A network study to differentiate suicide attempt risk profiles in male and female patients with major depressive disorder.
major depressive disorder
network analysis
sex differences
suicide attempt
suicide risk
Journal
Clinical psychology & psychotherapy
ISSN: 1099-0879
Titre abrégé: Clin Psychol Psychother
Pays: England
ID NLM: 9416196
Informations de publication
Date de publication:
03 Nov 2023
03 Nov 2023
Historique:
revised:
09
10
2023
received:
26
04
2023
accepted:
10
10
2023
medline:
3
11
2023
pubmed:
3
11
2023
entrez:
3
11
2023
Statut:
aheadofprint
Résumé
Suicide attempts are a possible consequence of Major Depressive Disorder (MDD), although their prevalence varies across different epidemiological studies. Suicide attempt is a significant predictor of death by suicide, highlighting its importance in understanding and preventing tragic outcomes. Researchers are increasingly recognizing the need to study the differences between males and females, as several distinctions emerge in terms of the characteristics, types and motivations of suicide attempts. These differences emphasize the importance of considering gender-specific factors in the study of suicide attempts and developing tailored prevention strategies. We conducted a network analysis to represent and investigate which among multiple neurocognitive, psychosocial, demographic and affective variables may prove to be a reliable predictor for identifying the 'suicide attempt risk' (SAR) in a sample of 81 adults who met DSM-5 criteria for MDD. Network analysis resulted in differences between males and females regarding the variables that were going to interact and predict the SAR; in particular, for males, there is a stronger link toward psychosocial aspects, while for females, the neurocognitive domain is more relevant in its mnestic subcomponents. Network analysis allowed us to describe otherwise less obvious differences in the risk profiles of males and females that attempted to take their own lives. Different neurocognitive and psychosocial variables and different interactions between them predict the probability of suicide attempt unique to male and female patients.
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Informations de copyright
© 2023 The Authors. Clinical Psychology & Psychotherapy published by John Wiley & Sons Ltd.
Références
Anon. (n.d.) Suicide worldwide in 2019. Recuperato 3 Marzo 2023. https://www.who.int/publications-detail-redirect/9789240026643
Bachmann, S. (2018). Epidemiology of suicide and the psychiatric perspective. International Journal of Environmental Research and Public Health, 15(7), 1425. https://doi.org/10.3390/ijerph15071425
Baldessarini, R. J., Tondo, L., Pinna, M., Nuñez, N., & Vázquez, G. H. (2019). Suicidal risk factors in major affective disorders. The British Journal of Psychiatry: the Journal of Mental Science, 215, 621-626. https://doi.org/10.1192/bjp.2019.167
Beck, A. T., Steer, R. A., & Carbin, M. G. (1988). Psychometric properties of the Beck depression inventory: Twenty-five years of evaluation. Clinical Psychology Review, 8(1), 77-100. https://doi.org/10.1016/0272-7358(88)90050-5
Beck, A. T., Ward, C. H., Mendelson, M., Mock, J., & Erbaugh, J. (1961). An inventory for measuring depression. Archives of General Psychiatry, 4, 561-571. https://doi.org/10.1001/archpsyc.1961.01710120031004
Benson, N., Hulac, D. M., & Kranzler, J. H. (2010). Independent examination of the Wechsler Adult Intelligence Scale-Fourth Edition (WAIS-IV): What does the WAIS-IV measure? Psychological Assessment, 22(1), 121-130. https://doi.org/10.1037/a0017767
Bolton, J. M., Pagura, J., Enns, M. W., Grant, B., & Sareen, J. (2010). A population-based longitudinal study of risk factors for suicide attempts in major depressive disorder. Journal of Psychiatric Research, 44(13), 817-826. https://doi.org/10.1016/j.jpsychires.2010.01.003
Bringmann, L. F., Elmer, T., Epskamp, S., Krause, R. W., Schoch, D., Wichers, M., Wigman, J. T. W., & Snippe, E. (2019). What do centrality measures measure in psychological networks? Journal of Abnormal Psychology, 128(8), 892-903. https://doi.org/10.1037/abn0000446
Bryan, C. J. (2021). Rethinking suicide: Why prevention fails, and how we can do better. Oxford University Press. https://doi.org/10.1093/med-psych/9780190050634.001.0001
Carneiro, A. M., Fernandes, F., & Moreno, R. A. (2015). Hamilton depression rating scale and Montgomery-Asberg depression rating scale in depressed and bipolar I patients: Psychometric properties in a Brazilian sample. Health and Quality of Life Outcomes, 13, 42. https://doi.org/10.1186/s12955-015-0235-3
Castellano, S., Platania, G. A., Varrasi, S., Pirrone, C., & di Nuovo, S. (2020). Assessment tools for risky behaviors: Psychology and health. Health Psychology Research, 8(2), 9235. https://doi.org/10.4081/hpr.2020.9235
Costa, A., Bagoj, E., Monaco, M., Zabberoni, S., de Rosa, S., Papantonio, A. M., Mundi, C., Caltagirone, C., & Carlesimo, G. A. (2014). Standardization and normative data obtained in the Italian population for a new verbal fluency instrument, the phonemic/semantic alternate fluency test. Neurological Sciences: Official Journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology, 35(3), 365-372. https://doi.org/10.1007/s10072-013-1520-8
Costanza, A., Amerio, A., Odone, A., Baertschi, M., Richard-Lepouriel, H., Weber, K., di Marco, S., Prelati, M., Aguglia, A., Escelsior, A., Serafini, G., Amore, M., Pompili, M., & Canuto, A. (2020). Suicide prevention from a public health perspective. What makes life meaningful? The opinion of some suicidal patients. Acta Bio Medica : Atenei Parmensis, 91(Suppl 3), 128-134. https://doi.org/10.23750/abm.v91i3-S.9417
Cramer, A. O. J., van Borkulo, C. D., Giltay, E. J., van der Maas, H. L. J., Kendler, K. S., Scheffer, M., & Borsboom, D. (2016). Major depression as a complex dynamic system. PLoS ONE, 11(12), e0167490. https://doi.org/10.1371/journal.pone.0167490
Csardi, G., & Nepusz, T. (2005). The Igraph software package for complex network research. InterJournal Complex Systems, 1695, 1-9.
Dalca, I. M., McGirr, A., Renaud, J., & Turecki, G. (2013). Gender-specific suicide risk factors: A case-control study of individuals with major depressive disorder. The Journal of Clinical Psychiatry, 74(12), 1209-1216. https://doi.org/10.4088/JCP.12m08180
Darvishi, N., Farhadi, M., Haghtalab, T., & Poorolajal, J. (2015). Alcohol-related risk of suicidal ideation, suicide attempt, and completed suicide: A meta-analysis. PLoS ONE, 10(5), e0126870. https://doi.org/10.1371/journal.pone.0126870
de Beurs, D., Fried, E. I., Wetherall, K., Cleare, S., O'Connor, D. B., Ferguson, E., O'Carroll, R. E., & O'Connor, R. C. (2019). Exploring the psychology of suicidal ideation: A theory driven network analysis. Behaviour Research and Therapy, 120, 103419. https://doi.org/10.1016/j.brat.2019.103419
de Beurs, D. (2022). When it is darkest: Why people die by suicide and what we can do to prevent it. Crisis, 43(6), 541-542. https://doi.org/10.1027/0227-5910/a000820
Delgado-Gomez, D., Blasco-Fontecilla, H., Sukno, F., Ramos-Plasencia, M. S., & Baca-Garcia, E. (2012). Suicide attempters classification: Toward predictive models of suicidal behavior. Neurocomputing, 92, 3-8. https://doi.org/10.1016/j.neucom.2011.08.033
Denneson, L. M., Tompkins, K. J., McDonald, K. L., Hoffmire, C. A., Britton, P. C., Carlson, K. F., Smolenski, D. J., & Dobscha, S. K. (2020). Gender differences in the development of suicidal behavior among United States military veterans: A national qualitative study. Social Science & Medicine, 260, 113178. https://doi.org/10.1016/j.socscimed.2020.113178
Dennis, M., Baillon, S., Brugha, T., Lindesay, J., Stewart, R., & Meltzer, H. (2009). The influence of limitation in activity of daily living and physical health on suicidal ideation: Results from a population survey of Great Britain. Social Psychiatry and Psychiatric Epidemiology, 44(8), 608-613. https://doi.org/10.1007/s00127-008-0474-2
Dijkstra, E. W. (1959). A note on two problems in connexion with graphs. Numerische Mathematik, 1(1), 269-271. https://doi.org/10.1007/BF01386390
Dong, M., Zeng, L.-N., Li, L., Li, X.-H., Ungvari, G. S., Ng, C. H., Chow, I. H. I., Zhang, L., Zhou, Y., & Xiang, Y.-T. (2019). Prevalence of suicide attempt in individuals with major depressive disorder: A meta-analysis of observational surveys. Psychological Medicine, 49(10), 1691-1704. https://doi.org/10.1017/S0033291718002301
Eikelenboom, M., Aartjan Beekman, B. W., & Penninx, J. S. (2018). A 6-year longitudinal study of predictors for suicide attempts in major depressive disorder. Psychological Medicine, 49, 1-11. https://doi.org/10.1017/S0033291718001423
EpiCentro. (n.d.) Il fenomeno suicidario in Italia. Aspetti epidemiologici e fattori di rischio. Recuperato 3 Marzo 2023. https://www.epicentro.iss.it/mentale/giornata-suicidi-2020-fenomeno-suicidario-italia
Epskamp, S., Cramer, A. O. J., Waldorp, L. J., Schmittmann, V. D., & Borsboom, D. (2012). Qgraph: Network visualizations of relationships in psychometric data. Journal of Statistical Software, 48, 1-18. https://doi.org/10.18637/jss.v048.i04
Fruchterman, T. M. J., & Reingold, E. M. (1991). Graph drawing by force-directed placement. Software: Practice and Experience, 21(11), 1129-1164. https://doi.org/10.1002/spe.4380211102
Grendas, L. N., Rojas, S. M., Puppo, S., Vidjen, P., Portela, A., Chiapella, L., Rodante, D. E., & Daray, F. M. (2019). Interaction between prospective risk factors in the prediction of suicide risk. Journal of Affective Disorders, 258, 144-150. https://doi.org/10.1016/j.jad.2019.07.071
Guerrera, C. S., Platania, G. A., Varrasi, S., de Vivo, S., Pirrone, C., Vezzosi, V. F., Tascedda, F., Drago, F., di Nuovo, S., Blom, J. M., Castellano, S., & Caraci, F. (2023). New psychometric strategies for the evaluation of affective, cognitive and psychosocial functioning in unipolar versus bipolar depression: Impact of drug treatment. CNS & Neurological Disorders Drug Targets, 23, 262-270. https://doi.org/10.2174/1568007X04666230313091253
Gvion, Y., & Levi-Belz, Y. (2018). Serious suicide attempts: Systematic review of psychological risk factors. Frontiers in Psychiatry, 9, 56. https://doi.org/10.3389/fpsyt.2018.00056
Hamilton, M. (1960). A rating scale for depression. Journal of Neurology, Neurosurgery, and Psychiatry, 23, 56-62. https://doi.org/10.1136/jnnp.23.1.56
Han, B., Crosby, A. E., Ortega, L. V. A. G., Parks, S. E., Compton, W. M., & Gfroerer, J. (2016). Suicidal ideation, suicide attempt, and occupations among employed adults aged 18-64 years in the United States. Comprehensive Psychiatry, 66, 176-186. https://doi.org/10.1016/j.comppsych.2016.02.001
Haslbeck, J. M. B., & Waldorp, L. J. (2018). How well do network models predict observations? On the importance of predictability in network models. Behavior Research Methods, 50(2), 853-861. https://doi.org/10.3758/s13428-017-0910-x
Haslbeck, J. M. B., & Waldorp, L. J. (2020). Mgm: Estimating time-varying mixed graphical models in high-dimensional data. Journal of Statistical Software, 93, 1-46. https://doi.org/10.18637/jss.v093.i08
Hunt, M., Auriemma, J., & Cashaw, A. C. A. (2003). Self-report bias and underreporting of depression on the BDI-II. Journal of Personality Assessment, 80(1), 26-30. https://doi.org/10.1207/S15327752JPA8001_10
Iavarone, A., Ronga, B., Pellegrino, L., Loré, E., Vitaliano, S., Galeone, F., & Carlomagno, S. (2004). The frontal assessment battery (FAB): Normative data from an Italian sample and performances of patients with Alzheimer's disease and frontotemporal dementia. Functional Neurology, 19(3), 191-195.
Isometsä, E. (2014). Suicidal behaviour in mood disorders-Who, when, and why? Canadian Journal of Psychiatry. Revue Canadienne de Psychiatrie, 59(3), 120-130. https://doi.org/10.1177/070674371405900303
Jung, Y., & Jianhua, H. (2015). A K-fold averaging cross-validation procedure. Journal of Nonparametric Statistics, 27(2), 167-179. https://doi.org/10.1080/10485252.2015.1010532
Kim, S.-W., Park, I.-H., Kim, M., la Park, A., Jhon, M., Kim, J.-W., Kang, H.-J., Ryu, S., Lee, J.-Y., & Kim, J.-M. (2021). Risk and protective factors of depression in the general population during the COVID-19 epidemic in Korea. BMC Psychiatry, 21(1), 445. https://doi.org/10.1186/s12888-021-03449-y
Kleiman, E. M., & Liu, R. T. (2013). Social support as a protective factor in suicide: Findings from two nationally representative samples. Journal of Affective Disorders, 150(2), 540-545. https://doi.org/10.1016/j.jad.2013.01.033
Kokkevi, A., Rotsika, V., Arapaki, A., & Richardson, C. (2012). Adolescents' self-reported suicide attempts, self-harm thoughts and their correlates across 17 European countries. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 53(4), 381-389. https://doi.org/10.1111/j.1469-7610.2011.02457.x
May, A. M., & David Klonsky, E. (2016). What distinguishes suicide attempters from suicide ideators? A meta-analysis of potential factors. Clinical Psychology: Science and Practice, 23, 5-20. https://doi.org/10.1037/h0101735
McNally, R. J. (2016). Can network analysis transform psychopathology? Behaviour Research and Therapy, 86, 95-104. https://doi.org/10.1016/j.brat.2016.06.006
Miranda-Mendizabal, A., Castellví, P., Parés-Badell, O., Alayo, I., Almenara, J., Alonso, I., Blasco, M. J., Cebrià, A., Gabilondo, A., Gili, M., Lagares, C., Piqueras, J. A., Rodríguez-Jiménez, T., Rodríguez-Marín, J., Roca, M., Soto-Sanz, V., Vilagut, G., & Alonso, J. (2019). Gender differences in suicidal behavior in adolescents and young adults: Systematic review and meta-analysis of longitudinal studies. International Journal of Public Health, 64(2), 265-283. https://doi.org/10.1007/s00038-018-1196-1
Moitra, M., Santomauro, D., Degenhardt, L., Collins, P. Y., Whiteford, H., Vos, T., & Ferrari, A. (2021). Estimating the risk of suicide associated with mental disorders: A systematic review and meta-regression analysis. Journal of Psychiatric Research, 137, 242-249. https://doi.org/10.1016/j.jpsychires.2021.02.053
Monaco, M., Costa, A., Caltagirone, C., & Carlesimo, G. A. (2013). Forward and backward span for verbal and visuo-spatial data: Standardization and normative data from an Italian adult population. Neurological Sciences: Official Journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology, 34(5), 749-754. https://doi.org/10.1007/s10072-012-1130-x
Moreno, C., Stella, L., Valencia, L. F. F., García, O. E. P., & Lozada, C. M. M. (2021). Risk factors associated with suicide attempt as predictors of suicide, Colombia, 2016-2017. Revista Colombiana De Psiquiatria (English Ed.), S0034-7450(21), 70-76. https://doi.org/10.1016/j.rcp.2021.03.002
Odone, A., Landriscina, T., Amerio, A., & Costa, G. (2018). The impact of the current economic crisis on mental health in Italy: Evidence from two representative national surveys. European Journal of Public Health, 28(3), 490-495. https://doi.org/10.1093/eurpub/ckx220
Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks, 32(3), 245-251. https://doi.org/10.1016/j.socnet.2010.03.006
Oquendo, M. A., Bongiovi-Garcia, M. E., Galfalvy, H., Goldberg, P. H., Grunebaum, M. F., Burke, A. K., & John Mann, J. (2007). Sex differences in clinical predictors of suicidal acts after major depression: A prospective study. The American Journal of Psychiatry, 164(1), 134-141. https://doi.org/10.1176/ajp.2007.164.1.134
Orpana, H., Marczak, L., Abbasi, N., Suliankatchi, R., Abebe, Z., Niguse, H., Afarideh, M., Afshari, M., Ahmadi, A., Aichour, A., Aichour, I., Aichour, M., Akseer, N., Al-Raddadi, R., Alahdab, F., Alkerwi, A.'a., Allebeck, P., Guzmán, N. A., Anber, N., & Naghavi, M. (2019). Global, regional, and national burden of suicide mortality 1990 to 2016: Systemic analysis for the Global Burden of Disease Study 2016. British Medical Journal, 364.
Pawlak, J., Dmitrzak-Węglarz, M., Skibińska, M., Szczepankiewicz, A., Leszczyńska-Rodziewicz, A., Rajewska-Rager, A., Zaremba, D., Czerski, P., & Hauser, J. (2013). Suicide attempts and clinical risk factors in patients with bipolar and unipolar affective disorders. General Hospital Psychiatry, 35(4), 427-432. https://doi.org/10.1016/j.genhosppsych.2013.03.014
Pawlak, J. M., Miechowicz, I., Dmitrzak-Węglarz, M., Szczepankiewicz, A., Zaremba, D., Kapelski, P., Rajewska-Rager, A., Czerski, P., Skibińska, M., & Hauser, J. (2018). Are suicide risk factors gender specific? Psychiatria Polska, 52(1), 21-32. https://doi.org/10.12740/PP/78974
Platania, G. A., Guerrera, C. S., Sarti, P., Varrasi, S., Pirrone, C., Popovic, D., Ventimiglia, A., de Vivo, S., Cantarella, R. A., Tascedda, F., Drago, F., di Nuovo, S., Colliva, C., Caraci, F., Castellano, S., & Blom, J. M. C. (2023). Predictors of functional outcome in patients with major depression and bipolar disorder: A dynamic network approach to identify distinct patterns of interacting symptoms. PLoS ONE, 18(2), e0276822. https://doi.org/10.1371/journal.pone.0276822
Platania, G. A., Varrasi, S., Castellano, S., Godoś, J., Pirrone, C., Petralia, M., Cantarella, R., Tascedda, F., Guerrera, C., Buono, S., Caraci, F., & Blom, J. (2020). Biological and neuropsychological markers of cognitive dysfunction in unipolar vs bipolar depression: What evidence do we have? Life Span and Disability, 23, 239-281.
Pons, P., & Latapy, M. (2005). Computing Communities in Large Networks Using Random Walks. In T. Güngör, F. Gürgen, & C. Özturan (Eds.), Computer and information sciences-ISCIS 2005. Lecture Notes in Computer Science, a cura di pInar Yolum. (pp. 284-293). Springer. https://doi.org/10.1007/11569596_31
Ricci, M., Ruggeri, M., Gnisci, C., Pizzoni, L., Gerace, C., & Blundo, C. (2022). Improving amnesia diagnostic accuracy with RAVLT single scores and composite indices: Italian normative data. Archives of Clinical Neuropsychology: The Official Journal of the National Academy of Neuropsychologists, 37(8), 1749-1764. https://doi.org/10.1093/arclin/acac055
Rosa, A. R., Sánchez-Moreno, J., Martínez-Aran, A., Salamero, M., Torrent, C., Reinares, M., Comes, M., Colom, F., van Riel, W., Ayuso-Mateos, J. L., Kapczinski, F., & Vieta, E. (2007). Validity and reliability of the Functioning Assessment Short Test (FAST) in bipolar disorder. Clinical Practice and Epidemiology in Mental Health: CP & EMH, 3, 5. https://doi.org/10.1186/1745-0179-3-5
Roudsari, M. S., Nedjat, S., Foroughan, M., Shahboulaghi, F. M., Rashedi, V., Haghi, M., Chehrehnegar, N., & Mansouri, T. (2018). Protective psychosocial factors of geriatric depression in community dwelling older adults: A review article. Iranian Journal of Psychiatry and Behavioral Sciences, 12(2). https://doi.org/10.5812/ijpbs.10652
Rush, A. J., Giles, D. E., Schlesser, M. A., Fulton, C. L., Weissenburger, J., & Burns, C. (1986). The inventory for depressive symptomatology (IDS): Preliminary findings. Psychiatry Research, 18(1), 65-87. https://doi.org/10.1016/0165-1781(86)90060-0
Santangelo, G., Siciliano, M., Pedone, R., Vitale, C., Falco, F., Bisogno, R., Siano, P., Barone, P., Grossi, D., Santangelo, F., & Trojano, L. (2015). Normative data for the Montreal cognitive assessment in an Italian population sample. Neurological Sciences: Official Journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology, 36(4), 585-591. https://doi.org/10.1007/s10072-014-1995-y
Scarponi, D., Sarti, P., Rivi, V., Colliva, C., Marconi, E., Pession, A., & Blom, J. M. C. (2023). Emotional, behavioral, and physical health consequences in caregivers of children with cancer: A network analysis differentiation in mothers' and fathers' reactivity. Cancers, 15(13), 3496. https://doi.org/10.3390/cancers15133496
Sher, L. (2019). Resilience as a focus of suicide research and prevention. Acta Psychiatrica Scandinavica, 140(2), 169-180. https://doi.org/10.1111/acps.13059
Sokero, T. P., Melartin, T. K., Rytsälä, H. J., Leskelä, U. S., Lestelä-Mielonen, P. S., & Isometsä, E. T. (2003). Suicidal ideation and attempts among psychiatric patients with major depressive disorder. The Journal of Clinical Psychiatry, 64(9), 1094-1100. https://doi.org/10.4088/jcp.v64n0916
Turecki, G., & Brent, D. A. (2016). Suicide and suicidal behaviour. Lancet (London, England), 387(10024), 1227-1239. https://doi.org/10.1016/S0140-6736(15)00234-2
Versteeg, M., & Kappe, R. (2021). Resilience and higher education support as protective factors for student academic stress and depression during Covid-19 in the Netherlands. Frontiers in Public Health, 9, 737223. https://doi.org/10.3389/fpubh.2021.737223
Walsh, C. G., Ribeiro, J. D., & Franklin, J. C. (2017). Predicting risk of suicide attempts over time through machine learning. Clinical Psychological Science, 5(3), 457-469. https://doi.org/10.1177/2167702617691560
Yoshimasu, K., Kiyohara, C., Miyashita, K., & Stress Research Group of the Japanese Society for Hygiene. (2008). Suicidal risk factors and completed suicide: Meta-analyses based on psychological autopsy studies. Environmental Health and Preventive Medicine, 13(5), 243-256. https://doi.org/10.1007/s12199-008-0037-x
Zalar, B., Plesničar, B. K., Zalar, I., & Mertik, M. (2018). Suicide and suicide attempt descriptors by multimethod approach. Psychiatria Danubina, 30(3), 317-322. https://doi.org/10.24869/psyd.2018.317