Clustering Suicide Attempters: Impulsive-Ambivalent, Well-Planned, or Frequent
Abstract
BACKGROUND: Attempts to predict suicidal behavior within high-risk populations have so far shown insufficient accuracy. Although several psychosocial and clinical features have been consistently associated with suicide attempts, investigations of latent structure in well-characterized populations of suicide attempters are lacking. METHODS: We analyzed a sample of 1,009 hospitalized suicide attempters that were recruited between 1999 and 2012. Eleven clinically relevant items related to the characteristics of suicidal behavior were submitted to a Hierarchical Ascendant Classification. Phenotypic profiles were compared between the resulting clusters. A decisional tree was constructed to facilitate the differentiation of individuals classified within the first 2 clusters. RESULTS: Most individuals were included in a cluster characterized by less lethal means and planning ("impulse-ambivalent"). A second cluster featured more carefully planned attempts ("well-planned"), more alcohol or drug use before the attempt, and more precautions to avoid interruptions. Finally, a small, third cluster included individuals reporting more attempts ("frequent"), more often serious or violent attempts, and an earlier age at first attempt. Differences across clusters by demographic and clinical characteristics were also found, particularly with the third cluster whose participants had experienced high levels of childhood abuse. CONCLUSIONS: Cluster analysis consistently supported 3 distinct clusters of individuals with specific features in their suicidal behaviors and phenotypic profiles that could help clinicians to better focus prevention strategies.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Frequent hospitalizations, past suicide attempts, social isolation, and personality problems are recurring findings in suicidal individuals.
“These are recurring findings in suicidal individuals.22”
From “Nothing Hurts Less Than Being Dead”: Psychological Pain in Case Descriptions of Psychiatric Euthanasia and Assisted Suicide from the Netherlands: « Rien ne fait moins mal qu’être mort »: La douleur psychologique dans les descriptions de cas d’euthanasie et de suicide assisté psychiatrique aux Pays-Bas (2020) · cites this paper as [22]
Cites
Classification and Regression Trees.
Ryzin, J. V., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1986) · Journal of the American Statistical Association · doi:10.2307/2288003 · Cited by 21,028 · see citing works
Silverman, M. M., Berman, A. L., Sanddal, N. D., O'Carroll, P. W., & Joiner, T. E. (2007) · Suicide and Life-Threatening Behavior · doi:10.1521/suli.2007.37.3.248 · Cited by 593 · see citing works
Violent and Serious Suicide Attempters
Giner, L., Jaussent, I., Olié, É., Béziat, S., Guillaume, S., Baca‐García, E., López‐Castromán, J., & Courtet, P. (2014) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.13m08524 · Cited by 84 · see citing works
Self-citationReducing the Burden of Suicide in the U.S.
Claassen, C. A., Pearson, J. L., Khodyakov, D., Satow, P. M., Gebbia, R., Berman, A. L., Reidenberg, D. J., Feldman, S. D., Molock, S. D., Carras, M. C., et al. (2014) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2014.01.004 · Cited by 59 · see citing works
Suicide Attempts and Family History of Suicide in Three Psychiatric Populations
Trémeau, F., Staner, L., Duval, F., Corrêa, H., Crocq, M., Darreye, A., Czobor, P., Dessoubrais, C., & Macher, J. P. (2005) · Suicide and Life-Threatening Behavior · doi:10.1521/suli.2005.35.6.702 · Cited by 43 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Machine learning and natural language processing in mental health: systematic review
Le Glaz, A., Haralambous, Y., Kim-Dufor, D.-H., Lenca, P., Billot, R., Ryan, T. C., Marsh, J., DeVylder, J., Walter, M., Berrouiguet, S., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/15708 · Cited by 576 · see citing works
“From a mental health perspective, the prevention of suicidal risk has recently been substantially studied [23-26].”
Treatment-resistant depression and suicidality
Bergfeld, I. O., Mantione, M., Figee, M., Schuurman, P. R., Lok, A., & Denys, D. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.04.016 · Cited by 256 · see citing works
Fabiano, N., Gupta, A., Fiedorowicz, J. G., Firth, J., Stubbs, B., Vancampfort, D., Schuch, F. B., Carr, L. J., & Solmi, M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.02.071 · Cited by 71 · see citing works
Dexamethasone suppression test May predict more severe/violent suicidal behavior
Alacreu-Crespo, A., Olié, E., Guillaume, S., Girod, C., Cazals, A., Chaudieu, I., & Courtet, P. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00097 · Cited by 68 · see citing works
Self-citationSuicidal subtypes, stress responsivity and impulsive aggression
Stanley, B., Michel, C. A., Galfalvy, H. C., Keilp, J. G., Rizk, M. M., Richardson-Vejlgaard, R., Oquendo, M. A., & Mann, J. J. (2019) · Psychiatry Research · doi:10.1016/j.psychres.2019.112486 · Cited by 54 · see citing works
Pathways to Late-Life Suicidal Behavior
Szántó, K., Galfalvy, H., Vanyukov, P. M., Keilp, J. G., & Dombrovski, A. Y. (2018) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.17m11611 · Cited by 54 · see citing works
Orum, M. H., Kara, M. Z., & Egilmez, O. B. (2018) · Journal of Immunoassay and Immunochemistry · doi:10.1080/15321819.2018.1529682 · Cited by 46 · see citing works
Fabiano, N., Gupta, A. A., Wong, S., Tran, J., Mohammad, I., Bal, S., Fiedorowicz, J. G., Firth, J., Stubbs, B., Vancampfort, D., et al. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105547 · Cited by 33 · see citing works
Icick, R., Melle, I. S., Étain, B., Ringen, P. A., Aminoff, S. R., Leboyer, M., Aas, M., Henry, C., Bjella, T. D., Andreassen, O. A., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.05.075 · Cited by 29 · see citing works
Kim, H., Kim, B., Kim, S. H., Park, C. H. K., Kim, E. Y., & Ahn, Y. M. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.04.001 · Cited by 28 · see citing works
Ducasse, D., Jaussent, I., Guillaume, S., Azorin, J., Bellivier, F., Belzeaux-R, R., Bougerol, T., Étain, B., Gard, S., Henry, C., et al. (2017) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.12710 · Cited by 28 · see citing works
Self-citationIcick, R., Vorspan, F., Karsinti, E., Ksouda, K., Lépine, J., Brousse, G., Mouly, S. J., Bellivier, F., & Bloch, V. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.08.076 · Cited by 16 · see citing works
Icick, R., Bloch, V., Prince, N., Karsinti, E., Lépine, J., Laplanche, J., Mouly, S. J., Cynthia Marie-claire, A., Brousse, G., Bellivier, F., et al. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01200-5 · Cited by 14 · see citing works
Lengvenyte, A., Strumila, R., Courtet, P., Kim, S. Y. H., & Olié, E. (2020) · The Canadian Journal of Psychiatry · doi:10.1177/0706743720931237 · Cited by 13 · see citing works
Self-citationWhy We Should Worry About “13 Reasons Why”
Quinn, S. M., & Ford, C. A. (2018) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2018.09.009 · Cited by 11 · see citing works
Gromatsky, M. A., Edwards, E. R., Sullivan, S. R., van Lissa, C. V., Lane, R., Spears, A., Mitchell, E. L., Armey, M., Cáceda, R., & Goodman, M. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.02.016 · Cited by 10 · see citing works
Childhood Trauma and the Severity of past Suicide Attempts in Outpatients with Cocaine use Disorders
Icick, R., Karsinti, E., Brousse, G., Chrétienneau, C., Trabut, J., Belforte, B., Coeuru, P., Moisan, D., Deschenau, A., Cottencin, O., et al. (2021) · Substance Abuse · doi:10.1080/08897077.2021.1975875 · Cited by 10 · see citing works
About the practice of psychiatric euthanasia: a commentary
Lopez-Castroman, J. (2017) · BMC Medicine · doi:10.1186/s12916-017-0896-3 · Cited by 9 · see citing works
Gramaglia, C. M., Martelli, M. I., Scotti, L., Bestagini, L., Gambaro, E., Romero, M., & Zeppegno, P. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2021.732284 · Cited by 9 · see citing works
Reid, H. E., Edge, D., Pratt, D., & Wittkowski, A. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05537-1 · Cited by 8 · see citing works
Lengvenytė, A., Sundaresh, A., Strumila, R., Boukouaci, W., Wu, C., Sugunasabesan, S., Guillaume, S., Sénèque, M., Leboyer, M., Olié, É., et al. (2022) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2022.110617 · Cited by 7 · see citing works
Self-citationDeath Ambivalence and Treatment Seeking: Suicidality in Opiate Addiction
Conroy, S. C., & Bjork, J. M. (2018) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-018-0152-2 · Cited by 7 · see citing works
Wong, A., Lai, C. C. S., Shum, A. K. Y., & Yip, P. S. F. (2022) · BMC Public Health · doi:10.1186/s12889-022-12983-7 · Cited by 6 · see citing works
Proposition of Two Subtypes of Patients at Risk of Suicide: Pain Hypersensitive Vs. Dissociative
Bianco, F., Courtet, P., Olié, É., López‐Castromán, J., Madeddu, F., & Calati, R. (2025) · Current Psychiatry Reports · doi:10.1007/s11920-025-01600-0 · Cited by 5 · see citing works
Self-citationCivardi, S. C., Besana, F., Miacca, G. C., Mazzoni, F., Arienti, V., Politi, P., Brondino, N., & Olivola, M. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1371139 · Cited by 7 · see citing works
Suicide Typologies in the United States Air Force: A Hierarchical Cluster Analysis
Martin, J. S., Novak, L. A., Perera, K. U., Olsen, C. H., Kindt, M. T., LaCroix, J. M., Bennion, L. D., Lee‐Tauler, S. Y., & Ghahramanlou‐Holloway, M. (2019) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.12553 · Cited by 5 · see citing works
Clustering suicides: A data-driven, exploratory machine learning approach
Ludwig, B., König, D., Kapusta, N. D., Blüml, V., Dorffner, G., & Vyssoki, B. (2019) · European Psychiatry · doi:10.1016/j.eurpsy.2019.08.009 · Cited by 5 · see citing works
Tull, M. T., DeMoss, Z. T., Anestis, M. D., Lavender, J. M., McDermott, M. J., & Gratz, K. L. (2022) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.12905 · Cited by 4 · see citing works
Serum Fatty Acid Latent Classes Are Associated With Suicide in a Large Military Personnel Sample
Ryan, A. T., Postolache, T. T., Taub, D. D., Wilcox, H. C., Ghahramanlou‐Holloway, M., Umhau, J. C., & Deuster, P. A. (2021) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.20m13275 · Cited by 3 · see citing works
Beaton, M., Gratch, I., & Christine, B. W. (2023) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.13002 · Cited by 3 · see citing works
Lannoy, S., Ohlsson, H., Kendler, K. S., Stephenson, M. E., Sundquist, J., Sundquist, K., & Edwards, A. C. (2023) · Addiction · doi:10.1111/add.16351 · Cited by 3 · see citing works
A Clinical Perspective on Big Data in Mental Health
Torous, J. B., Namiri, N. K., & Keshavan, M. S. (2019) · Springer eBooks · doi:10.1007/978-3-030-03553-2_3 · Cited by 3 · see citing works
Forte, A., Orri, M., Golay, P., Armando, M., Costanza, A., Saillant, S., & Michaud, L. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.12.080 · Cited by 2 · see citing works
How to Deal with Personality in Suicidal Behavior?
López‐Castromán, J., & Blasco-Fontecilla, H. (2016) · Springer eBooks · doi:10.1007/978-3-319-26282-6_17 · Cited by 1 · see citing works
Safety Issues in a General Medical Facility Setting
Ong, S. H., & Marimuttu, V. J. (2018) · Springer eBooks · doi:10.1007/978-3-319-89488-1_5
Icick, R., Bellivier, F., & Vorspan, F. (2018) · French Journal of Psychiatry · doi:10.1016/s2590-2415(19)30071-6
Typology of Self-injurious Behaviors Admitted to a Tertiary Care Hospital
Jayan, A. P., Sumesh, T. P., Albert, D., Pillai, N. R., & Karunakaran, V. (2025) · Indian Journal of Psychological Medicine · doi:10.1177/02537176251346895
Quand l’adversité précoce et les événements de vie mènent aux conduites suicidaires
Pastre, M., & López‐Castromán, J. (2025) · Elsevier eBooks · doi:10.1016/b978-2-294-78794-2.00004-x
- Authors
- Lopez-Castroman, J., Nogue, E., Guillaume, S., Picot, M. C., & Courtet, P.
- Affiliations
- Inserm (FR)
- Venue
- The Journal of Clinical Psychiatry
- Publisher
- Physicians Postgraduate Press, Inc
- Published
- 2016-03-29
- Volume
- 77
- Issue
- 06
- Pages
- e711-e718
- ISSN
- 0160-6689 (ISSN-L)
- OpenAlex
- W2320394680
- Cited by
- 38
- References
- 5
- Citations by year
- 2025: 3 · 2024: 4 · 2023: 3 · 2022: 5 · 2021: 3 · 2020: 3 · 2019: 5 · 2018: 9 · 2017: 2 · 2016: 1
- FWCI
- 7.59
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Journal of Clinical Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- HAL (submittedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Suicide and Self-Harm Studies
- Social Sciences › Sociology and Political Science › Homicide, Infanticide, and Child Abuse
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Opioid Use Disorder Treatment
- Keywords
- suicide attempts, suicide attempters, suicide planning, impulsivity, childhood abuse, alcohol and drug use, repeated suicide attempts, violent suicide attempts, suicide prevention, hospitalized patients
- MeSH terms
- Adult, Decision Trees, Female, Humans, Impulsive Behavior, Life Change Events, Male, Middle Aged, Personality Assessment, Psychometrics, Surveys and Questionnaires, Risk Factors, Suicide, Attempted, Cohort Studies, Cluster Analysis, Risk Assessment, Suicidal Ideation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review