSL (N = 16). Participants completed semi-structured interviews and a satisfaction questionnaire post-intervention, and self-report outcome measures of population specific challenges pre and post-intervention and at 6-month follow-up. RESULTS Qualitative themes illuminate three interrelated response processes; connection with each other and the model, taking control of life, and gaining a sense of value. Quantitative outcome measures indicated positive trends in suicidality, hopelessness, alexithymia, and problem-solving. High satisfaction levels indicated its quality, relevancy, applicability and helpfulness. Key components influencing responses were PISA/SfSL's; psychosocial group format and processes, psychoeducational and skill development content, and ethos. Results suggest PISA/SfSL was acceptable to those with repeat suicide attempts. CONCLUSIONS The study highlights the usefulness of group work and the importance of consistency with guidelines in suicide intervention. It supports the view that recovery in suicidality and engagement in treatment are complex processes. It adds to previous research demonstrating acceptability among facilitators.
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Affiliation(s)
- Evelyn Gordon
- School of Nursing, Psychotherapy and Community Health, Dublin City University (DCU), Dublin, Ireland
| | - Maeve Kenny
- Psychology Department, St Vincent's Hospital Fairview, Dublin, Ireland
| | - Aileen O'Reilly
- School of Nursing and Human Sciences, Dublin City University (DCU), Dublin, Ireland
| | - Rahel Eynan
- Department of Psychiatry, Schulich School of Medicine and Dentistry, Western University, London, Canada
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