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Latent Class Analysis in Depression, Including Clinical and Functional Variables: Evidence of a Complex Depressive Subtype in Primary Care in Chile
Author(s) -
Verónica Vitriol,
Alfredo Cancino,
Carlos Serrano,
Soledad Ballesteros,
Marcela Ormazábal,
Marcelo LeivaBianchi,
Carolina Martínez Salgado,
Cristian Cáceres,
Soledad Potthoff,
Francisca Orellana,
Andrea Asenjo
Publication year - 2021
Publication title -
depression research and treatment
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.738
H-Index - 27
eISSN - 2090-133X
pISSN - 2090-1321
DOI - 10.1155/2021/6629403
Subject(s) - latent class model , medicine , depression (economics) , multinomial logistic regression , psychiatry , clinical psychology , interpersonal communication , rating scale , social class , major depressive disorder , psychology , developmental psychology , cognition , social psychology , statistics , mathematics , machine learning , computer science , political science , law , economics , macroeconomics
Objective To establish differentiated depressive subtypes using a latent class analysis (LCA), including clinical and functional indicators in a sample of depressed patients consulted in Chilean Primary Health Care.Methods A LCA was performed on a sample of 297 depressed patients consulted in Chilean PHC. The Mini International Neuropsychiatric Interview, the Hamilton Depression Rating Scale, the Outcome Questionnaire -social role, and interpersonal subscales were as instruments. A regression analysis of the different subtypes with sociodemographic and adverse life experiences was performed.Results In a sample characterized by 87.5% of women, two, three, and four latent class models were obtained. The three-class model likely represents the best clinical implications. In this model, the classes were labeled: “complex depression” (CD) (58% of the sample), “recurrent depression” (RD) (34%), and “single depression episode” (SD) (8%). Members of CD showed a higher probability of history of suicide attempts, interpersonal, and social dysfunction. Psychiatric comorbidities differentiated the RD from SD. According to a multinomial regression model, childhood trauma experiences, recent stressful life experiences, and intimate partner violence events were associated with the CD class ( p < 0.01). Limitations . The vast majority of participants were females from Chile and the sample studied was not random. So, the results may not necessarily represent outpatient clinics.Conclusions This study can provide additional evidence that depression, specifically in female gender, could be better understood as a complex heterogeneous disorder when clinical and functional indicators are studied. Furthermore, adverse life experiences starting in childhood could lead to a differentiated complex depressive subtype.

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