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Liu F, Yang Y, Fan XW, Zhang N, Wang S, Shi YJ, Hu WJ, Wang CX. Impacts of inflammatory cytokines on depression: a cohort study. BMC Psychiatry 2024; 24:195. [PMID: 38459460 PMCID: PMC10924400 DOI: 10.1186/s12888-024-05639-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Accepted: 02/26/2024] [Indexed: 03/10/2024] Open
Abstract
BACKGROUND Inflammatory factors are associated with depression. We seek to investigate the correlation between inflammatory cytokines and prognosis of depression or suicidal ideation and behavior at 3 months in depression patients. METHODS Eighty-two depressed outpatients were recruited and treated as usual. Plasma cytokines were measured at baseline. Patients were followed up with Patient Health Questionnaire-9 and suicidal ideation and behavior according to the item 3 of Hamilton depression scale for 3 months. RESULTS Compared to the depression patients with low level of interleukin-1β, the high one had severe depressive symptoms at month 2 and 3 (B 0.92, P < 0.01; B 0.86, P = 0.02; respectively). The incidence of suicidal ideation or behavior was 18.3% at 3 months. Depression patients with high levels of tumor necrosis factor-α showed high risk of suicidal ideation and behavior than the low one (OR 2.16, 95% CI 1.00-4.65, P = 0.04). CONCLUSIONS High levels of interleukin-1β and tumor necrosis factor-α were predictive of middle-term severe depressive symptoms and suicidal ideation and behavior respectively.
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Affiliation(s)
- Fei Liu
- Department of neurology, Hangzhou First People's Hospital, Hangzhou, Zhejiang, China
| | - Yang Yang
- Department of Neuropsychiatry and Behavioral Neurology and Clinical Psychology, Beijing Tiantan Hospital, Capital Medical University, 119 South 4th Ring West Road, Beijing, 100070, China
| | - Xiao-Wei Fan
- Department of neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Ning Zhang
- Department of Neuropsychiatry and Behavioral Neurology and Clinical Psychology, Beijing Tiantan Hospital, Capital Medical University, 119 South 4th Ring West Road, Beijing, 100070, China
| | - Shuo Wang
- Department of Neuropsychiatry and Behavioral Neurology and Clinical Psychology, Beijing Tiantan Hospital, Capital Medical University, 119 South 4th Ring West Road, Beijing, 100070, China
| | - Yi-Jun Shi
- Department of Clinical Diagnosis Laboratory, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Wei-Jiang Hu
- Department of Neuropsychiatry and Behavioral Neurology and Clinical Psychology, Beijing Tiantan Hospital, Capital Medical University, 119 South 4th Ring West Road, Beijing, 100070, China
| | - Chun-Xue Wang
- Department of Neuropsychiatry and Behavioral Neurology and Clinical Psychology, Beijing Tiantan Hospital, Capital Medical University, 119 South 4th Ring West Road, Beijing, 100070, China.
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2
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Mielacher C, Scheele D, Kiebs M, Schmitt L, Dellert T, Philipsen A, Lamm C, Hurlemann R. Altered reward network responses to social touch in major depression. Psychol Med 2024; 54:308-316. [PMID: 37272345 DOI: 10.1017/s0033291723001617] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
BACKGROUND Social touch is an integral part of social relationships and has been associated with reward. Major depressive disorder (MDD) is characterized by severe impairments in reward processing, but the neural effects of social touch in MDD are still elusive. In this study, we aimed to determine whether the neural processing of social touch is altered in MDD and to assess the impact of antidepressant therapy. METHODS Before and after antidepressant treatment, 53 MDD patients and 41 healthy controls underwent functional magnetic resonance imaging (fMRI) while receiving social touch. We compared neural responses to social touch in the reward network, behavioral ratings of touch comfort and general aversion to interpersonal touch in patients to controls. Additionally, we examined the effect of treatment response on those measures. RESULTS Clinical symptoms decreased after treatment and 43.4% of patients were classified as responders. Patients reported higher aversion to interpersonal touch and lower comfort ratings during the fMRI paradigm than controls. Patients showed reduced responses to social touch in the nucleus accumbens, caudate nucleus and putamen than controls, both before and after treatment. Contrary to our hypotheses, these effects were independent of touch velocity. Non-responders exhibited blunted response in the caudate nucleus and the insula compared to responders, again irrespective of time. CONCLUSIONS These findings suggest altered striatal processing of social touch in MDD. Persistent dysfunctional processing of social touch despite clinical improvements may constitute a latent risk factor for social withdrawal and isolation.
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Affiliation(s)
- Clemens Mielacher
- Research Section Medical Psychology, Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
| | - Dirk Scheele
- Research Section Medical Psychology, Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
- Department of Psychiatry, School of Medicine & Health Sciences, University of Oldenburg, Bad Zwischenahn, Germany
| | - Maximilian Kiebs
- Research Section Medical Psychology, Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
| | - Laura Schmitt
- Research Section Medical Psychology, Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
| | - Torge Dellert
- Institute of Medical Psychology and Systems Neuroscience, University of Münster, Münster, Germany
| | - Alexandra Philipsen
- Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
| | - Claus Lamm
- Social, Cognitive and Affective Neuroscience Unit, Department of Cognition, Emotion, and Methods in Psychology, Faculty of Psychology, University of Vienna, Vienna, Austria
| | - René Hurlemann
- Research Section Medical Psychology, Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany
- Department of Psychiatry, School of Medicine & Health Sciences, University of Oldenburg, Bad Zwischenahn, Germany
- Research Center Neurosensory Science, University of Oldenburg, Oldenburg, Germany
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3
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Solomonov N. Improving social reward responsivity and social connectedness in psychotherapies for late-life depression: Engage & Connect as an example. Psychiatry Res 2023; 329:115469. [PMID: 37783093 PMCID: PMC10841452 DOI: 10.1016/j.psychres.2023.115469] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 08/23/2023] [Accepted: 09/06/2023] [Indexed: 10/04/2023]
Abstract
Psychotherapies are effective in reducing late-life depression. Yet, about half of patients remain depressed at treatment end. Advances in neuroscience can inform simplified interventions that target key brain networks impacted by depression. Behavioral activation therapies that increase social connectedness may improve social reward responsivity and alter abnormalities of the Positive Valence System (PVS). Engage & Connect is an example for a scalable and simple neuroscience-informed psychotherapy, aimed to improve PVS functions and social reward responsivity by increasing engagement in rewarding social activities. Interventions that improve social reward responsivity can be promising first-line treatments for late-life depression in the community.
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Affiliation(s)
- Nili Solomonov
- Weill Cornell Institute of Geriatric Psychiatry, Weill Cornell Medicine, New York, NY, USA.
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4
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Cohen HR, Holtzer R. The association between perceived social support and cognition in older adults with and without multiple sclerosis. Mult Scler Relat Disord 2023; 78:104913. [PMID: 37506614 PMCID: PMC10592268 DOI: 10.1016/j.msard.2023.104913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 06/12/2023] [Accepted: 07/22/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND Advances in treatments for Multiple Sclerosis (MS) have resulted in a growing number of aging individuals with MS. Research has shown that perceived social support has protective effects against age-related cognitive decline but no study to date has examined the relationship between perceived social support and cognition in older adults with MS. The current study addressed this gap in knowledge examining the association between perceived social support and cognition in older adults with and without MS. METHODS Participants were older adults with MS (n = 67, mean age = 64.75 years;%female = 64.2) and controls (n = 71, mean age = 68.25 years;%female = 57.7) Linear regression models examined the associations of total and domain scores of perceived social support with cognition in the entire sample, and then stratified by group status. RESULTS Analyses revealed that total perceived social support, emotional/informational support, and positive social interaction were associated with cognition in the total sample. In stratified analyses, emotional/informational support was significantly associated with cognition in the MS group; however, this association became insignificant when analyses adjusted for depressive symptoms. Positive social interaction was significantly associated with cognition in the control group. Notably, this association remained significant even after adjusting for depressive symptoms. CONCLUSION These findings suggest that distinct dimensions of perceived social support may have differential relationships with cognitive function in older adults with MS and healthy controls.
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Affiliation(s)
- Hannah R Cohen
- Ferkauf Graduate School of Psychology, Yeshiva University, 1165 Morris Park Ave, The Bronx, NY 10461, USA.
| | - Roee Holtzer
- Ferkauf Graduate School of Psychology, Yeshiva University, 1165 Morris Park Ave, The Bronx, NY 10461, USA; Department of Neurology, Albert Einstein College of Medicine, 1300 Morris Park Ave, The Bronx, NY 10416, USA.
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5
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Boggatz T. Psychometric properties of the German version of the multidimensional perceived social support scale. Int J Older People Nurs 2023; 18:e12540. [PMID: 37060164 DOI: 10.1111/opn.12540] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 03/10/2023] [Accepted: 03/28/2023] [Indexed: 04/16/2023]
Abstract
BACKGROUND Social support can help older persons to cope with stressful situations. Sheltered housing facilities in German speaking countries therefore aim to promote social support for their residents. The MSPSS is a brief instrument to measure perceived social support, but its psychometric properties have not yet been investigated in a sample of German speaking older persons. OBJECTIVES To determine the psychometric properties of the German version of the MSPSS for older persons METHODS: In a cross-sectional study, residents of sheltered housing in Austria were asked to complete the MSPSS and to indicate the frequency of contacts to family and friends. Validity of the scale was investigated by exploratory and confirmatory factor analysis as well as by their correlations with frequency of contacts to family and friends. Reliability was determined by Cronbach's Alpha and intraclass correlations for repeated measurements. RESULTS Exploratory factor analysis yielded a three-factor solution for the MSPSS, which was, however, only partially supported by confirmatory factor analysis. Correlations with frequency of contact to family and friends partly confirmed the assumptions about the relationships between these factors and the corresponding groups of persons. Cronbach's Alpha was high, and intraclass correlations for most items ranged from fair to good. CONCLUSIONS The incomplete congruence between the theoretical assumptions regarding the scale and the results of the factor analysis is presumably due to overlapping content between the dimensions of the MSPSS, which can be remedied by reformulating some items. IMPLICATIONS FOR PRACTICE A slightly modified version of the MSPSS should be used to assess social support in sheltered housing.
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Affiliation(s)
- Thomas Boggatz
- Faculty of Applied Health Sciences, Deggendorf Institute of Technology, Land-Au 27, 94469, Deggendorf, Germany
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6
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Szymkowicz SM, Gerlach AR, Homiack D, Taylor WD. Biological factors influencing depression in later life: role of aging processes and treatment implications. Transl Psychiatry 2023; 13:160. [PMID: 37160884 PMCID: PMC10169845 DOI: 10.1038/s41398-023-02464-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 04/23/2023] [Accepted: 04/27/2023] [Indexed: 05/11/2023] Open
Abstract
Late-life depression occurring in older adults is common, recurrent, and malignant. It is characterized by affective symptoms, but also cognitive decline, medical comorbidity, and physical disability. This behavioral and cognitive presentation results from altered function of discrete functional brain networks and circuits. A wide range of factors across the lifespan contributes to fragility and vulnerability of those networks to dysfunction. In many cases, these factors occur earlier in life and contribute to adolescent or earlier adulthood depressive episodes, where the onset was related to adverse childhood events, maladaptive personality traits, reproductive events, or other factors. Other individuals exhibit a later-life onset characterized by medical comorbidity, pro-inflammatory processes, cerebrovascular disease, or developing neurodegenerative processes. These later-life processes may not only lead to vulnerability to the affective symptoms, but also contribute to the comorbid cognitive and physical symptoms. Importantly, repeated depressive episodes themselves may accelerate the aging process by shifting allostatic processes to dysfunctional states and increasing allostatic load through the hypothalamic-pituitary-adrenal axis and inflammatory processes. Over time, this may accelerate the path of biological aging, leading to greater brain atrophy, cognitive decline, and the development of physical decline and frailty. It is unclear whether successful treatment of depression and avoidance of recurrent episodes would shift biological aging processes back towards a more normative trajectory. However, current antidepressant treatments exhibit good efficacy for older adults, including pharmacotherapy, neuromodulation, and psychotherapy, with recent work in these areas providing new guidance on optimal treatment approaches. Moreover, there is a host of nonpharmacological treatment approaches being examined that take advantage of resiliency factors and decrease vulnerability to depression. Thus, while late-life depression is a recurrent yet highly heterogeneous disorder, better phenotypic characterization provides opportunities to better utilize a range of nonspecific and targeted interventions that can promote recovery, resilience, and maintenance of remission.
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Affiliation(s)
- Sarah M Szymkowicz
- Center for Cognitive Medicine, Department of Psychiatry and Behavioral Science, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Andrew R Gerlach
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
| | - Damek Homiack
- Department of Psychiatry, University of Illinois-Chicago, Chicago, IL, USA
| | - Warren D Taylor
- Center for Cognitive Medicine, Department of Psychiatry and Behavioral Science, Vanderbilt University Medical Center, Nashville, TN, USA.
- Geriatric Research, Education, and Clinical Center, Veterans Affairs Tennessee Valley Health System, Nashville, TN, USA.
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7
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Hao R, Jin H, Zuo J, Wu Y, Sun X, Hu J. The multiple mediating effect of family health and perceived social support on depressive symptoms in older adults: A cross-sectional national survey in China. J Affect Disord 2023; 327:348-354. [PMID: 36731543 DOI: 10.1016/j.jad.2023.01.097] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 01/20/2023] [Accepted: 01/25/2023] [Indexed: 01/31/2023]
Abstract
BACKGROUND Depression harms older adults' physical health and quality of life, especially for those with disabilities. This study aims to investigate the epidemiological characteristics of depressive symptoms in older adults and influencing factors involving neuroticism in China. METHODS A multistage random sampling method was adopted to recruit older adults. We conducted a multiple mediating analysis to explore how overall family health and perceived social support affect the relationship between neuroticism and depressive symptoms in older adults. RESULTS A total of 1122 older adults were included in this study, and 529 individuals reported suffering from depressive symptoms (47.1 %). Mediation analysis results indicated that neuroticism had a direct predictive effect on depressive symptoms in older adults. Family health and perceived social support partly mediated the relationship between neuroticism and depressive symptoms in older adults. Moreover, depressive symptoms in older adults with high neuroticism was directly affected by decreasing family health and indirectly and cumulatively aggravated by the mediation of lower perceived social support. LIMITATIONS The cross-sectional study design limits the conclusion about causation and directionality. CONCLUSIONS Family health and perceived social support can prevent depressive symptoms in older adults with high neuroticism.
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Affiliation(s)
- Ran Hao
- School of Nursing, Hebei Medical University, Shijiazhuang, Hebei, China
| | - Haoyu Jin
- School of Nursing, Hebei Medical University, Shijiazhuang, Hebei, China; School of Public Health, Hebei Medical University, Shijiazhuang, Hebei, China
| | - Jinfan Zuo
- School of Nursing, Hebei Medical University, Shijiazhuang, Hebei, China
| | - Yibo Wu
- School of Public Health, Peking University, Beijing, China
| | - Xiaonan Sun
- Department of Social Science and Humanities, Harbin Medical University, Harbin, Heilongjiang, China.
| | - Jie Hu
- School of Nursing, Hebei Medical University, Shijiazhuang, Hebei, China; School of Public Health, Hebei Medical University, Shijiazhuang, Hebei, China.
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8
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Cruwys T, Haslam C, Haslam SA, Dingle GA. Misery loves company: Predictors of treatment response to a loneliness intervention. Psychother Res 2022; 33:608-624. [DOI: 10.1080/10503307.2022.2143300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Affiliation(s)
- Tegan Cruwys
- Research School of Psychology, The Australian National University, Canberra, Australia
| | - Catherine Haslam
- School of Psychology, The University of Queensland, Brisbane, Australia
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9
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Altmann HM, Kazan J, Gebara MA, Blumberger DM, Karp JF, Lenze EJ, Mulsant BH, Reynolds CF, Stahl ST. Predicting Medication Nonadherence in Older Adults With Difficult-to-Treat Depression in the IRL-GRey Randomized Controlled Trial. Am J Geriatr Psychiatry 2022; 30:994-1002. [PMID: 35393165 PMCID: PMC9356982 DOI: 10.1016/j.jagp.2022.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 01/31/2022] [Accepted: 03/04/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Nonadherence to antidepressants interferes with optimal treatment of late-life depression. This analysis examines clinical and treatment factors predicting medication nonadherence in difficult-to-treat late-life depression. METHODS Secondary analysis of data from a clinical trial of antidepressant pharmacotherapy for Major Depressive Disorder in 468 adults aged 60+ years. All participants received venlafaxine XR for 12 weeks. Nonremitters were randomized to augmentation with either aripiprazole or placebo for 12 additional weeks. Medication adherence was assessed 14 times over 24 weeks. The analyses examined sociodemographic, clinical, and treatment factors that may predict antidepressant nonadherence during early (weeks 1-6), late (weeks 7-12), and augmentation (weeks 13--24) treatment. RESULTS Poor cognitive function and early response were predictive of early nonadherence. Poor cognitive function and prior nonadherence were predictive of late nonadherence. Living alone was associated with nonadherence both late and during augmentation treatment. CONCLUSION Future studies should consider the role of early response and cognitive function to improve antidepressant adherence, particularly among older adults who live alone.
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Affiliation(s)
- Helene M Altmann
- Department of Psychiatry (HMA, JK, MAG, CFR, STS), University of Pittsburgh, Pittsburgh, PA
| | - Joseph Kazan
- Department of Psychiatry (HMA, JK, MAG, CFR, STS), University of Pittsburgh, Pittsburgh, PA
| | - Marie Anne Gebara
- Department of Psychiatry (HMA, JK, MAG, CFR, STS), University of Pittsburgh, Pittsburgh, PA
| | - Daniel M Blumberger
- Centre for Addiction and Mental Health, Department of Psychiatry (DMB, BHM), University of Toronto, Toronto, ON, Canada
| | - Jordan F Karp
- Department of Psychiatry, College of Medicine (JFK), University of Arizona, Tucson, AZ
| | - Eric J Lenze
- Department of Psychiatry (EJL), Washington University, St. Louis, MO
| | - Benoit H Mulsant
- Centre for Addiction and Mental Health, Department of Psychiatry (DMB, BHM), University of Toronto, Toronto, ON, Canada
| | - Charles F Reynolds
- Department of Psychiatry (HMA, JK, MAG, CFR, STS), University of Pittsburgh, Pittsburgh, PA
| | - Sarah T Stahl
- Department of Psychiatry (HMA, JK, MAG, CFR, STS), University of Pittsburgh, Pittsburgh, PA.
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10
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Solomonov N, Phan DK. Improving Interventions for Loneliness and Social Isolation in Late Life: The Potential Role of Positive Affect. Am J Geriatr Psychiatry 2022; 30:686-688. [PMID: 34937672 PMCID: PMC9106908 DOI: 10.1016/j.jagp.2021.11.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 11/23/2021] [Indexed: 11/20/2022]
Affiliation(s)
- Nili Solomonov
- Weill Cornell Institute of Geriatric Psychiatry, Weill Cornell Medicine, White Plains, NY.
| | - Dustin K Phan
- Weill Cornell Institute of Geriatric Psychiatry, Weill Cornell Medicine, White Plains, NY
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11
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Pei Z, Hu F, Qin W, Zhao Y, Zhang X, Cong X, Liu C, Xu L. The relationship between living arrangements and depression among older adults in Shandong, China: The mediating role of social support. Front Psychiatry 2022; 13:896938. [PMID: 36451767 PMCID: PMC9701745 DOI: 10.3389/fpsyt.2022.896938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 10/25/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND Living arrangements and social support have an impact on depression among older adults. However, the underlying mechanism between those variables remains unknown. This study aims to investigate the mediating role of social support in the relationship between living arrangements and depression among older adults. MATERIALS AND METHODS Multi-stage stratified sampling method was used to select 3,859 older adults from Taian City, Shandong Province, China, for cross-sectional investigation. Living arrangements were measured by a question. Social support and depression were measured using the Multidimensional Scale of Perceived Social Support and Patient Health Questionnaire-9. Multiple linear regression models were used to assess the relationship between living arrangements and depression and the possible influence of social support on the relationship between living arrangements and depression. RESULTS Statistics showed that 15.08% of older adults lived alone. After controlling for covariates, living arrangements (ß = 0.45, t = 2.87, P < 0.01) and social support (ß =-0.08, t =-16.93, P < 0.001) were significantly associated with depression. The linear regression model showed that social support mediated the relationship between living arrangements and depression, and the mediating effect accounted for 18.20% of the total effect. CONCLUSION This study revealed that living arrangements played an essential role in indirectly predicting depression in older adults through social support. This provided evidence for how to reduce depression in older adults.
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Affiliation(s)
- Zhongfei Pei
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Fangfang Hu
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Wenzhe Qin
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Yan Zhao
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Xiaohong Zhang
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Xinxia Cong
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Chuanli Liu
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
| | - Lingzhong Xu
- Centre for Health Management and Policy Research, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China.,National Health Commission Key Laboratory of Health Economics and Policy Research, Cheeloo College of Medicine, Shandong University, Jinan, China.,Center for Health Economics Experiment and Public Policy Research, Shandong University, Jinan, China
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