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Wang M, Xiang H, Wei J, Dou Y, Yan Y, Du Y, Fan H, Zhao L, Ni R, Yang X, Ma X. Identification of blood transcriptome modules associated with suicidal ideation in patients with major depressive disorder. Sci Rep 2025; 15:1067. [PMID: 39774242 PMCID: PMC11706936 DOI: 10.1038/s41598-025-85431-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 01/02/2025] [Indexed: 01/11/2025] Open
Abstract
The risk of suicide in patients with major depressive disorder (MDD) poses a major concern, with studies suggesting that genetics may be a contributing factor. Although there are many transcriptomic studies on postmortem brain tissue related to suicidal behavior, the blood transcriptional mechanisms of suicidal ideation (SI) remain unknown. This study utilized a weighted gene coexpression network analysis (WGCNA) approach to investigate the associations between gene coexpression modules and SI in individuals with MDD using peripheral blood RNA-seq data from 75 MDD patients with SI (MDD_SI), 82 MDD patients without SI (MDD_nSI), and 149 healthy controls (HC). An ANCOVA was conducted to assess differences in gene coexpression modules among groups, with age and sex included as covariates. The gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) databases were used to annotate module functions. Results indicated that the magenta module (associated with RNA splicing processes) differentiated MDD_SI from MDD_nSI (p = 0.021), while the green module (related to immune and inflammatory responses) distinguished MDD_SI from HC (p = 0.004). Additionally, three modules showed differences between MDD_nSI and HC: magenta (p = 0.009), brown (related to innate immunity and mitochondrial metabolism; p = 0.001), and turquoise (associated with energy metabolism and neurodegeneration; p = 0.005). Our findings highlight that gene expression regulation, immune response, and inflammation may be linked to SI in patients with MDD, while pathways associated with innate immunity, energy metabolism, mitochondrial function, and neurodegeneration appear to be more broadly related to MDD.
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Affiliation(s)
- Min Wang
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Hailin Xiang
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Jinxue Wei
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Yikai Dou
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Yushun Yan
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Yue Du
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Huanhuan Fan
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Liansheng Zhao
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Rongjun Ni
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China
| | - Xiao Yang
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China.
| | - Xiaohong Ma
- Mental Health Center, Institute of Psychiatry, West China Hospital, Sichuan University, No.28 South Dianxin Street, Wuhou District, Chengdu, 610041, Sichuan, China.
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Diniz BS, Mulsant BH, Reynolds CF, Blumberger DM, Karp JF, Butters MA, Mendes-Silva AP, Vieira EL, Tseng G, Lenze EJ. Association of Molecular Senescence Markers in Late-Life Depression With Clinical Characteristics and Treatment Outcome. JAMA Netw Open 2022; 5:e2219678. [PMID: 35771573 PMCID: PMC9247739 DOI: 10.1001/jamanetworkopen.2022.19678] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
IMPORTANCE Many older adults with depression do not experience remission with antidepressant treatment, and markers of cellular senescence in late-life depression (LLD) are associated with greater severity of depression, greater executive dysfunction, and higher medical illness burden. Since these clinical characteristics are associated with remission in LLD, molecular and cellular senescence abnormalities could be a possible biological mechanism underlying poor treatment response in this population. OBJECTIVE To examine whether the senescence-associated secretory phenotype (SASP) index was associated with the likelihood of remission from a depressive episode in older adults. DESIGN, SETTING, AND PARTICIPANTS A nonrandomized, open-label clinical trial was conducted between August 2009 and August 2014 in Pittsburgh, Pennsylvania; St Louis, Missouri; and Toronto, Ontario, Canada, with older adults in a current major depressive episode according to the Diagnostic and Statistical Manual of Mental Disorders (Fourth Edition, Text Revision) diagnostic criteria. Data from biomarker analyses were reported according to the clinical trial archived plasma samples run in March 2021. Data were analyzed from June to November 2021. EXPOSURE Venlafaxine extended release (dose ranging from 37.5 mg to 300 mg daily) for up to 12 weeks. MAIN OUTCOMES AND MEASURES The association between a composite biomarker-based index (SASP index) and treatment remission in older adults with major depression was measured using clinical data and blood samples. RESULTS There were 416 participants with a mean (SD) age of 60.02 (7.13) years; 64% (265 participants) were self-reported female, and the mean (SD) Montgomery-Asberg Depression Rating Scale score was 26.6 (5.7). Higher SASP index scores were independently associated with higher rates of nonremission, with an increase of 1 unit in the SASP index score increasing the odds of nonremission by 19% (adjusted odds ratio, 1.19; 95% CI, 1.05-1.35; P = .006). In contrast, no individual SASP factors were associated with remission in LLD. CONCLUSIONS AND RELEVANCE Using clinical data and blood samples from a nonrandomized clinical trial, the results of this study suggest that molecular and cellular senescence, as measured with the SASP index, is associated with worse treatment outcomes in LLD. Combining this index score reflecting interrelated biological processes with other molecular, clinical, and neuroimaging markers may be useful in evaluating antidepressant treatment outcomes. These findings inform a path forward for geroscience-guided interventions targeting senescence to improve remission rates in LLD. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT00892047.
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Affiliation(s)
- Breno S. Diniz
- UConn Center on Aging, University of Connecticut, Farmington
- Department of Psychiatry, University of Connecticut School of Medicine, Farmington
| | - Benoit H. Mulsant
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Charles F. Reynolds
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Daniel M. Blumberger
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jordan F. Karp
- Department of Psychiatry, The University of Arizona College of Medicine, Tucson
| | - Meryl A. Butters
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Ana Paula Mendes-Silva
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Erica L. Vieira
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - George Tseng
- Department of Biostatistics, University of Pittsburgh School of Public Health, Pittsburgh, Pennsylvania
| | - Eric J. Lenze
- Department of Psychiatry, Washington University in St Louis, St Louis, Missouri
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Kilpatrick LA, Krause-Sorio B, Siddarth P, Narr KL, Lavretsky H. Default mode network connectivity and treatment response in geriatric depression. Brain Behav 2022; 12:e2475. [PMID: 35233974 PMCID: PMC9015007 DOI: 10.1002/brb3.2475] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 11/09/2021] [Accepted: 12/08/2021] [Indexed: 12/28/2022] Open
Abstract
OBJECTIVES Default mode network (DMN) connectivity is altered in depression. We evaluated the relationship between changes in within-network DMN connectivity and improvement in depression in a subsample of our parent clinical trial comparing escitalopram/memantine (ESC/MEM) to escitalopram/placebo (ESC/PBO) in older depressed adults (NCT01902004). METHODS Twenty-six participants with major depression (age > 60 years) and subjective memory complaints underwent treatment with ESC/MEM (n = 13) or ESC/PBO (n = 13), and completed baseline and 3-month follow-up resting state magnetic resonance imaging scans. Multi-block partial least squares correlation analysis was used to evaluate the impact of treatment on within-network DMN connectivity changes and their relationship with symptom improvement at 3 months (controlling for age and sex). RESULTS A significant latent variable was identified, reflecting within-network DMN connectivity changes correlated with symptom improvement (p = .01). Specifically, although overall group differences in within-network DMN connectivity changes failed to reach significance, increased within-network connectivity of posterior/lateral DMN regions (precuneus, angular gyrus, superior/middle temporal cortex) was more strongly and positively correlated with symptom improvement in the ESC/MEM group (r = 0.97, 95% confidence interval: 0.86-0.98) than in the ESC/PBO group (r = 0.36, 95% confidence interval: 0.13-0.72). CONCLUSIONS Increased within-network connectivity of core DMN nodes was more strongly correlated with depressive symptom improvement with ESC/MEM than with ESC/PBO, supporting an improved engagement of brain circuitry implicated in the amelioration of depressive symptoms with combined ESC/MEM treatment in older adults with depression and subjective memory complaints.
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Affiliation(s)
- Lisa A Kilpatrick
- G. Oppenheimer Family Center for Neurobiology of Stress and Resilience, Vatche and Tamar Manoukian Division of Digestive Diseases, David Geffen School of Medicine at University of California, Los Angeles, California, USA
| | - Beatrix Krause-Sorio
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California, USA
| | - Prabha Siddarth
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California, USA
| | - Katherine L Narr
- Brain Mapping Center, Departments of Neurology, and Psychiatry and Biobehavioral Sciences, Los Angeles, California, USA
| | - Helen Lavretsky
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California, USA
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Van Dyk K, Siddarth P, Rossetti M, Ercoli LM, Milillo MM, Lavretsky H. Memantine can protect against inflammation-based cognitive decline in geriatric depression. Brain Behav Immun Health 2020; 9:100167. [PMID: 34589902 PMCID: PMC8474499 DOI: 10.1016/j.bbih.2020.100167] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 10/22/2020] [Accepted: 10/23/2020] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Geriatric depression is frequently accompanied by cognitive complaints and inflammation that increase risk for treatment-resistant depression and dementia. Memantine, a neuroprotective drug, can improve depression, inflammation, and help prevent cognitive decline. In our six-month clinical trial, escitalopram/memantine (ESC/MEM) improved mood and cognition compared to escitalopram/placebo treatment (ESC/PBO; NCT01902004). In this report, we examined the impact of baseline inflammation on mood and cognitive outcomes. MATERIALS AND METHODS We measured a panel of inflammatory cytokine markers using Human 38-plex magnetic cytokine/chemokine kits (EMD Millipore, HCYTMAG-60K-PX38) in 90 older adults 60 years and older with major depression enrolled in a 6-month double-blind placebo-controlled trial of escitalopram + memantine (ESC/MEM) in depressed older adults with subjective memory complaints. Four cytokine factors were derived and linear models were estimated to examine the predictive ability of cytokine levels on treatment induced change in depression and cognition. RESULTS Of the 90 randomized participants, 62 completed the 6-month follow up assessment. Both groups improved significantly on depression severity (HAM-D score), but not on cognitive outcomes at six months. Cytokine factor scores were not significantly different between ESC/MEM (n = 45) and ESC/PBO (n = 45) at baseline. Pro-inflammatory biomarkers at baseline predicted a decline in executive functioning in the ESC/PBO group but not in the ESC/MEM group, interaction F(1,52) = 4.63, p = .04. DISCUSSION In this exploratory analysis, the addition of memantine to escitalopram provided a protective effect on executive functioning in older depressed adults. Future studies are needed to replicate the association of cytokine markers to antidepressant and neuroprotective treatment-related change in cognition in geriatric depression.
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Affiliation(s)
- Kathleen Van Dyk
- Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Prabha Siddarth
- Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Maura Rossetti
- UCLA Immunogenetics Center, Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Linda M. Ercoli
- Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Michaela M. Milillo
- Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
| | - Helen Lavretsky
- Semel Institute for Neuroscience and Human Behavior, UCLA, Los Angeles, CA, USA
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