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Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data

OBJECTIVES: According to previous findings, stressful life events (SLEs) and their subtypes are associated with depressive symptoms. However, few studies have explored potential models for these events and incidental symptoms of depression. METHODS: Participants (3,966 men; 5,709 women) were recruit...

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Autores principales: Kim, Hyun Joo, Jeon, Ye Jin, Kim, Hyeon Chang, Jin, Ick Hoon, Jung, Sun Jae
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Society of Epidemiology 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10185968/
https://www.ncbi.nlm.nih.gov/pubmed/36317403
http://dx.doi.org/10.4178/epih.e2022093
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author Kim, Hyun Joo
Jeon, Ye Jin
Kim, Hyeon Chang
Jin, Ick Hoon
Jung, Sun Jae
author_facet Kim, Hyun Joo
Jeon, Ye Jin
Kim, Hyeon Chang
Jin, Ick Hoon
Jung, Sun Jae
author_sort Kim, Hyun Joo
collection PubMed
description OBJECTIVES: According to previous findings, stressful life events (SLEs) and their subtypes are associated with depressive symptoms. However, few studies have explored potential models for these events and incidental symptoms of depression. METHODS: Participants (3,966 men; 5,709 women) were recruited from the Cardiovascular and Metabolic Diseases Etiology Research Center cohort. SLEs were measured using a 47-item Life Experiences Survey (LES) with a standardized protocol. Depressive symptoms were assessed using the Beck Depression Inventory-II (BDI-II). Joint latent space item response models were applied by gender and age group (<50 vs. ≥50 years old). RESULTS: Among the LES items, death or illness of close relatives, legal problems, sexual difficulties, family relationships, and social relationships shared latent positions with major depressive symptoms regardless of gender or age. We also observed a gender-specific domain: occupational and family-related items. CONCLUSIONS: By projecting LES and BDI-II data onto the same interaction map for each subgroup, we could specify the associations between specific LES items and depressive symptoms.
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spelling pubmed-101859682023-05-17 Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data Kim, Hyun Joo Jeon, Ye Jin Kim, Hyeon Chang Jin, Ick Hoon Jung, Sun Jae Epidemiol Health Original Article OBJECTIVES: According to previous findings, stressful life events (SLEs) and their subtypes are associated with depressive symptoms. However, few studies have explored potential models for these events and incidental symptoms of depression. METHODS: Participants (3,966 men; 5,709 women) were recruited from the Cardiovascular and Metabolic Diseases Etiology Research Center cohort. SLEs were measured using a 47-item Life Experiences Survey (LES) with a standardized protocol. Depressive symptoms were assessed using the Beck Depression Inventory-II (BDI-II). Joint latent space item response models were applied by gender and age group (<50 vs. ≥50 years old). RESULTS: Among the LES items, death or illness of close relatives, legal problems, sexual difficulties, family relationships, and social relationships shared latent positions with major depressive symptoms regardless of gender or age. We also observed a gender-specific domain: occupational and family-related items. CONCLUSIONS: By projecting LES and BDI-II data onto the same interaction map for each subgroup, we could specify the associations between specific LES items and depressive symptoms. Korean Society of Epidemiology 2022-10-24 /pmc/articles/PMC10185968/ /pubmed/36317403 http://dx.doi.org/10.4178/epih.e2022093 Text en © 2022, Korean Society of Epidemiology https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Kim, Hyun Joo
Jeon, Ye Jin
Kim, Hyeon Chang
Jin, Ick Hoon
Jung, Sun Jae
Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title_full Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title_fullStr Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title_full_unstemmed Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title_short Application of a joint latent space item response model to clustering stressful life events and the Beck Depression Inventory-II: results from Korean epidemiological survey data
title_sort application of a joint latent space item response model to clustering stressful life events and the beck depression inventory-ii: results from korean epidemiological survey data
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10185968/
https://www.ncbi.nlm.nih.gov/pubmed/36317403
http://dx.doi.org/10.4178/epih.e2022093
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