Understanding suicidality in Pacific adolescents in New Zealand using network analysis.

INTRODUCTION Pacific adolescents in New Zealand (NZ) are three to four times more likely than NZ European adolescents to report suicide attempts and have higher rates of suicidal plans. Suicidal thoughts, plans, and attempts, termed suicidality in this study, result from a complex dynamic interplay of factors, which emerging methodologies like network analysis aim to capture. METHODS This study used cross-sectional network analysis to model the relationships between suicidality, self-harm, and individual depression symptoms, whilst conditioning on a multi-dimensional set of variables relevant to suicidality. A series of network models were fitted to data from a community sample of New Zealand-born Pacific adolescents (n = 550; 51% male; Mean age (SD) = 17 (0.35)). RESULTS Self-harm and the depression symptom measuring pessimism had the strongest associations with suicidality, followed by symptoms related to having a negative self-image about looks and sadness. Nonsymptom risk factors for self-harm and suicidality differed markedly. CONCLUSIONS Depression symptoms varied widely in terms of their contribution to suicidality, highlighting the valuable information gained from analysing depression at the symptom-item level. Reducing the sources of pessimism and building self-esteem presented as potential targets for alleviating suicidality amongst Pacific adolescents in New Zealand. Suicide prevention strategies need to include risk factors for self-harm.

[1]  M. Berk,et al.  Risk factors for depression in Pacific adolescents in New Zealand: A network analysis. , 2022, Journal of affective disorders.

[2]  Beatriz Navarro-Bravo,et al.  The link between non-suicidal self-injury (NSSI), body image and activity on social networking sites among female adolescents with an eating disorder , 2022, Clinical child psychology and psychiatry.

[3]  Jinbo He,et al.  Body dissatisfaction and non-suicidal self-injury among Chinese young adults: a moderated mediation analysis , 2022, Eating and Weight Disorders - Studies on Anorexia, Bulimia and Obesity.

[4]  Eiko I. Fried,et al.  Network analysis of multivariate data in psychological science , 2021, Nature Reviews Methods Primers.

[5]  J. Séguin,et al.  Substance use disorders and suicidality in youth: A systematic review and meta-analysis with a focus on the direction of the association , 2021, PloS one.

[6]  C. Tzourio,et al.  A machine learning approach for predicting suicidal thoughts and behaviours among college students , 2021, Scientific Reports.

[7]  R. Tremblay,et al.  Machine Learning Assessment of Early Life Factors Predicting Suicide Attempt in Adolescence or Young Adulthood , 2021, JAMA network open.

[8]  Cheri A. Levinson,et al.  A network examination of risky behaviours in a state‐level and national epidemiological sample of high school students , 2021, Early intervention in psychiatry.

[9]  M. Shawon,et al.  Parent-adolescent relationships and their associations with adolescent suicidal behaviours: Secondary analysis of data from 52 countries using the Global School-based Health Survey , 2020, EClinicalMedicine.

[10]  M. Lim,et al.  Network analysis for the symptom of depression with Children's Depression Inventory in a large sample of school-aged children. , 2020, Journal of affective disorders.

[11]  Eiko I. Fried,et al.  Reporting standards for psychological network analyses in cross-sectional data. , 2020, Psychological methods.

[12]  F. Smit,et al.  Suicide ideation as a symptom of adolescent depression. a network analysis. , 2020, Journal of affective disorders.

[13]  I. Montoya-Castilla,et al.  Suicidal behaviour in adolescents: A network analysis. , 2020, Revista de psiquiatria y salud mental.

[14]  Jameson K. Hirsch,et al.  Coping and Suicide in College Students. , 2020, Crisis.

[15]  Payton J. Jones,et al.  Applying network analysis to understand depression and substance use in Indian adolescents. , 2019, Journal of affective disorders.

[16]  Donald R. Williams,et al.  BGGM: Bayesian Gaussian Graphical Models in R , 2020, J. Open Source Softw..

[17]  C. Crane,et al.  The relationship between pain and suicidal vulnerability in adolescence: a systematic review. , 2019, The Lancet. Child & adolescent health.

[18]  B. Tran,et al.  Global Lifetime and 12-Month Prevalence of Suicidal Behavior, Deliberate Self-Harm and Non-Suicidal Self-Injury in Children and Adolescents between 1989 and 2018: A Meta-Analysis , 2019, International journal of environmental research and public health.

[19]  Eiko I. Fried,et al.  Using network analysis to examine links between individual depressive symptoms, inflammatory markers, and covariates , 2019, Psychological Medicine.

[20]  S. Stewart,et al.  Refinement of the Role of Hopelessness in the Interpersonal Theory of Suicide: An Exploration in an Inpatient Adolescent Sample , 2019, Archives of suicide research : official journal of the International Academy for Suicide Research.

[21]  Eiko I. Fried,et al.  Exploring the psychology of suicidal ideation: A theory driven network analysis. , 2019, Behaviour research and therapy.

[22]  T. Joiner,et al.  Reflections on Suicidal Ideation. , 2019, Crisis.

[23]  Michael C. Mullarkey,et al.  Using Network Analysis to Identify Central Symptoms of Adolescent Depression , 2019, Journal of clinical child and adolescent psychology : the official journal for the Society of Clinical Child and Adolescent Psychology, American Psychological Association, Division 53.

[24]  J. Wigman,et al.  Examining relationships between psychotic experiences and suicidal ideation in adolescents using a network approach , 2018, Schizophrenia Research.

[25]  J. Bilsen Suicide and Youth: Risk Factors , 2018, Front. Psychiatry.

[26]  P. Reebye,et al.  Prevalence and Characteristics of Self-Harm in Adolescents: Meta-Analyses of Community-Based Studies 1990-2015. , 2018, Journal of the American Academy of Child and Adolescent Psychiatry.

[27]  Davide Marengo,et al.  Highly-visual social media and internalizing symptoms in adolescence: The mediating role of body image concerns , 2018, Comput. Hum. Behav..

[28]  Evan M. Kleiman,et al.  Annual Research Review: Suicide among youth – epidemiology, (potential) etiology, and treatment , 2018, Journal of child psychology and psychiatry, and allied disciplines.

[29]  K. Lloyd,et al.  Correction: A systematic review of the relationship between internet use, self-harm and suicidal behaviour in young people: The good, the bad and the unknown , 2018, PloS one.

[30]  Tamasin Taylor,et al.  Conceptualisations of Deliberate Self-Harm as It Occurs within the Context of Pacific Populations Living in New Zealand , 2017 .

[31]  A. Beautrais,et al.  Non-suicidal self-injury and suicide attempts in a New Zealand birth cohort. , 2017, Journal of affective disorders.

[32]  Payton J. Jones,et al.  Commentary: A network theory of mental disorders , 2017, Front. Psychol..

[33]  Evan M. Kleiman,et al.  Risk Factors for Suicidal Thoughts and Behaviors: A Meta-Analysis of 50 Years of Research , 2017, Psychological bulletin.

[34]  D. Borsboom A network theory of mental disorders , 2017, World psychiatry : official journal of the World Psychiatric Association.

[35]  T. Stijnen,et al.  Suicidal ideation and subsequent completed suicide in both psychiatric and non-psychiatric populations: a meta-analysis , 2016, Epidemiology and Psychiatric Sciences.

[36]  R. McNally,et al.  Can network analysis transform psychopathology? , 2016, Behaviour research and therapy.

[37]  Tim Kendall,et al.  Predicting suicide following self-harm: systematic review of risk factors and risk scales. , 2016, The British journal of psychiatry : the journal of mental science.

[38]  T. Fleming,et al.  Risk and Protective Factors for Suicidal Behaviors Among Pacific Youth in New Zealand. , 2016, Crisis.

[39]  I. Burešová Self-Harm Classification System Development - Theoretical Study , 2016 .

[40]  Lourens J. Waldorp,et al.  mgm: Estimating Time-Varying Mixed Graphical Models in High-Dimensional Data , 2015, Journal of Statistical Software.

[41]  P. Wyman,et al.  Connectedness and suicide prevention in adolescents: pathways and implications. , 2014, Suicide & life-threatening behavior.

[42]  M. Kaess,et al.  Life-time prevalence and psychosocial correlates of adolescent direct self-injurious behavior: a comparative study of findings in 11 European countries. , 2014, Journal of child psychology and psychiatry, and allied disciplines.

[43]  Eiko I. Fried,et al.  The Impact of Individual Depressive Symptoms on Impairment of Psychosocial Functioning , 2014, PloS one.

[44]  Peter Bühlmann,et al.  High-Dimensional Statistics with a View Toward Applications in Biology , 2014 .

[45]  E. Fried,et al.  Depression is more than the sum score of its parts: individual DSM symptoms have different risk factors , 2013, Psychological Medicine.

[46]  K. Hawton,et al.  Non-suicidal self-injury v. attempted suicide: new diagnosis or false dichotomy? , 2013, British Journal of Psychiatry.

[47]  D. Borsboom,et al.  Network analysis: an integrative approach to the structure of psychopathology. , 2013, Annual review of clinical psychology.

[48]  Verena D. Schmittmann,et al.  Qgraph: Network visualizations of relationships in psychometric data , 2012 .

[49]  Yves Rosseel,et al.  lavaan: An R Package for Structural Equation Modeling , 2012 .

[50]  Larry A. Wasserman,et al.  The huge Package for High-dimensional Undirected Graph Estimation in R , 2012, J. Mach. Learn. Res..

[51]  A. Barabasi,et al.  The network takeover , 2011, Nature Physics.

[52]  G. Turrell,et al.  Food insecurity among adults residing in disadvantaged urban areas: potential health and dietary consequences , 2011, Public Health Nutrition.

[53]  Peter Bühlmann,et al.  MissForest - non-parametric missing value imputation for mixed-type data , 2011, Bioinform..

[54]  T. Teevale Body image and its relation to obesity for Pacific minority ethnic groups in New Zealand: a critical analysis. , 2011, Pacific health dialog.

[55]  S. Fox,et al.  Collectivist Value Orientations among Four Ethnic Groups: Collectivism in the New Zealand Context , 2011 .

[56]  Magdalena Szumilas Explaining odds ratios. , 2010, Journal of the Canadian Academy of Child and Adolescent Psychiatry = Journal de l'Academie canadienne de psychiatrie de l'enfant et de l'adolescent.

[57]  Justin W. Patchin,et al.  Bullying, Cyberbullying, and Suicide , 2010, Archives of suicide research : official journal of the International Academy for Suicide Research.

[58]  K. Kendler,et al.  Deconstructing major depression: a validation study of the DSM-IV symptomatic criteria , 2010, Psychological Medicine.

[59]  N. Ayub Measuring hopelessness and life orientation in Pakistani adolescents. , 2009, Crisis.

[60]  A. Walker,et al.  Suicidal Behaviors, Self Rated Health and Multiple Health Risk Behaviors Among Adolescents: Exploring New Perspectives With High School Students in Suicide Prevention Research , 2009 .

[61]  Larry A. Wasserman,et al.  The Nonparanormal: Semiparametric Estimation of High Dimensional Undirected Graphs , 2009, J. Mach. Learn. Res..

[62]  M. Abbott,et al.  Cohort profile: The Pacific Islands Families (PIF) Study. , 2008, International journal of epidemiology.

[63]  Andrew Gelman,et al.  Diagnostics for multivariate imputations , 2007 .

[64]  J. Muehlenkamp,et al.  Body image and suicidal ideation in adolescents. , 2007, Body image.

[65]  Beth A Reboussin,et al.  Suicidality, School Dropout, and Reading Problems Among Adolescents , 2006, Journal of learning disabilities.

[66]  G. Fitzmaurice,et al.  Adolescent suicidal ideation as predictive of psychopathology, suicidal behavior, and compromised functioning at age 30. , 2006, The American journal of psychiatry.

[67]  D. Klein,et al.  Toward Guidelines for Evidence-Based Assessment of Depression in Children and Adolescents , 2005, Journal of clinical child and adolescent psychology : the official journal for the Society of Clinical Child and Adolescent Psychology, American Psychological Association, Division 53.

[68]  D. Goldston Conceptual issues in understanding the relationship between suicidal behavior and substance use during adolescence. , 2004, Drug and alcohol dependence.

[69]  Martha W. Waller,et al.  Adolescent depression and suicide risk: association with sex and drug behavior. , 2004, American journal of preventive medicine.

[70]  K. Hawton,et al.  Repetition of deliberate self-harm and subsequent suicide risk: Long-term follow-up study of 11 583 patients , 2004, British Journal of Psychiatry.

[71]  S. Abraham,et al.  Improving the body image, eating attitudes, and behaviors of young male and female adolescents: a new educational approach that focuses on self-esteem. , 2000, The International journal of eating disorders.

[72]  D. Reboussin,et al.  Suicide attempts among formerly hospitalized adolescents: a prospective naturalistic study of risk during the first 5 years after discharge. , 1999, Journal of the American Academy of Child and Adolescent Psychiatry.

[73]  K F Hirji,et al.  Exact and asymptotic tests for homogeneity in several 2 x 2 tables. , 1999, Statistics in medicine.

[74]  Michael W. Bridges,et al.  Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): a reevaluation of the Life Orientation Test. , 1994, Journal of personality and social psychology.

[75]  S. Kumanyika,et al.  Weight-related attitudes and behaviors of black women. , 1993, Journal of the American Dietetic Association.

[76]  A. Beck,et al.  Hopelessness and eventual suicide: a 10-year prospective study of patients hospitalized with suicidal ideation. , 1985, The American journal of psychiatry.

[77]  R. Tremblay,et al.  Pathways of Association Between Childhood Irritability and Adolescent Suicidality. , 2019, Journal of the American Academy of Child and Adolescent Psychiatry.

[78]  V. Carli,et al.  Substance use or abuse , internet use , psychopathology and suicidal ideation in adolescents ? , 2017 .

[79]  Yusuke Kuroki Risk factors for suicidal behaviors among Filipino Americans: a data mining approach. , 2015, The American journal of orthopsychiatry.

[80]  J. Rosenbaum,et al.  Risk factors for fatal and nonfatal repetition of suicide attempts: a literature review , 2013 .

[81]  S. Sussman,et al.  Suicidality, depression, and alcohol use among adolescents: A review of empirical findings , 2007, International journal of adolescent medicine and health.

[82]  R. Tibshirani Regression Shrinkage and Selection via the Lasso , 1996 .

[83]  S. Holm A Simple Sequentially Rejective Multiple Test Procedure , 1979 .