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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
Hyun Joo Kim, Ye Jin Jeon, Hyeon Chang Kim, Ick Hoon Jin, Sun Jae Jung
Epidemiol Health. 2022;44:e2022093.   Published online October 24, 2022
DOI: https://doi.org/10.4178/epih.e2022093
  • 4,800 View
  • 85 Download
  • 1 Web of Science
  • 1 Crossref
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
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.
Summary
Korean summary
- 본 연구는 성별, 연령에 따른 생활스트레스 항목과 Beck Depression Inventory-II (BDI-II) 로 측정한 우울증상 사이의 연관성을 Joint Latent space item response model (LSIRM) 방법을 사용하여 탐색하고자 하였다. - 한국 성인 인구집단 (3,966 남성; 5,709 여성)을 대상으로 연구를 수행한 결과, 생활스트레스 항목 중 가족 혹은 가까운 주변인의 죽음 혹은 질환, 법적인 문제, 성적 어려움, 가족 혹은 사회적 관계는 성별, 연령에 무관하게 우울 증상과 연관성이 있었으며, 직업, 일부 가족 관련 항목에서 성별 특이적인 연관성을 관찰하였다.
Key Message
- In this study, we used a joint latent space item response model (LSIRM) to project stressful life events and depressive symptoms as measured by the Beck Depression Inventory-II (BDI-II) onto an interaction map, which represents the interaction of BDI-II items and underlying traits with each SLE, while accounting for heterogeneity by sex and age group. - Among the LES items, death/illness of close relatives, legal problems, sexual difficulties, family relationships, and social relationships shared latent positions with major depressive symptoms regardless of sex or age group. But, in occupational and family-related items, sex-specific associations were observed.

Citations

Citations to this article as recorded by  
  • Efficacy and safety of traditional Chinese medicine nursing intervention in postoperative patients after gastrectomy
    Lizhi Fan, Ying He, Yufeng Li, Xinxin Li, Dan Liu, Rui Wang
    Oncology Letters.2023;[Epub]     CrossRef
Physical and mental health characteristics related to trust in and intention to receive COVID-19 vaccination: results from a Korean community-based longitudinal study
Ye Jin Jeon, Youngrong Lee, Ji Su Yang, Young Su Park, Sun Jae Jung
Epidemiol Health. 2022;44:e2022064.   Published online August 3, 2022
DOI: https://doi.org/10.4178/epih.e2022064
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  • 134 Download
  • 1 Web of Science
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
OBJECTIVES
The aim of this study was to explore factors affecting attitudes toward coronavirus disease 2019 (COVID-19) vaccination, including socio-demographic characteristics and mental health status during the pandemic.
METHODS
This study analyzed responses from 1,768 participants who were originally included in a community cohort study and responded to 3 online surveys related to COVID-19 (March 2020 to March 2021). The k-means method was used to cluster trust in and intention to receive COVID-19 vaccination. Baseline (2013-2018) socio-demographic characteristics, physical health status, and depressive symptoms were analyzed as exposure variables, and current mental health status was included in the analyses.
RESULTS
Almost half of all participants were classified into the moderate trust and high intention cluster (n=838, 47.4%); those with high trust and high intention accounted only for 16.9%. They tended to be older, had high-income levels, and engaged in regular physical activity at baseline (p<0.05), and their sleep quality and psychological resilience were relatively high compared to other groups.
CONCLUSIONS
Our results suggest that more efforts are required to enhance the perceived need for and trust in COVID-19 vaccination.
Summary
Korean summary
•본 연구는 코로나19 관련 온라인, 모바일 설문조사에 응답한 1,768명을 대상으로 코로나19 유행 동안의 정신건강 상태와 백신 접종에 대한 태도 (백신에 대한 믿음, 백신에 대한 접종 의사) 사이의 관련성을 파악하고자 하였다. •연구결과 우울, 불안, 외로움, 회복탄력성 등과 같은 정신건강 상태가 나쁜 사람은 백신에 대한 접종 의사가 높을 오즈가 그렇지 않은 사람에 비해 높았으며, 이는 통계적으로 유의하였다.
Key Message
In this community-based study including 1,768 participants who responded online survey related to COVID-19, we investigate the relationship between mental health during the pandemic and attitude toward COVID-19 vaccine (trust and intention). Each of the mental symptoms, including depression, anxiety, and loneliness, was significantly associated with higher intention to COVID-19 vaccine. Our results suggest that more efforts are required to enhance the perceived need for and trust in COVID-19 vaccination.
Association between dietary and suicidal behaviors in adolescents in Korea based on the Youth Risk Behavior Survey (2015-2020)
Youngrong Lee, Ye Jin Jeon, Jee-Seon Shim, Sun Jae Jung
Epidemiol Health. 2022;44:e2022033.   Published online March 12, 2022
DOI: https://doi.org/10.4178/epih.e2022033
  • 11,798 View
  • 402 Download
  • 2 Web of Science
  • 2 Crossref
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
OBJECTIVES
This study explored the association between dietary and suicidal behaviors of Korean adolescents and investigated differences in this association in children of immigrant parents.
METHODS
The sample (n=368,138) was collected from the Korea Youth Risk Behavior Survey from 2015 to 2020. Participants who agreed to provide family information (n=313,689) were classified according to their parents’ nationality. The study variables were 11 self-reported dietary behaviors, and their composite dietary behaviors (i.e., nutrient deprivation and unhealthy food consumption) that resulted from principal component analysis. The association between study variables and suicide-related outcomes (i.e., suicidal ideation, suicide planning, and suicide attempts) was analyzed by multiple logistic regression with adjustment for covariates. Adjusted odds ratios (aORs) and 95% confidence intervals (CIs) were calculated.
RESULTS
Participants who skipped key meals and foods were more likely to have attemped suicide (aOR [95% CI]: skipping breakfast ≥5 days/wk, 1.28 [1.21 to 1.35]; consuming fruits <1 times/wk: 1.42 [1.32 to 1.52]; consuming vegetables <1 times/wk: 1.72 [1.53 to 1.93]; consuming milk <3 times/wk: 1.07 [0.99 to 1.16]). The associations were prominent in third culture kids (TCKs) (aOR [95% CI]: 2.23 [1.61 to 3.09]; 2.32 [1.61 to 3.35]; 2.63 [1.50 to 4.60]; 1.69 [1.09 to 2.63], respectively). Participants who consumed unhealthy foods (fast food, caffeinated and sugary drinks) more frequently were more likely to have attempted suicide (aOR, 1.55; 95% CI, 1.38 to 1.73). This association was also more prominent in TCKs (aOR, 2.08; 95% CI, 1.08 to 4.01).
CONCLUSIONS
Our findings indicate a positive association between unfavorable dietary behaviors and outcomes related to suicide, and this association appears to be notable in adolescents with immigrant parents.
Summary
Korean summary
• 한국 청소년의 식이 행동과 자살 행동 사이의 연관성과 한국인 부모와 이민자 부모 자녀에서 위의 연관성 차이를 조사하였다. • 청소년의 결식 빈도 증가, 과일, 야채, 우유 섭취 감소는 자살 행동과 유의한 연관성이 있었으며 이민자 부모를 둔 청소년에서 연관성의 크기가 더 컸다. • 패스트푸드, 카페인, 가당 음료, 인스턴트 음식을 더 자주 섭취하는 청소년은 자살을 시도할 가능성이 더 높았으며 이민자 부모를 둔 청소년에서 더 큰 연관성을 보였다.
Key Message
The study found positive associations between undesirable dietary behaviors (e.g., skipping breakfast, increased consumption of fast food or instant food product) and outcomes related to suicide (i.e., suicide ideation, planning, and attempt) in Korean adolescents, and these associations appear to be prominent in adolescents with immigrant parents than those with Korean parents.

Citations

Citations to this article as recorded by  
  • Trends in health behaviors and mental health among Korean adolescents in Korea over 5 years, 2017–2021: focusing on the comparisons before and during the COVID-19 pandemic
    Mi-Sun Lee, Dong Jun Kim, Hooyeon Lee
    Frontiers in Public Health.2023;[Epub]     CrossRef
  • Association between body shape misperception and unhealthy eating behaviors among Korean adolescents
    Yejin Kim, Bomgyeol Kim, Vasuki Rajaguru, Sang Gyu Lee, Tae Hyun Kim
    Nutrition Research and Practice.2023; 17(6): 1143.     CrossRef
The effects of information-seeking behaviours on prevention behaviours during the COVID-19 pandemic: the mediating effects of anxiety and fear in Korea
Kwanghyun Kim, Jisu Yang, Ye Jin Jeon, Yu Jin Lee, Youngrong Lee, Hyeon Chang Kim, Karestan Koenen, Yong-Chan Kim, Sun Jae Jung
Epidemiol Health. 2021;43:e2021085.   Published online October 19, 2021
DOI: https://doi.org/10.4178/epih.e2021085
  • 11,663 View
  • 206 Download
  • 9 Web of Science
  • 10 Crossref
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
OBJECTIVES
Identifying determinants of prevention behaviours during the emergence of a new infectious disease is important. We investigated the associations between information-seeking and prevention behaviours during the coronavirus disease 2019 (COVID-19) pandemic and mediating effects of psychiatric factors.
METHODS
In total, 1,970 participants from the Cardiovascular and Metabolic Etiology Research Center cohort participated in an online survey 55 days after the first COVID-19 case in Korea was diagnosed. Time spent seeking information related to COVID-19; information sources; psychiatric factors, including anxiety, depression, post-traumatic stress symptoms (PTSS), and the fear of COVID-19; and prevention behaviours were examined. The mediating effect of psychiatric factors was estimated using mediation analysis.
RESULTS
Time spent seeking information and information sources affected several behavioural responses. In men, anxiety mediated associations between information-seeking and prevention behaviours, including purchasing sanitary supplies (effect size [ES], 0.038; 95% confidence interval [CI], 0.002 to 0.095) and hoarding (ES, 0.029; 95% CI, 0.002 to 0.068). The fear of COVID-19 also mediated associations between information-seeking and prevention behaviours including refraining from going out (men: ES, 0.034; 95% CI, 0.009 to 0.068; women: ES, 0.052; 95% CI, 0.030 to 0.080), wearing face masks (men: ES, 0.085; 95% CI, 0.031 to 0.184), avoiding public transportation (men: ES, 0.020; 95% CI, 0.000 to 0.044; women: ES, 0.031; 95% CI, 0.015 to 0.051), hoarding (women: ES, 0.051; 95% CI, 0.029 to 0.792), and trying alternative remedies (men: ES, 0.024; 95% CI, 0.004 to 0.053). Depressive symptoms and PTSS did not have any mediating effects.
CONCLUSIONS
While the availability of information related to COVID-19 can help prevent infections, it can also promote anxiety and fear, leading to negative behaviours such as hoarding and trying unverified alternative treatments.
Summary
Korean summary
-본 연구는 한국인에서 코로나-19 관련 정보탐색이 예방 행동과 상관관계가 있는지를 확인하고 불안, 공포, 우울을 비롯한 심리 상태가 이 상관관계를 매개하는 메커니즘으로 작용하는지를 확인하고자 하였다. - 본 코호트 연구에서 정보 탐색 시간이 길어질수록 예방 행동을 취하는 빈도가 증가하였으며 불안 및 코로나-19에 대한 공포가 이 둘 사이의 상관관계를 일부 매개하였다. - 정보탐색이 증가할수록 외출 자제, 마스크 착용, 대중교통 이용 자제와 같은 권장되는 예방 행동을 취할 가능성도 증가하였지만 사재기를 하거나 검증되지 않은 대체요법에 의지하는 등 권장되지 않는 예방 행동을 취할 가능성 또한 같이 증가하였다.
Key Message
In this study, we tried to test the association between information-seeking behavior and preventive measures during COVID-19 pandemic. We also tried to understand whether psychologic factors such as anxiety, fear against COVID-19 and depression mediate the association. We found that time used for searching COVID-19-related information is positively associated with preventive behaviors, and that anxiety and fear mediate the association. Information seeking increased the probability of utilizing recommended prevention strategy such as wearing facial masks and refraining from going out, but also promoted prevention behavior not recommended by government officials such as hoarding and trying alternative remedies.

Citations

Citations to this article as recorded by  
  • Protective behaviors against COVID-19 and their association with psychological factors in China and South Korea during the Omicron wave: a comparative study
    J. Deng, M. Lee, C. Qin, Y. Lee, M. You, J. Liu
    Public Health.2024; 229: 116.     CrossRef
  • Exploring the relationship between older adults’ online health information seeking, negative emotions and prevention behaviors in the pandemic context: a two-wave longitudinal study
    Tianchang Liu, Xiaokang Song, Qinghua Zhu
    Frontiers in Public Health.2024;[Epub]     CrossRef
  • Perceptions and Information-Seeking Behavior Regarding COVID-19 Vaccination Among Patients With Chronic Kidney Disease in 2023: A Cross-Sectional Survey
    Omosomi Enilama, Cynthia MacDonald, Pearl Thompson, Umair Khan, Selina Allu, Mary Beaucage, Kevin Yau, Matthew J. Oliver, Michelle A. Hladunewich, Adeera Levin
    Canadian Journal of Kidney Health and Disease.2024;[Epub]     CrossRef
  • Information seeking and subsequent affective well-being in Chinese young adults: the mediating effects of worry
    Lu Qiao, Shanshan Xu, Wenrui Zhang, Shijia Liu, Xiuyun Lin
    Psychology & Health.2024; : 1.     CrossRef
  • The Effect of the Fear of COVID-19 on Treatment Adherence and Health-Seeking Behavior in Individuals with Type 2 Diabetes
    Yasemin Çayir, Meral Gün
    Avrasya Sağlık Bilimleri Dergisi.2024;[Epub]     CrossRef
  • Coronavirus disease 2019 information-seeking behavior globally: a systematic review
    Tadele Fentabil Anagaw, Habtamu Alganeh Guadie
    SAGE Open Medicine.2023; 11: 205031212311535.     CrossRef
  • “It Bothered Me”: The Mental Burden of COVID-19 Media Reports on Community-Dwelling Elderly People
    Natasa Maksimovic, Tatjana Gazibara, Jelena Dotlic, Marija Milic, Vida Jeremic Stojkovic, Smiljana Cvjetkovic, Gordana Markovic
    Medicina.2023; 59(11): 2011.     CrossRef
  • Assessing Knowledge, Preventive Practices, and Depression Among Chinese International Students and Local Korean Students in South Korea During the COVID-19 Pandemic: An Online Cross-Sectional Study
    Xiaoxu Jiang, Bo Zhao, Eun Woo Nam, Fanlei Kong
    Frontiers in Psychiatry.2022;[Epub]     CrossRef
  • Association between fear of COVID-19 and hoarding behavior during the outbreak of the COVID-19 pandemic: The mediating role of mental health status
    Ye Zhao, Yang Yu, Ruofan Zhao, Yiming Cai, Shuai Gao, Ye Liu, Sheng Wang, Huifeng Zhang, Haiying Chen, Youdong Li, Haishui Shi
    Frontiers in Psychology.2022;[Epub]     CrossRef
  • Fear of COVID-19 and Prevention Behaviors: Cross-Lagged Panel Analysis
    Katherine M Anderson, Jamila K Stockman
    JMIR Formative Research.2022; 6(11): e35730.     CrossRef
Exploring the associations between cardiovascular health measured with the CANHEART model and early cognitive impairment in a middle-aged population in Korea
Ye Jin Jeon, Ji Heon Lee, Hyeon Chang Kim, Sun Jae Jung
Epidemiol Health. 2021;43:e2021044.   Published online July 13, 2021
DOI: https://doi.org/10.4178/epih.e2021044
  • 10,875 View
  • 282 Download
  • 1 Web of Science
  • 1 Crossref
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
OBJECTIVES
Both cardiovascular health (CVH) and inflammation are associated with cognition, and inflammation is also associated with CVH. However, limited information has been reported on these factors in the Korean population. The objective of our study was to investigate the influence of inflammation on the association between CVH and cognition using a cross-sectional design.
METHODS
Data were obtained from the Cardiovascular and Metabolic Diseases Etiology Research Center baseline study. Participants who completed fasting serum analysis, questionnaires, and cognitive function tests were included in the analysis, whereas those with a history of autoimmune disease were excluded. The CVH in Ambulatory Care Research Team health index metrics, including smoking, physical activity, healthy diet, obesity, history of hypertension, and diabetes, were used to assess CVH. Cognitive function was evaluated with the Korean version of the Mini-Mental State Estimation for Dementia Screening. Inflammatory status was assessed based on a high-sensitivity C-reactive protein (hs-CRP) test.
RESULTS
Among 2,622 total participants (mean age, 57.2 years; 1,792 women), 13%, 58%, and 29% had poor, intermediate, and ideal CVH, respectively. Logistic regression analysis demonstrated that CVH was significantly associated with cognitive function only in women. A stratified analysis showed that cognitive impairment due to CVH was not associated with hs-CRP levels. When the same analyses were conducted for each CVH component, the only component affecting the association was hypertension history in men.
CONCLUSIONS
CVH is not significantly associated with cognitive decline in the middle-aged Korean population. Inflammation did not play a significant modifying role in this relationship.
Summary
Korean summary
• 본 연구는 심뇌혈관 및 대상질환원인연구센터(Cardiovascular and Metabolic Diseases Etiology Research Center, CMERC) 코호트의 기반조사 데이터를 활용하여, 심혈관계건강과 인지기능 사이의 연관성을 한국 도시거주 중년인구에서 확인하고, 염증 지표인 고감도C반응단백 (high-sensitivity C-reactive protein, hs-CRP) 수준에 따른 차이를 탐색하였다. • 남성과 여성 모두에서 CANHEART health index가 낮은 집단에서 인지기능이 평균적으로 더 낮았으나, 통계적으로 유의하지는 않았다. • 염증 수준에 따른 심혈관계건강과 인지기능 사이의 연관성은 해당 연구에서는 확인할 수 없었다.
Key Message
In the Korean middle-aged population, poor cardiovascular health (CVH) assessed by CANHEART health index was associated with low cognitive function, but not statistically significant. Further investigation is suggested to develop CVH index specified in Korean populations and to estimate the association between CVH and cognitive function in larger population.

Citations

Citations to this article as recorded by  
  • Cardiovascular disease risk models and dementia or cognitive decline: a systematic review
    Ruirui Jia, Qing Wang, Hengyi Huang, Yanli Yang, Yuet Foon Chung, Tao Liang
    Frontiers in Aging Neuroscience.2023;[Epub]     CrossRef
Gender role stereotypes, patriarchal attitudes, and cognitive function in the elderly rural Korean population: a cross-sectional study
Hye Rin Choi, Byeonggwan Ha, Ye Jin Jeon, Yoosik Youm, Hyeon Chang Kim, Sun Jae Jung
Epidemiol Health. 2021;43:e2021023.   Published online April 7, 2021
DOI: https://doi.org/10.4178/epih.e2021023
  • 13,926 View
  • 373 Download
  • 1 Web of Science
  • 1 Crossref
AbstractAbstract AbstractSummary PDFSupplementary Material
Abstract
OBJECTIVES
We analyzed whether gender role stereotypes (GRS) and patriarchal attitudes are associated with cognitive function in an elderly community.
METHODS
We analyzed data from 580 people enrolled in the Korean Social Life, Health, and Aging Project. The degrees to which respondents held stereotypical beliefs about gender roles and had patriarchal mindsets were measured using a questionnaire. Based on participants’ responses, we divided respondents into 2 groups—those with conservative mindsets and those with open mindsets—according to the median score for each of the 2 variables. Cognitive function was assessed using the Mini-Mental State Examination, Korean version (MMSE-K). Cognitive impairment was defined as an MMSE-K score ≤21 points. Multivariable logistic regression was performed, adjusting for gender, age, socio-demographic and lifestyle factors, and social network size. Age and lifestyle factors were stratified.
RESULTS
Compared to those with open mindsets, those with conservative mindsets regarding gender roles and patriarchal norms had adjusted odds ratios of 1.88 (95% confidence interval [CI], 1.11 to 3.19) and 1.67 (95% CI, 1.00 to 2.79) for cognitive impairment, respectively. In the stratified analysis, subgroups with younger age and a good lifestyle maintained a protective association with cognitive impairment.
CONCLUSIONS
GRS and a patriarchal mindset were marginally significantly associated with cognitive impairment among women later in life.
Summary
Korean summary
농촌지역에 거주하는 노년기 인구 580명 대상으로 성 역할 고정관념 또는 가부장적 사고가 인지기능과 연관성이 있는지 로지스틱 회귀분석을 통해 알아보았다. 분석결과, 보수적인 성 역할 고정관념과 가부장적 사고를 가진 여성에서 개방적인 사고를 가진 여성보다 인지기능이 통계적으로 유의하게 저하된 결과를 얻었다.
Key Message
We investigated whether gender role stereotypes and patriarchal attitudes are associated with cognitive function in the elderly rural Korean population. Compared to women with open attitudes, those with conservative attitudes regarding gender roles and patriarchal norms had marginally significant higher odds ratios for cognitive impairment. Thus, gender role stereotypes and a patriarchal mindset were marginally significantly associated with cognitive impairment among women later in life.

Citations

Citations to this article as recorded by  
  • Examining the gender equity outlook and patriarchal beliefs of police constables in Allahabad, India: A machine learning approach
    Saumya Tripathi
    Policing: A Journal of Policy and Practice.2023;[Epub]     CrossRef

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