Network Analysis of Depressive Symptoms and Meaning in Life and Their Association with Health-Related Quality of Life Among South Korean Older Adults
Abstract
1. Introduction
2. Materials and Methods
2.1. Participants and Procedures
2.2. Measures
2.3. Data Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
HRQoL | Health-related quality of life |
CESD | Center for Epidemiologic Studies Short Depression Scale |
MLQ | Meaning in Life Questionnaire |
CI | Confidence interval |
COVID-19 | Coronavirus disease 2019 |
References
- Statistics Korea. 2024 Elderly Statistic. Seoul (Korea). Available online: http://kostat.go.kr/portal/korea/kor_nw/2/1/index.board?bmode=read&bSeq=&aSeq=363362&pageNo=1&rowNum=10&navCount=10&currPg=&sTarget=title&sTxt= (accessed on 26 March 2025).
- Ministry of Health and Welfare. 2020 Survey of the Elderly. Available online: https://www.mohw.go.kr/board.es?mid=a10411010100&bid=0019&act=view&list_no=366496 (accessed on 30 June 2025).
- Oh, D.J.; Han, J.W.; Kim, T.H.; Kwak, K.P.; Kim, B.J.; Kim, S.G.; Kim, J.L.; Moon, S.W.; Park, J.H.; Ryu, S.H.; et al. Association of depression with the progression of multimorbidity in older adults: A population-based cohort study. Am. J. Geriatr. Psychiatry Open Sci. Educ. Pract. 2024, 32, 957–967. [Google Scholar] [CrossRef]
- Tsaras, K.; Tsiantoula, M.; Papagiannis, D.; Papathanasiou, I.V.; Chatzi, M.; Kelesi, M.; Kaba, E.; Fradelos, E.C. The effect of depressive and insomnia symptoms in quality of life among community-dwelling older adults. Int. J. Environ. Res. Public Health 2022, 19, 13704. [Google Scholar] [CrossRef]
- Zenebe, Y.; Akele, B.; W/Selassie, M.; Necho, M. Prevalence and determinants of depression among old age: A systematic review and meta-analysis. Ann. Gen. Psychiatry 2021, 20, 55. [Google Scholar] [CrossRef] [PubMed]
- Steger, M.F.; Frazier, P.; Oishi, S.; Kaler, M. The Meaning in Life questionnaire assessed the presence of and search for meaning in life. J. Couns. Psychol. 2006, 53, 80–93. [Google Scholar] [CrossRef]
- Frankl, V.E. The spiritual dimension in existential analysis and logotherapy. J. Individ. Psychol. 1959, 15, 157. [Google Scholar]
- Irving, J.; Davis, S.; Collier, A. Aging with purpose: Systematic search and review of literature pertaining to older adults and purpose. Int. J. Aging Hum. Dev. 2017, 85, 403–437. [Google Scholar] [CrossRef] [PubMed]
- Kim, C.; Chun, J. “Meaning in Life” mediates the relationship between loneliness and depressive symptoms among older adults during the COVID-19 pandemic. Healthcare 2024, 12, 584. [Google Scholar] [CrossRef]
- Dewitte, L.; Dezutter, J. Meaning reflectivity in later life: The relationship between reflecting on meaning in life, presence and search for meaning, and depressive symptoms in older adults over the age of 75. Front. Psychol. 2021, 12, 726150. [Google Scholar] [CrossRef]
- Volkert, J.; Härter, M.; Dehoust, M.C.; Ausín, B.; Canuto, A.; Da Ronch, C.; Suling, A.; Grassi, L.; Munoz, M.; Santos-Olmo, A.B.; et al. The role of meaning in life in community-dwelling older adults with depression and its relationship with other risk factors. Aging Ment. Health 2019, 23, 100–106. [Google Scholar] [CrossRef]
- He, X.-X.; Wang, X.-Q.; Steger, M.F.; Ji, L.-J.; Jing, K.; Liu, M.-F.; Ye, B.-J. Meaning in life and psychological distress: A meta-analysis. J. Res. Pers. 2023, 104, 104381. [Google Scholar] [CrossRef]
- Revicki, D.A.; Kleinman, L.; Cella, D. History of health-related QoL outcomes in psychiatry. Dialogues Clin. Neurosci. 2014, 16, 127–135. [Google Scholar] [CrossRef]
- Eum, M.; Kim, H. Relationship between active aging and quality of life in middle-aged and older Koreans: Analysis of the 2013–2018 KNHANES. Healthcare 2021, 9, 240. [Google Scholar] [CrossRef]
- Glaw, X.; Kable, A.; Hazelton, M.; Inder, K. Meaning in life and meaning of life in mental health care: An integrative literature review. Issues Ment. Health Nurs. 2017, 38, 243–252. [Google Scholar] [CrossRef] [PubMed]
- Hupkens, S.; Machielse, A.; Goumans, M.; Derkx, P. Meaning in life of older persons: An integrative literature review. Nurs. Ethics 2018, 25, 973–991. [Google Scholar] [CrossRef] [PubMed]
- Mutai, H.; Obuchi, K.; Yokoi, K.; Furukawa, T. Factors associated with health-related quality of life among community-dwelling older adults without social participation in Japan: A cross-sectional study. J. Appl. Gerontol. 2024, 44, 893–901. [Google Scholar] [CrossRef]
- Sivertsen, H.; Bjørkløf, G.H.; Engedal, K.; Selbæk, G.; Helvik, A.-S. Depression and quality of life in older adults: A review. Dement. Geriatr. Cogn. Disord. 2015, 40, 311–339. [Google Scholar] [CrossRef]
- Borsboom, D.; Cramer, A.O.J. Network analysis: An integrative approach to the structure of psychopathology. Annu. Rev. Clin. Psychol. 2013, 9, 91–121. [Google Scholar] [CrossRef]
- Borsboom, D. A network theory of mental disorders. World Psychiatry 2017, 16, 5–13. [Google Scholar] [CrossRef] [PubMed]
- Bringmann, L.F.; Albers, C.; Bockting, C.; Borsboom, D.; Ceulemans, E.; Cramer, A.; Epskamp, S.; Eronen, M.I.; Hamaker, E.; Kuppens, P.; et al. Psychopathological networks: Theory, methods, and practice. Behav. Res. Ther. 2022, 149, 104011. [Google Scholar] [CrossRef]
- Jones, P.J.; Ma, R.; McNally, R.J. Bridge centrality: A network approach to understanding comorbidities. Multivar. Behav. Res. 2021, 56, 353–367. [Google Scholar] [CrossRef]
- Epskamp, S.; Borsboom, D.; Fried, E.I. Estimating psychological networks and their accuracy: A tutorial paper. Behav. Res. Methods 2018, 50, 195–212. [Google Scholar] [CrossRef] [PubMed]
- Borsboom, D. Reflections on an emerging new science of mental disorders. Behav. Res. Ther. 2022, 156, 104127. [Google Scholar] [CrossRef] [PubMed]
- Kohout, F.J.; Berkman, L.F.; Evans, D.A.; Cornoni-Huntley, J. Two shorter forms of the CES-D (Center for Epidemiological Studies Depression) depression symptoms index. J. Aging Health 1993, 5, 179–193. [Google Scholar] [CrossRef]
- Won, D.; Kim, K.; Kwon, S.-J. Validation of the Korean version of meaning in life questionnaire. Hanguk Simni Hakhoe Chi Kongang 2005, 10, 211–225. [Google Scholar]
- Brooks, R.; Rabin, R.E.; de Charro, F. The Measurement and Valuation of Health Status Using EQ-5D: A European Perspective, 1st ed.; Brooks, R., Rabin, R., de Charro, F., Eds.; Springer: Dordrecht, The Netherlands, 2003. [Google Scholar]
- Epskamp, S.; Cramer, A.O.J.; Waldorp, L.J.; Schmittmann, V.D.; Borsboom, D. qGraph: Network visualizations of relationships in psychometric data. J. Stat. Softw. 2012, 48, 1–18. [Google Scholar] [CrossRef]
- Epskamp, S.; Fried, E.I. Tutorial on regularized partial correlation networks. Psychol. Methods 2018, 23, 617–634. [Google Scholar] [CrossRef]
- Jones, P. Networktools: Tools for Identifying Important Nodes in Networks [Computer Software]. Available online: https://CRAN.R-project.org/package=networktools (accessed on 25 March 2025).
- Mullarkey, M.C.; Marchetti, I.; Beevers, C.G. Using network analysis to identify central symptoms of adolescent depression. J. Clin. Child Adolesc. Psychol. 2019, 48, 656–668. [Google Scholar] [CrossRef]
- Yang, M.; Wei, W.; Ren, L.; Pu, Z.; Zhang, Y.; Li, Y.; Li, X.; Wu, S. How loneliness is linked to anxiety and depression: A network analysis of Chinese university students. BMC Public Health 2023, 23, 2499. [Google Scholar] [CrossRef] [PubMed]
- Mayerl, H.; Stolz, E.; Freidl, W. Lonely and depression in older age: Prospective associations and common vulnerabilities. Aging Ment. Health 2023, 27, 640–645. [Google Scholar] [CrossRef] [PubMed]
- Jeong, D.; Shim, E.-J. Network Analysis of the Association between Depressive Symptoms and Life Satisfaction among Older Adults. Korean J. Couns. Psychother. 2019, 31, 549–570. [Google Scholar] [CrossRef]
- Jin, Y.; Sun, H.L.; Lam, S.C.; Su, Z.; Hall, B.J.; Cheung, T.; Qin, M.Z.; Ng, C.H.; Xiang, Y.T. International Research Collaboration on COVID-19. Depressive symptoms and sex differences among older adults in Hong Kong during the COVID-19 pandemic: A network analysis approach. Int. J. Biol. Sci. 2022, 18, 3934–3941. [Google Scholar] [CrossRef]
- Bai, W.; Zhang, J.; Smith, R.D.; Cheung, T.; Su, Z.; Ng, C.H.; Zhang, Q.; Xiang, Y.-T. Inter-relationship between cognitive performance and depressive symptoms and their association with quality of life in older adults: A network analysis based on the 2017–2018 wave of Chinese Longitudinal Healthy Longevity Survey (CLHLS). J. Affect. Disord. 2023, 320, 621–627. [Google Scholar] [CrossRef]
- Sun, H.-L.; Zhang, Q.; Si, T.L.; Bai, W.; Chen, P.; Lam, M.I.; Lok, K.-I.; Su, Z.; Cheung, T.; Ungvari, G.S.; et al. Interactive changes in depression and loneliness symptoms before and during the COVID-19 pandemic: A longitudinal network analysis. Psychiatry Res. 2024, 333, 115744. [Google Scholar] [CrossRef]
- Aziz, R.; Steffens, D.C. What are the causes of depression later in life? Psychiatr. Clin. N. Am. 2013, 36, 497–516. [Google Scholar] [CrossRef]
- Wrede, N.; Hillebrand, M.C.; Risch, A.K.; Alpers, G.W.; Bartholdy, S.; Brakemeier, E.L.; Bräscher, A.K.; Brockmeyer, T.; Christiansen, H.; Equit, M.; et al. How do young-old and old-old adults benefit from cognitive-behavioral therapy compared to working-age adults? A large multicenter naturalistic study. J. Affect. Disord. 2025, 375, 456–464. [Google Scholar] [CrossRef] [PubMed]
- Gijzen, M.W.M.; Rasing, S.P.A.; Creemers, D.H.M.; Smit, F.; Engels, R.C.M.E.; De Beurs, D. Suicidal ideation as a symptom of adolescent depression. A network analysis. J. Affect. Disord. 2021, 278, 68–77. [Google Scholar] [CrossRef]
- Schlechter, P.; Ford, T.J.; Neufeld, S.A.S. Development of depressive symptoms in older adults from a network perspective in an English longitudinal study of aging. Transl. Psychiatry 2023, 13, 363. [Google Scholar] [CrossRef]
- Van As, B.A.L.; Imbimbo, E.; Franceschi, A.; Menesini, E.; Nocentini, A. Longitudinal association between loneliness and depressive symptoms in the elderly: A systematic review. Int. Psychogeriatr. 2022, 34, 657–669. [Google Scholar] [CrossRef]
- Dahlberg, L. Loneliness during the COVID-19 pandemic. In Loneliness and Social Isolation in Old Age; Hajek, A., Riedel-Heller, S.G., König, H.-H., Eds.; Routledge: New York, NY, USA, 2024. [Google Scholar]
- Kahlon, M.K.; Aksan, N.; Aubrey, R.; Clark, N.; Cowley-Morillo, M.; Jacobs, E.A.; Mundhenk, R.; Sebastian, K.R.; Tomlinson, S. Effect of layperson-delivered, empathy-focused program of telephone calls on loneliness, depression, and anxiety among adults during the COVID-19 pandemic: A randomized clinical trial. JAMA Psychiatry 2021, 78, 616–622. [Google Scholar] [CrossRef] [PubMed]
- Poscia, A.; Stojanovic, J.; La Milia, D.I.; Duplaga, M.; Grysztar, M.; Moscato, U.; Onder, G.; Collamati, A.; Ricciardi, W.; Magnavita, N. Interventions targeting loneliness and social isolation among the older people: An update systematic review. Exp. Gerontol. 2018, 102, 133–144. [Google Scholar] [CrossRef] [PubMed]
- Zhang, S.S.; Zhang, W.H.; Yong, S.H.; Chen, J.T. Network analysis of meaning in life, perceived social support, and depressive symptoms among vocational undergraduate students. Front. Psychiatry 2025, 16, 1510255. [Google Scholar] [CrossRef]
- Kraft, B.; Bø, R.; Jonassen, R.; Heeren, A.; Ulset, V.S.; Stiles, T.C.; Landrø, N.I. The association between depression symptoms and reduced executive functioning is primarily linked by fatigue. Psychiatry Res. Commun. 2023, 3, 100120. [Google Scholar] [CrossRef]
- Lebrasseur, A.; Fortin-Bédard, N.; Lettre, J.; Raymond, E.; Bussières, E.-L.; Lapierre, N.; Faieta, J.; Vincent, C.; Duchesne, L.; Ouellet, M.-C.; et al. Impact of the COVID-19 pandemic on older adults: A rapid review. JMIR Aging 2021, 4, e26474. [Google Scholar] [CrossRef]
- Balán, I.C.; Lejuez, C.W.; Hoffer, M.; Blanco, C. Integrating motivational interviewing and brief behavioral activation therapy: Theoretical and practical considerations. Cogn. Behav. Pract. 2016, 23, 205–220. [Google Scholar] [CrossRef]
- Li, J.-B.; Dou, K.; Liang, Y. Relationship between the presence of meaning, the search for meaning, and subjective well-being: A three-level meta-analysis based on the Meaning in Life Questionnaire. J. Happiness Stud. 2021, 22, 467–489. [Google Scholar] [CrossRef]
- Aftab, A.; Lee, E.E.; Klaus, F.; Daly, R.; Wu, T.-C.; Tu, X.; Huege, S.; Jeste, D.V. Meaning in life and its relationship with physical, mental, and cognitive functioning: A study of 1,042 community-dwelling adults across their lifespan. J. Clin. Psychiatry 2019, 81, 19m13064. [Google Scholar] [CrossRef]
- Park, C.L. Making sense of the meaning literature: An integrative review of meaning making and its effects on adjustment to stressful life events. Psychol. Bull. 2010, 136, 257–301. [Google Scholar] [CrossRef] [PubMed]
- Kang, K.-A.; Han, S.-J.; Lim, Y.-S.; Kim, S.-J. Meaning-centered interventions for patients with advanced or terminal cancer: A meta-analysis. Cancer Nurs. 2019, 42, 332–340. [Google Scholar] [CrossRef] [PubMed]
- Shen, B.; Liu, J.; Zhou, Y.; Zhu, H. Effectiveness of meaning-centered interventions on anxiety and depressive symptoms, sense of meaning, and quality of life in patients with advanced cancer: A meta-analysis of randomized controlled trials. Support. Care Cancer 2025, 33, 67. [Google Scholar] [CrossRef] [PubMed]
- Dilmaghani, R.; Panahali, A.; Aghdasi, A.N.; Khademi, A. Effectiveness of group logo therapy on death anxiety, feelings of loneliness, and meaning of life in elderly women with fear of coronavirus. In Loneliness and Social Isolation in Old Age; Hajek, A., Riedel-Heller, S.G., König, H.-H., Eds.; Routledge: New York, NY, USA, 2024. [Google Scholar]
- Humer, E.; Kisler, I.M.; Bach, D.; Schimböck, W.; Pieh, C.; Probst, T. Effect of a group logotherapeutic program for older adults on mental health indicators. J. Humanist. Couns. 2025, 64, 68–90. [Google Scholar] [CrossRef]
- Kim, C.; Choi, H. Efficacy of group logotherapy in community-dwelling older adults with depressive symptoms: A mixed-methods study. Perspect. Psychiatr. Care 2020, 57, 920–928. [Google Scholar] [CrossRef] [PubMed]
- Li, X.; Wang, P.; Jiang, Y.; Yang, Y.; Wang, F.; Yan, F.; Li, M.; Peng, W.; Wang, Y. Physical activity and health-related quality of life in older adults: Depression as a mediator. BMC Geriatr. 2024, 24, 26. [Google Scholar] [CrossRef]
- Solmi, M.; Koyanagi, A.; Thompson, T.; Fornaro, M.; Correll, C.U.; Veronese, N. Network analysis of the relationship between depressive symptoms, demographics, nutrition, quality of life and medical condition factors in the Osteoarthritis Initiative database cohort of elderly North-American adults with or at risk for osteoarthritis. Epidemiol. Psychiatr. Sci. 2020, 29, e14. [Google Scholar] [CrossRef]
- Heimrich, K.G.; Mendorf, S.; Schönenberg, A.; Santos-García, D.; Mir, P.; Group, C.S.; Prell, T. Depressive symptoms and their impact on quality of life in Parkinson’s disease: An exploratory network analysis approach. J. Clin. Med. 2023, 12, 4616. [Google Scholar] [CrossRef]
- Soysal, P.; Veronese, N.; Thompson, T.; Kahl, K.G.; Fernandes, B.S.; Prina, A.M.; Solmi, M.; Schofield, P.; Koyanagi, A.; Tseng, P.-T.; et al. Relationship between depression and frailty in older adults: A systematic review and meta-analysis. Ageing Res. Rev. 2017, 36, 78–87. [Google Scholar] [CrossRef] [PubMed]
- Tan, S.S.; Fierloos, I.N.; Zhang, X.; Koppelaar, E.; Alhambra-Borras, T.; Rentoumis, T.; Williams, G.; Rukavina, T.; van Staveren, R.; Garces-Ferrer, J.; et al. Association between loneliness and health-related quality of life (HR-QoL) among community-dwelling older adults. Int. J. Environ. Res. Public Health 2020, 17, 600. [Google Scholar] [CrossRef]
- Courtin, E.; Knapp, M. Social isolation, loneliness, and health in old age: A scoping review. Health Soc. Care Community 2017, 25, 799–812. [Google Scholar] [CrossRef] [PubMed]
- Perissinotto, C.M.; Stijacic Cenzer, I.S.; Covinsky, K.E. Loneliness in older persons: A predictor of functional decline and death. Arch. Intern. Med. 2012, 172, 1078–1083. [Google Scholar] [CrossRef]
- Barakou, I.; Sakalidis, K.E.; Abonie, U.S.; Finch, T.; Hackett, K.L.; Hettinga, F.J. Effectiveness of physical activity interventions on reducing perceived fatigue among adults with chronic conditions: A systematic review and meta-analysis of randomised controlled trials. Sci. Rep. 2023, 13, 14582. [Google Scholar] [CrossRef]
- Tam, K.W.; Zhang, D.; Li, Y.; Xu, Z.; Li, Q.; Zhao, Y.; Niu, L.; Wong, S.Y. Meaning in life: Bidirectional relationship with depression, anxiety, and loneliness in a longitudinal cohort of older primary care patients with multimorbidity. BMC Geriatr. 2025, 25, 195. [Google Scholar] [CrossRef]
Construct/Nodes | Mean | SD | Minimum | Maximum |
---|---|---|---|---|
DEP-1: Lack of happiness | 0.54 | 0.89 | 0.00 | 3.00 |
DEP-2: Feeling depressed | 0.63 | 0.85 | 0.00 | 3.00 |
DEP-3: Everything was an effort | 1.00 | 0.97 | 0.00 | 3.00 |
DEP-4: Sleep disturbance | 1.02 | 1.01 | 0.00 | 3.00 |
DEP-5: Loneliness | 0.78 | 0.97 | 0.00 | 3.00 |
DEP-6: Not enjoying life | 0.96 | 1.18 | 0.00 | 3.00 |
DEP-7: People were unfriendly | 0.42 | 0.76 | 0.00 | 3.00 |
DEP-8: Feeling sad | 0.60 | 0.81 | 0.00 | 3.00 |
DEP-9: I felt that people disliked me | 0.36 | 0.72 | 0.00 | 3.00 |
DEP-10: Inability to get going | 0.80 | 0.93 | 0.00 | 3.00 |
Total CESD | 0.71 | 0.55 | 0.00 | 2.80 |
MIL-1: Search for meaning | 5.03 | 1.23 | 1.60 | 7.00 |
MIL-2: Presence of meaning | 4.94 | 1.10 | 1.40 | 7.00 |
Total MIL | 4.99 | 1.07 | 1.50 | 7.00 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Kim, C.; Ko, H. Network Analysis of Depressive Symptoms and Meaning in Life and Their Association with Health-Related Quality of Life Among South Korean Older Adults. Healthcare 2025, 13, 2281. https://doi.org/10.3390/healthcare13182281
Kim C, Ko H. Network Analysis of Depressive Symptoms and Meaning in Life and Their Association with Health-Related Quality of Life Among South Korean Older Adults. Healthcare. 2025; 13(18):2281. https://doi.org/10.3390/healthcare13182281
Chicago/Turabian StyleKim, Chanhee, and Heesung Ko. 2025. "Network Analysis of Depressive Symptoms and Meaning in Life and Their Association with Health-Related Quality of Life Among South Korean Older Adults" Healthcare 13, no. 18: 2281. https://doi.org/10.3390/healthcare13182281
APA StyleKim, C., & Ko, H. (2025). Network Analysis of Depressive Symptoms and Meaning in Life and Their Association with Health-Related Quality of Life Among South Korean Older Adults. Healthcare, 13(18), 2281. https://doi.org/10.3390/healthcare13182281