Article: Decoding Suicide Decedent Profiles and Signs of Suicidal Intent Using Latent Class Analysis

TitleDecoding Suicide Decedent Profiles and Signs of Suicidal Intent Using Latent Class Analysis
Authors
Issue Date20-Mar-2024
PublisherAmerican Medical Association
Citation
JAMA Psychiatry, 2024, v. 81, n. 6, p. 595-605 How to Cite?
Abstract

Importance: Suicide rates in the US increased by 35.6% from 2001 to 2021. Given that most individuals die on their first attempt, earlier detection and intervention are crucial. Understanding modifiable risk factors is key to effective prevention strategies. Objective: To identify distinct suicide profiles or classes, associated signs of suicidal intent, and patterns of modifiable risks for targeted prevention efforts. Design, Setting, and Participants: This cross-sectional study used data from the 2003-2020 National Violent Death Reporting System Restricted Access Database for 306800 suicide decedents. Statistical analysis was performed from July 2022 to June 2023. Exposures: Suicide decedent profiles were determined using latent class analyses of available data on suicide circumstances, toxicology, and methods. Main Outcomes and Measures: Disclosure of recent intent, suicide note presence, and known psychotropic usage. Results: Among 306800 suicide decedents (mean [SD] age, 46.3 [18.4] years; 239627 males [78.1%] and 67108 females [21.9%]), 5 profiles or classes were identified. The largest class, class 4 (97175 [31.7%]), predominantly faced physical health challenges, followed by polysubstance problems in class 5 (58803 [19.2%]), and crisis, alcohol-related, and intimate partner problems in class 3 (55367 [18.0%]), mental health problems (class 2, 53928 [17.6%]), and comorbid mental health and substance use disorders (class 1, 41527 [13.5%]). Class 4 had the lowest rates of disclosing suicidal intent (13952 [14.4%]) and leaving a suicide note (24351 [25.1%]). Adjusting for covariates, compared with class 1, class 4 had the highest odds of not disclosing suicide intent (odds ratio [OR], 2.58; 95% CI, 2.51-2.66) and not leaving a suicide note (OR, 1.45; 95% CI, 1.41-1.49). Class 4 also had the lowest rates of all known psychiatric illnesses and psychotropic medications among all suicide profiles. Class 4 had more older adults (23794 were aged 55-70 years [24.5%]; 20100 aged ≥71 years [20.7%]), veterans (22220 [22.9%]), widows (8633 [8.9%]), individuals with less than high school education (15690 [16.1%]), and rural residents (23966 [24.7%]). Conclusions and Relevance: This study identified 5 distinct suicide profiles, highlighting a need for tailored prevention strategies. Improving the detection and treatment of coexisting mental health conditions, substance and alcohol use disorders, and physical illnesses is paramount. The implementation of means restriction strategies plays a vital role in reducing suicide risks across most of the profiles, reinforcing the need for a multifaceted approach to suicide prevention.


Persistent Identifierhttp://hdl.handle.net/10722/348421
ISSN
2023 Impact Factor: 22.5
2023 SCImago Journal Rankings: 6.241

 

DC FieldValueLanguage
dc.contributor.authorXiao, Yunyu-
dc.contributor.authorBi, Kaiwen-
dc.contributor.authorYip, Paul Siu Fai-
dc.contributor.authorCerel, Julie-
dc.contributor.authorBrown, Timothy T-
dc.contributor.authorPeng, Yifan-
dc.contributor.authorPathak, Jyotishman-
dc.contributor.authorMann, J John-
dc.date.accessioned2024-10-09T00:31:24Z-
dc.date.available2024-10-09T00:31:24Z-
dc.date.issued2024-03-20-
dc.identifier.citationJAMA Psychiatry, 2024, v. 81, n. 6, p. 595-605-
dc.identifier.issn2168-622X-
dc.identifier.urihttp://hdl.handle.net/10722/348421-
dc.description.abstract<p>Importance: Suicide rates in the US increased by 35.6% from 2001 to 2021. Given that most individuals die on their first attempt, earlier detection and intervention are crucial. Understanding modifiable risk factors is key to effective prevention strategies. Objective: To identify distinct suicide profiles or classes, associated signs of suicidal intent, and patterns of modifiable risks for targeted prevention efforts. Design, Setting, and Participants: This cross-sectional study used data from the 2003-2020 National Violent Death Reporting System Restricted Access Database for 306800 suicide decedents. Statistical analysis was performed from July 2022 to June 2023. Exposures: Suicide decedent profiles were determined using latent class analyses of available data on suicide circumstances, toxicology, and methods. Main Outcomes and Measures: Disclosure of recent intent, suicide note presence, and known psychotropic usage. Results: Among 306800 suicide decedents (mean [SD] age, 46.3 [18.4] years; 239627 males [78.1%] and 67108 females [21.9%]), 5 profiles or classes were identified. The largest class, class 4 (97175 [31.7%]), predominantly faced physical health challenges, followed by polysubstance problems in class 5 (58803 [19.2%]), and crisis, alcohol-related, and intimate partner problems in class 3 (55367 [18.0%]), mental health problems (class 2, 53928 [17.6%]), and comorbid mental health and substance use disorders (class 1, 41527 [13.5%]). Class 4 had the lowest rates of disclosing suicidal intent (13952 [14.4%]) and leaving a suicide note (24351 [25.1%]). Adjusting for covariates, compared with class 1, class 4 had the highest odds of not disclosing suicide intent (odds ratio [OR], 2.58; 95% CI, 2.51-2.66) and not leaving a suicide note (OR, 1.45; 95% CI, 1.41-1.49). Class 4 also had the lowest rates of all known psychiatric illnesses and psychotropic medications among all suicide profiles. Class 4 had more older adults (23794 were aged 55-70 years [24.5%]; 20100 aged ≥71 years [20.7%]), veterans (22220 [22.9%]), widows (8633 [8.9%]), individuals with less than high school education (15690 [16.1%]), and rural residents (23966 [24.7%]). Conclusions and Relevance: This study identified 5 distinct suicide profiles, highlighting a need for tailored prevention strategies. Improving the detection and treatment of coexisting mental health conditions, substance and alcohol use disorders, and physical illnesses is paramount. The implementation of means restriction strategies plays a vital role in reducing suicide risks across most of the profiles, reinforcing the need for a multifaceted approach to suicide prevention.</p>-
dc.languageeng-
dc.publisherAmerican Medical Association-
dc.relation.ispartofJAMA Psychiatry-
dc.rightsThis work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.-
dc.titleDecoding Suicide Decedent Profiles and Signs of Suicidal Intent Using Latent Class Analysis-
dc.typeArticle-
dc.description.naturepublished_or_final_version-
dc.identifier.doi10.1001/jamapsychiatry.2024.0171-
dc.identifier.pmid38506817-
dc.identifier.scopuseid_2-s2.0-85190288010-
dc.identifier.volume81-
dc.identifier.issue6-
dc.identifier.spage595-
dc.identifier.epage605-
dc.identifier.eissn2168-6238-
dc.identifier.issnl2168-622X-

Export via OAI-PMH Interface in XML Formats


OR


Export to Other Non-XML Formats