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Vieira TDS, Freitas FV, Silva Neto LCB, Borçoi AR, Mendes SO, Olinda AS, Moreno IAA, Quaioto BR, de Souza MLM, Barbosa WM, Arpini JK, Sorroche BP, de Assis Pinheiro J, Archanjo AB, dos Santos JG, Arantes LMRB, de Oliveira DR, da Silva AMA. An industrialized diet as a determinant of methylation in the 1F region of the NR3C1 gene promoter. Front Nutr 2024; 11:1168715. [PMID: 38633601 PMCID: PMC11021719 DOI: 10.3389/fnut.2024.1168715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 01/25/2024] [Indexed: 04/19/2024] Open
Abstract
Background Dietary composition can modify gene expression, favoring the development of chronic diseases via epigenetic mechanisms. Objective Our study aimed to investigate the relationship between dietary patterns and NR3C1 gene methylation in users of the Brazilian Public Unified Health System (SUS). Methods We recruited 250 adult volunteers and evaluated their socioeconomic status, psychosocial characteristics, lifestyle, and anthropometrics. Peripheral blood was collected and evaluated for cortisol levels, glycemia, lipid profile, and insulin resistance; methylation of CpGs 40-47 of the 1F region of the NR3C1 gene was also measured. Factors associated with degree of methylation were evaluated using generalized linear models (p < 0.05). Lifestyle variables and health variables were included as confounding factors. Results The findings of our cross-sectional study indicated an association between NR3C1 DNA methylation and intake of processed foods. We also observed relevant associations of average NR3C1 DNA across the segment analyzed, methylation in component 1 (40-43), and methylation in component 2 (44-47) with a pattern of consumption of industrialized products in relation to BMI, serum cortisol levels, and lipid profile. These results may indicate a relationship between methylation and metabolic changes related to the stress response. Conclusion These findings suggest an association of methylation and metabolic alterations with stress response. In addition, the present study highlights the significant role of diet quality as a stress-inducing factor that influences NR3C1 methylation. This relationship is further linked to changes in psychosocial factors, lifestyle choices, and cardiometabolic variables, including glucose levels, insulin resistance, and hyperlipidemia.
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Affiliation(s)
- Tamires dos Santos Vieira
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | | | | | - Aline Ribeiro Borçoi
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | | | - Amanda Sgrancio Olinda
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | - Ivana Alece Arantes Moreno
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | - Bárbara Risse Quaioto
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | | | - Wagner Miranda Barbosa
- Department of Pharmacy and Nutrition, Federal University of Espírito Santo, Alegre, Brazil
| | | | | | - Julia de Assis Pinheiro
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | - Anderson Barros Archanjo
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
| | | | | | | | - Adriana Madeira Alvares da Silva
- Program of Post-Graduation in Biotechnology/Renorbio, Federal University of Espírito Santo, Vitória, Brazil
- Department of Morphology, Federal University of Espirito Santo, Vitória, Brazil
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Chen HS, Wang F, Chen JG. Epigenetic mechanisms in depression: Implications for pathogenesis and treatment. Curr Opin Neurobiol 2024; 85:102854. [PMID: 38401316 DOI: 10.1016/j.conb.2024.102854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Revised: 02/03/2024] [Accepted: 02/05/2024] [Indexed: 02/26/2024]
Abstract
The risk of depression is influenced by both genetic and environmental factors. It has been suggested that epigenetic mechanisms may mediate the risk of depression following exposure to adverse life events. Epigenetics encompasses stable alterations in gene expression that are controlled through transcriptional, post-transcriptional, translational, or post-translational processes, including DNA modifications, chromatin remodeling, histone modifications, RNA modifications, and non-coding RNA (ncRNA) regulation, without any changes in the DNA sequence. In this review, we explore recent research advancements in the realm of epigenetics concerning depression. Furthermore, we evaluate the potential of epigenetic changes as diagnostic and therapeutic biomarkers for depression.
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Affiliation(s)
- Hong-Sheng Chen
- Department of Pharmacology, School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China; The Key Laboratory for Drug Target Researches and Pharmacodynamic Evaluation of Hubei Province, Wuhan 430030, China; The Research Center for Depression, Tongji Medical College, Huazhong University of Science, Wuhan 430030, China
| | - Fang Wang
- Department of Pharmacology, School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China; The Key Laboratory for Drug Target Researches and Pharmacodynamic Evaluation of Hubei Province, Wuhan 430030, China; The Research Center for Depression, Tongji Medical College, Huazhong University of Science, Wuhan 430030, China; The Key Laboratory of Neurological Diseases (HUST), Ministry of Education of China, Wuhan 430030, China
| | - Jian-Guo Chen
- Department of Pharmacology, School of Basic Medicine, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China; The Key Laboratory for Drug Target Researches and Pharmacodynamic Evaluation of Hubei Province, Wuhan 430030, China; The Research Center for Depression, Tongji Medical College, Huazhong University of Science, Wuhan 430030, China; The Key Laboratory of Neurological Diseases (HUST), Ministry of Education of China, Wuhan 430030, China.
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Yuan D, Meng Y, Ai Z, Zhou S. Research trend of epigenetics and depression: adolescents' research needs to strengthen. Front Neurosci 2024; 17:1289019. [PMID: 38249586 PMCID: PMC10799345 DOI: 10.3389/fnins.2023.1289019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 11/30/2023] [Indexed: 01/23/2024] Open
Abstract
Objective With its high prevalence, depression's pathogenesis remains unclear. Recent attention has turned to the interplay between depression and epigenetic modifications. However, quantitative bibliometric analyses are lacking. This study aims to visually analyze depression epigenetics trends, utilizing bibliometric tools, while comprehensively reviewing its epigenetic mechanisms. Methods Utilizing the Web of Science core dataset, we collected depression and epigenetics-related studies. Employing VOSViewer software, we visualized data on authors, countries, journals, and keywords. A ranking table highlighted field leaders. Results Analysis encompassed 3,469 depression epigenetics studies published from January 2002 to June 2023. Key findings include: (1) Gradual publication growth, peaking in 2021; (2) The United States and its research institutions leading contributions; (3) Need for enhanced collaborations, spanning international and interdisciplinary efforts; (4) Keyword clustering revealed five main themes-early-life stress, microRNA, genetics, DNA methylation, and histone acetylation-highlighting research hotspots; (5) Limited focus on adolescent depression epigenetics, warranting increased attention. Conclusion Taken together, this study revealed trends and hotspots in depression epigenetics research, underscoring global collaboration, interdisciplinary fusion, and multi-omics data's importance. It discussed in detail the potential of epigenetic mechanisms in depression diagnosis and treatment, advocating increased focus on adolescent research in this field. Insights aid researchers in shaping their investigative paths toward understanding depression's epigenetic mechanisms and antidepressant interventions.
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Affiliation(s)
- Dongfeng Yuan
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, China
| | - Yitong Meng
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, China
| | - Zhongzhu Ai
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, China
- Hubei Shizhen Laboratory, Wuhan, China
- Modern Engineering Research Center of Traditional Chinese Medicine and Ethnic Medicine of Hubei Province, Wuhan, China
| | - Shiquan Zhou
- Faculty of Pharmacy, Hubei University of Chinese Medicine, Wuhan, China
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The associations between DNA methylation and depression: A systematic review and meta-analysis. J Affect Disord 2023; 327:439-450. [PMID: 36717033 DOI: 10.1016/j.jad.2023.01.079] [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: 06/27/2022] [Revised: 01/12/2023] [Accepted: 01/21/2023] [Indexed: 01/30/2023]
Abstract
BACKGROUND Growing evidence suggests that epigenetic modification is vital in biological processes of depression. Findings from studies exploring the associations between DNA methylation and depression have been inconsistent. METHODS A systematical search of EMBASE, PubMed, Web of Science, and PsycINFO databases was conducted to include studies focusing on the associations between DNA methylation and depression (up to November 1st 2021) according to PRISMA guidelines with registration in PROSPERO (CRD42021288664). RESULTS A total of 47 studies met inclusion criteria and 31 studies were included in the meta-analysis. This meta-analysis found that genes hypermethylation, including BDNF (OR: 1.15, 95%CI: 1.01-1.32, I2 = 90 %), and NR3C1 (OR: 1.43, 95%CI: 1.09-1.87, I2 = 88 %) was associated with increased risk of depression. Significant association of SLC6A4 hypermethylation with depression was only found in the subgroup of using original data (OR: 1.09, 95%CI: 1.01-1.19, I2 = 52 %). BDNF hypermethylation could increase the risk of depression only in the Asian population (OR: 1.18, 95%CI: 1.01-1.40, I2 = 91 %), and significant associations of NR3C1 hypermethylation with depression were found in the group for depressive symptoms (OR: 1.34, 95%CI: 1.08-1.67, I2 = 85 %), but not for depressive disorder (OR: 1.89, 95%CI: 0.54-6.55, I2 = 94 %). LIMITATIONS More studies are needed to explore the factors that might influence the estimates owing to the contextual heterogeneity of the pooling of included studies. CONCLUSIONS It is noted that DNA hypermethylation, namely BDNF and NR3C1, is associated with increased risk of depression. The findings in this study could provide some material evidence for preventing and diagnosing of depression.
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Mendonça MS, Mangiavacchi PM, Mendes AV, Loureiro SR, Martín-Santos R, Glória LS, Marques W, De Marco SPG, Kanashiro MM, Hallak JEC, Crippa JAS, Rios ÁFL. DNA methylation in regulatory elements of the FKBP5 and NR3C1 gene in mother-child binomials with depression. J Affect Disord 2023; 331:287-299. [PMID: 36933666 DOI: 10.1016/j.jad.2023.03.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 02/24/2023] [Accepted: 03/11/2023] [Indexed: 03/20/2023]
Abstract
BACKGROUND The FKBP5 and NR3C1 genes play an important role in stress response, thus impacting mental health. Stress factor exposure in early life, such as maternal depression, may contribute to epigenetic modifications in stress response genes, increasing the susceptibility to different psychopathologies. The present study aimed to evaluate the DNA methylation profile in maternal-infant depression in regulatory regions of the FKBP5 gene and the alternative promoter of the NR3C1 gene. METHODS We evaluated 60 mother-infant pairs. The levels of DNA methylation were analyzed by the MSRED-qPCR technique. RESULTS We observed an increased DNA methylation profile in the NR3C1 gene promoter in children with depression and children exposed to maternal depression (p < 0.05). In addition, we observed a correlation of DNA methylation between mothers and offspring exposed to maternal depression. This correlation shows a possible intergenerational effect of maternal MDD exposure on the offspring. For FKBP5, we found a decrease in DNA methylation at intron 7 in children exposed to maternal MDD during pregnancy and a correlation of DNA methylation between mothers and children exposed to maternal MDD (p < 0.05). LIMITATIONS Although the individuals of this study are a rare group, the sample size of the study was small, and we evaluated the DNA methylation of only one CpG site for each region. CONCLUSION These results indicate changes in DNA methylation levels in regulatory regions of FKBP5 and NR3C1 in the mother-child MDD context and represent a potential target of studies to understand the depression etiology and how it occurs between generations.
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Affiliation(s)
- Mariana S Mendonça
- Laboratory of Biotechnology, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes, Rio de Janeiro 28013-602, Brazil
| | - Paula M Mangiavacchi
- Laboratory of Reproduction and Animal Breeding, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes, Rio de Janeiro 28013-602, Brazil
| | - Ana V Mendes
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Sonia R Loureiro
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Rocio Martín-Santos
- Instituto Nacional de Ciência e Tecnologia Translacional em Medicina Translational Medicine (INCT-TM), National Council for Scientific and Technological Development, São Paulo, Brazil; Department of Psychiatry and Psychology, Hospital Clínic, Institut d' Investigacions Biomedicas August Pi I Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red en Salud Mental (CIBERSAM), Instituto de Neurociencias, University of Barcelona, Barcelona 08036, Spain
| | - Leonardo S Glória
- Laboratory of Animal Science, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes, Rio de Janeiro 28013-602, Brazil
| | - Wilson Marques
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Silmara P G De Marco
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil
| | - Milton M Kanashiro
- Laboratory of Recognition Biology, North Fluminense State University (UENF), Campos dos Goytacazes, Rio de Janeiro 28013-602, Brazil
| | - Jaime E C Hallak
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil; Instituto Nacional de Ciência e Tecnologia Translacional em Medicina Translational Medicine (INCT-TM), National Council for Scientific and Technological Development, São Paulo, Brazil
| | - José A S Crippa
- Department of Neurosciences and Behavioral Sciences, USP, Ribeirão Preto, São Paulo 14051-140, Brazil; Instituto Nacional de Ciência e Tecnologia Translacional em Medicina Translational Medicine (INCT-TM), National Council for Scientific and Technological Development, São Paulo, Brazil
| | - Álvaro F L Rios
- Laboratory of Biotechnology, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes, Rio de Janeiro 28013-602, Brazil.
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Quaioto BR, Borçoi AR, Mendes SO, Doblas PC, Dos Santos Vieira T, Arantes Moreno IA, Dos Santos JG, Hollais AW, Olinda AS, de Souza MLM, Freitas FV, Pinheiro JA, Cunha ER, Sorroche BP, Arantes LMRB, Álvares-da-Silva AM. Tobacco use modify exon IV BDNF gene methylation levels in depression. J Psychiatr Res 2023; 159:240-248. [PMID: 36753898 DOI: 10.1016/j.jpsychires.2023.01.038] [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: 08/05/2022] [Revised: 01/23/2023] [Accepted: 01/26/2023] [Indexed: 01/31/2023]
Abstract
This study aimed to investigate BDNF gene methylation in individuals with depression based on tobacco use. Therefore, 384 adults from southeastern Brazil were recruited to assess depression, socioeconomic status, lifestyle, and methylation by pyrosequencing exon IV promoter region of the BDNF gene. The Generalized Linear Model (GzLM) was used to check the effect of depression, tobacco, and the interaction between depression and tobacco use in methylation levels. In addition, the Kruskal-Wallis test, followed by Dunn's post hoc test, was used to compare methylation levels. Interaction between depression and tobacco use was significant at levels of BDNF methylation in the CpG 5 (p = 0.045), 8 (p = 0.016), 9 (p = 0.042), 10 (p = 0.026) and mean 5-11 (p < 0.001). Dunn's post hoc test showed that individuals with depression and tobacco use compared to those with or without depression who did not use tobacco had lower levels of BDNF methylation in CpG 5, 6, 7, 8, 9, 11, and mean 5-11. Therefore, we suggest that tobacco use appears to interfere with BDNF gene methylation in depressed individuals.
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Affiliation(s)
- Bárbara Risse Quaioto
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil.
| | - Aline Ribeiro Borçoi
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Suzanny Oliveira Mendes
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Paola Cerbino Doblas
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Tamires Dos Santos Vieira
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Ivana Alece Arantes Moreno
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Joaquim Gasparini Dos Santos
- ICESP, Center for Translational Research in Oncology, Instituto Do Câncer Do Estado de São Paulo, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil; Multiprofessional Residency Program in Adult Oncology Care, Comissão de Residência Multiprofissional/Hospital Das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
| | - André Willian Hollais
- Department of Physiological Sciences, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Amanda Sgrancio Olinda
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | | | - Flávia Vitorino Freitas
- Department of Pharmacy and Nutrition, Universidade Federal Do Espírito Santo, Alegre, Espírito Santo, Brazil
| | - Júlia Assis Pinheiro
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Ester Ribeiro Cunha
- Department of Morphology, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
| | - Bruna Pereira Sorroche
- Molecular Oncology Research Center, Hospital Do Câncer de Barretos, Barretos, São Paulo, Brazil
| | | | - Adriana Madeira Álvares-da-Silva
- Biotechnology Postgraduate Program/RENORBIO, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil; Department of Morphology, Universidade Federal Do Espírito Santo, Vitória, Espírito Santo, Brazil
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Tan Y, Zhou L, Huang J, Chen X, Wu Y, Song X, Wang J, Hu H, Yang Q. Vitamin B12, Folate, Homocysteine, Inflammatory Mediators (Interleukin-6, Tumor Necrosis Factor-α and C-Reactive Protein) Levels in Adolescents with Anxiety or Depressive Symptoms. Neuropsychiatr Dis Treat 2023; 19:785-800. [PMID: 37056916 PMCID: PMC10089149 DOI: 10.2147/ndt.s399378] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Accepted: 03/15/2023] [Indexed: 04/15/2023] Open
Abstract
Purpose To evaluate the prevalence of abnormal vitamin B12, folate, total homocysteine (tHcy), interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α), C-reactive protein (CRP) levels, to analyze the relationship between these parameters and the severity of anxiety or depressive symptoms, and to explore the possible factors associated with abnormal levels of these parameters in adolescents with anxiety or depressive symptoms. Methods Adolescent (aged 12-18 years) outpatients with anxiety or depressive symptoms were recruited. The patient health questionnaire-9 and generalized anxiety disorder scale-7 were used to measure the severity of depression and anxiety. Serum vitamin B12, folate, tHcy, IL-6, TNF-α, and CRP levels were determined. Results 128 subjects were recruited. The prevalence of vitamin B12 and folate deficiency, tHcy, TNF-α, IL-6, and CRP elevation was 8.6%, 10.2%, 25.8%, 14.8%, 21.9%, and 10.2%, respectively, in adolescents with anxiety or depressive symptoms. Lower vitamin B12 levels were correlated with a higher risk of severe anxiety and depressive symptoms. The severity of some symptoms of anxiety or depression were weakly correlated with vitamin B12, folate, tHcy, IL-6, and CRP levels. Vitamin B12, folate, and tHcy levels were not associated with inflammatory mediators. Vitamin B12 deficiency was associated with older age and higher tHcy levels. Folate deficiency was associated with elevated tHcy. Elevated tHcy was associated with lower vitamin B12 and folate levels. IL-6 elevation was associated with elevated CRP and TNF-α. CRP elevation was associated with older age, higher BMI, and current drinking. Conclusion Lower vitamin B12 levels were correlated with a higher risk of severe anxiety or depressive symptoms. Weak correlations were observed between the severity of some symptoms of anxiety or depression and vitamin B12, folate, tHcy, IL-6, and CRP levels. Vitamin B12, folate, and tHcy levels were related to each other. IL-6 elevation was associated with elevated CRP and TNF-α. CRP elevation was associated with older age, higher BMI, and current drinking.
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Affiliation(s)
- Yongjun Tan
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Li Zhou
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Jiagui Huang
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Xia Chen
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Youlin Wu
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Xiaosong Song
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Jiani Wang
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
| | - Hua Hu
- Department of Psychiatry, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
- Hua Hu, Department of Psychiatry, The First Affiliated Hospital of Chongqing Medical University, 1 Youyi Road, Yuzhong District, Chongqing, 400016, People’s Republic of China, Tel +86-23-89012008, Fax +86-23-68811487, Email
| | - Qin Yang
- Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People’s Republic of China
- Correspondence: Qin Yang, Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, 1 Youyi Road, Yuzhong District, Chongqing, 400016, People’s Republic of China, Tel +86-23-89012008, Fax +86-23-68811487, Email
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The protective effects of curcumin on depression: Genes, transcription factors, and microRNAs involved. J Affect Disord 2022; 319:526-537. [PMID: 36162691 DOI: 10.1016/j.jad.2022.09.108] [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: 03/13/2022] [Revised: 09/11/2022] [Accepted: 09/20/2022] [Indexed: 12/06/2022]
Abstract
BACKGROUND We aim to identify the molecular mechanisms for curcumin's anti-depressant properties, including genes, transcription factors, and miRNAs. METHODS The Comparative Toxicogenomics Database, GeneMania, Metascape, MIENTURNET, and Cytoscape software were used as important data approaches in this study. RESULTS Curcumin may have an anti-depressant effect via the relevant genes: ADORA2A, ALB, BDNF, FGF2, GLO1, GSK3B, IL6, MIF, NOS1, PTGS2, RELN, SELP, SOD1, and NR3C1. Co-expression (50.7 %) and physical interactions (28.7 %) were the primary relationships discovered by gene network analysis. The key pathways involved in curcumin's protective function against depression were "spinal cord injury", "regulation of apoptotic signaling pathway", "positive regulation of protein phosphorylation", "folate metabolism", "neuroinflammation and glutamatergic signaling", and "inflammation response". We also observed 74 miRNAs associated with depression that are targeted by curcumin, with hsa-miR-146a-5p having the greatest expression and interaction. PLSCR1, SNAI1, ZNF267, ATF3, and GTF2B were the most important transcription factors that regulated four curcumin-targeted genes. Curcumin's physicochemical characteristics and pharmacokinetics are consistent with its antidepressant effects due to its high gastrointestinal absorption, which did not remove it from the CNS, and its ability to penetrate the blood-brain barrier. Curcumin also inhibits CYP1A9 and CYP3A4. LIMITATIONS A toxicogenomic design in silico was applied. CONCLUSIONS Our findings suggest that therapy optimization and further research into curcumin's pharmacological properties are required before it may be utilized to treat depression.
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Amin M, Syed S, Wu R, Postolache TT, Gragnoli C. Familial Linkage and Association of the NR3C1 Gene with Type 2 Diabetes and Depression Comorbidity. Int J Mol Sci 2022; 23:ijms231911951. [PMID: 36233250 PMCID: PMC9569497 DOI: 10.3390/ijms231911951] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Revised: 09/28/2022] [Accepted: 10/05/2022] [Indexed: 11/16/2022] Open
Abstract
Impairment in the hypothalamic-pituitary-adrenal (HPA) axis and cortisol pathway may be major contributing factors to the common pathogenesis of major depressive disorders (MDD) and type 2 diabetes (T2D). A significant player in the neuroendocrine HPA axis and cortisol response is the glucocorticoid receptor (GR), which is encoded by the nuclear receptor subfamily 3 group C member (NR3C1) gene. Variants in the NR3C1 gene have been reported in patients with MDD and obesity and found to confer reduced risk for quantitative metabolic traits and T2D in Cushing syndrome; variants have not been reported in T2D and MDD-T2D comorbid patients. We studied 212 original Italian families with a rich family history for T2D and tested 24 single nucleotide polymorphisms (SNPs) in the NR3C1 gene for linkage to and linkage disequilibrium (LD) with T2D and MDD across different inheritance models. We identified a total of 6 novel SNPs significantly linked/in LD to/with T2D (rs6196, rs10482633, rs13186836, rs13184611, rs10482681 and rs258751) and 1 SNP (rs10482668) significantly linked to/in LD with both T2D and MDD. These findings expand understanding of the role that NR3C1 variants play in modulating the risk of T2D-MDD comorbidity. Replication and functional studies are needed to confirm these findings.
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Affiliation(s)
- Mutaz Amin
- Institut National de la Santé et de la Recherche Médicale (INSERM), US14-Orphanet, 75014 Paris, France
- Department of Biochemistry and Molecular Biology, Faculty of Medicine, Al-Neelain University, Khartoum 11121, Sudan
| | - Shumail Syed
- Division of Endocrinology, Department of Medicine, Creighton University School of Medicine, Omaha, NE 68124, USA
| | - Rongling Wu
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, PA 17033, USA
- Department of Statistics, Penn State College of Medicine, Hershey, PA 17033, USA
| | - Teodor Tudorel Postolache
- Mood and Anxiety Program, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD 21201, USA
- Rocky Mountain Mental Illness Research Education and Clinical Center (MIRECC), Veterans Integrated Service Network (VISN) 19, Military and Veteran Microbiome: Consortium for Research and Education (MVM-CoRE), Denver, CO 80246, USA
- Mental Illness Research Education and Clinical Center (MIRECC), Veterans Integrated Service Network (VISN) 5, VA Capitol Health Care Network, Baltimore, MD 21090, USA
| | - Claudia Gragnoli
- Division of Endocrinology, Department of Medicine, Creighton University School of Medicine, Omaha, NE 68124, USA
- Department of Public Health Sciences, Penn State College of Medicine, Hershey, PA 17033, USA
- Molecular Biology Laboratory, Bios Biotech Multi-Diagnostic Health Center, 00197 Rome, Italy
- Correspondence: ; Tel.: +1-(508)-246-9330
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Zou Z, Xiang M, Zhang Y, Huang Y, Wang J, He Y, Min W, Zhou B. Associations of DNA methylation of HPA axis-related genes and neuroendocrine abnormalities in panic disorder. Psychoneuroendocrinology 2022; 142:105777. [PMID: 35504198 DOI: 10.1016/j.psyneuen.2022.105777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 04/24/2022] [Accepted: 04/24/2022] [Indexed: 11/17/2022]
Abstract
OBJECTIVE The purpose of this study was to investigate the role of aberrant DNA methylation of hypothalamic-pituitary-adrenal (HPA) axis-related genes (CRHR1, CRHR2, CRH, FKBP5, HSP90AA1, NR3C1, and POMC) in panic disorder (PD) development. We investigated the correlation among gene methylation levels, adrenocorticotropic hormone (ACTH), cortisol, and PD severity in patients. METHODS We compared the methylation levels of HPA axis-related genes between 178 patients with PD and 184 healthy controls using MethylTarget. We then measured ACTH and cortisol levels using chemiluminescence. Disease severity was assessed using the Panic Disorder Severity Scale. RESULTS Compared with healthy controls, patients with PD displayed significantly higher levels of ACTH and cortisol, and significantly reduced methylation levels of CRHR1, FKBP5, HSP90AA1, and NR3C1 after correcting for multiple testing using the false discovery method. A significant positive correlation was observed between the methylation of CRHR1, CRHR2, and NR3C1 and ACTH levels in patients with PD, and methylation levels of CRHR1 and NR3C1 were significantly positively related to cortisol levels. In addition, a negative correlation was observed between PD severity and the methylation of CRH, CRHR1, CRHR2, and HSP90AA1. CONCLUSION Aberrant methylation of HPA axis-related genes may predict PD development and impact ACTH and cortisol levels.
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Affiliation(s)
- Zhili Zou
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China; Department of Psychosomatic Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu 611731, China.
| | - Miao Xiang
- Department of Psychosomatic Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu 611731, China
| | - Yuan Zhang
- Personalized Drug Therapy Key Laboratory of Sichuan Province, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Yulan Huang
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Jinyu Wang
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Ying He
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Wenjiao Min
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China
| | - Bo Zhou
- Provincial Center for Mental Health, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu 610072, China; Key Laboratory of psychosomatic medicine,Chinese Academy of Medical Sciences, Chengdu 610072, China.
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11
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Xin N, Wang DT, Zhang L, Zhou Y, Cheng Y. Early developmental stage glucocorticoid exposure causes DNA methylation and behavioral defects in adult zebrafish. Comp Biochem Physiol C Toxicol Pharmacol 2022; 256:109301. [PMID: 35182718 DOI: 10.1016/j.cbpc.2022.109301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 01/21/2022] [Accepted: 02/12/2022] [Indexed: 11/20/2022]
Abstract
Post-traumatic stress disorder (PTSD) is a psychiatric disorder caused by genetic and environmental factors. It is closely related to a dysfunction of the hypothalamic-pituitary-adrenal (HPA) axis, in which the epigenetic modification of the nr3c1 plays an important role. It is well known that nr3c1 methylation in offspring is reportedly related to early adverse life experiences, prenatal stress response, and early nursing conditions; however, the methylation location and extent of the nr3c1 are not sufficiently elucidated. In order to study the internal mechanism of PTSD caused by early adverse life experience, we used zebrafish to construct a psychopathological model. We found that early developmental stage prednisolone exposure caused HPA axis negative feedback dysfunction and hormone secretion disorder in adult male zebrafish. By analyzing nr3c1 promoter, we found that cytosine-guanine island (CpGI) 2 was highly methylated in adult male zebrafish, which affected the expression of glucocorticoid receptor, resulting in abnormal behavior and anxiety like phenotype of adult male zebrafish. Therefore, we believed that an early exposure of zebrafish larvae to prednisolone may be recorded through a change of CpGI 2 methylation in the nr3c1 promoter region, causing abnormal adult male zebrafish behavior. Moreover, the establishment of the zebrafish psychopathological model may facilitate the study of the clinical management of patients with PTSD.
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Affiliation(s)
- Ning Xin
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu 221000, China
| | - Da-Tong Wang
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu 221000, China
| | - Li Zhang
- Department of Geriatrics, Jinan Laigang Hospital, No.68 Xinxing Road, Jinan, Shandong 271100, China
| | - Yanlong Zhou
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu 221000, China
| | - Yanbo Cheng
- Department of Neurology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu 221000, China.
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12
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Prenatal earthquake stress exposure in different gestational trimesters is associated with methylation changes in the glucocorticoid receptor gene (NR3C1) and long-term working memory in adulthood. Transl Psychiatry 2022; 12:176. [PMID: 35487912 PMCID: PMC9054818 DOI: 10.1038/s41398-022-01945-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Accepted: 04/21/2022] [Indexed: 11/08/2022] Open
Abstract
Prenatal stress exposure is thought to affect the long-term development of the foetal brain via the HPA axis and to change health outcomes in adulthood, including working memory (WM). The potential mechanism is that there is a critical period of brain development of the foetus, which is a result of selective adaptation to the external environment. The human glucocorticoid gene (NR3C1) is associated with memory and cognition. This study investigates the association between earthquake stress during pregnancy and CpG methylation of the NR3C1 exon 1F promoter and its influence on working memory in adulthood. DNA methylation analysis using bisulfite sequencing PCR was quantified in 176 subjects who were exposed or not exposed to intrauterine earthquake and were divided into three groups based on the pregnancy trimester. The Hopkins Verbal Learning Test-Revised (HVLT-R) and Brief Visuospatial Memory Test-Revised (BVMT-R) were used to assess working memory performance. The methylated NR3C1 exon 1F promoter of the prenatal earthquake exposure (PEE) group was significantly higher than that of the control group (CN). Analysis of subgroups indicated that the subjects in the second trimester of PEE group showed significantly higher methylation than those in the third trimester. Significantly low BVMT-R scores were detected in those who experienced prenatal earthquake in the second trimester of PEE group. Methylated CpG site 1 may play a critical role in contributing to lower BVMT-R scores in the second trimester in the PEE group, and may offer a potential epigenetic mechanism that links prenatal stress and long-term effects on working memory.
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13
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Borçoi AR, Mendes SO, Moreno IAA, Gasparini Dos Santos J, Freitas FV, Pinheiro JA, Oliveira MMD, Barbosa WM, Arpini JK, Archanjo AB, Hollais AW, Couto CVMDS, David CVC, Risse Quaioto B, Sorroche BP, Louro ID, Arantes LMRB, Silva AMÁD. Food and nutritional insecurity is associated with depressive symptoms mediated by NR3C1 gene promoter 1F methylation. Stress 2021; 24:814-821. [PMID: 33977868 DOI: 10.1080/10253890.2021.1923692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The aim of this study was to investigate socioeconomic stressors predictive of depressive symptoms and possible epigenetic changes in the glucocorticoid receptor - NR3C1-1F - an encoding gene involved in depressive symptoms. A total of 321 adult volunteers from southeastern Brazil were recruited to evaluate depressive symptoms, socio-demographic and economic factors, including food and nutritional security (FNS) or insecurity (FNiS) status, and NR3C1-1F region methylation by pyrosequencing. Depressive symptom determinants were investigated using a Poisson regression model with robust variance. Mann-Whitney tests and structural mediation equation models were used to evaluate the relationship between NR3C1 DNA methylation, FNiS, and depressive symptoms. Multivariate Poisson regression with robust variance adjusted for sex and FNiS and NR3C1-1F region methylation predicted risk factors for depressive symptoms. Mediation analysis revealed that NR3C1-1F region methylation mediated the relationship between FNiS exposure and depressive symptoms as an outcome, and depressive volunteers and FNiS individuals exhibited a significant increase in NR3C1 methylation when compared to healthy individuals and FNS volunteers, respectively. Therefore, we suggest that stress caused by FNiS may lead to depressive symptoms and that NR3C1-1F DNA methylation can act as a mediator of both FNiS and depressive symptoms.
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Affiliation(s)
- Aline Ribeiro Borçoi
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | - Suzanny Oliveira Mendes
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | | | | | - Flávia Vitorino Freitas
- Department of Pharmacy and Nutrition, Universidade Federal do Espírito Santo, Alegre, Brazil
| | - Júlia Assis Pinheiro
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | - Mayara Mota de Oliveira
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | - Wagner Miranda Barbosa
- Department of Pharmacy and Nutrition, Universidade Federal do Espírito Santo, Alegre, Brazil
| | - Juliana Krüger Arpini
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | - Anderson Barros Archanjo
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | | | | | | | - Bárbara Risse Quaioto
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | | | - Iuri Drumond Louro
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
| | | | - Adriana Madeira Álvares-da- Silva
- Biotechnology/Renorbio Postgraduate Program, Universidade Federal do Espírito Santo, Vitória, Brazil
- Department of Morphology, Universidade Federal do Espírito Santo, Vitória, Brazil
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Bivanco-Lima D, Santos IDS, Wang YP, Viana MC, Andrade LH, Lotufo PA, Benseñor IJM. Cardiovascular risk factors and major depressive disorder: a cross-sectional study in São Paulo, Brazil. SAO PAULO MED J 2021; 139:364-371. [PMID: 34161521 PMCID: PMC9615582 DOI: 10.1590/1516-3180.2020.0054.r1.1802021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2020] [Accepted: 02/18/2021] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Cardiovascular risk factors can mediate the association between depression and cardiovascular diseases. OBJECTIVE To evaluate cardiovascular risk factors in adult individuals with and without histories of major depression in the metropolitan region of São Paulo, Brazil. DESIGN AND SETTING Cross-sectional study in São Paulo (SP), Brazil. METHODS This study evaluated 423 individuals without any lifetime diagnosis of major depression and 203 individuals with a previous diagnosis of major depression (n = 626). The participants underwent a psychiatric evaluation using a structured clinical interview (SCID-1), an anthropometric evaluation and a clinical evaluation that included blood pressure measurement and assessment of fasting blood glucose, lipid profile and physical activity levels. RESULTS Individuals with histories of major depression were more likely to be female (P < 0.0001). Individuals with lifetime diagnoses of major depression were more likely to be current smokers (odds ratio, OR 1.61; 95% confidence interval, CI 1.01-2.59) and to have diabetes (OR 1.79; 95% CI 1.01-3.21); and less likely to be obese (OR 0.58; 95% CI 0.35-0.94). CONCLUSION Individuals with major depression had higher odds of presenting tobacco smoking and diabetes, and lower odds of being obese. Healthcare professionals need to be aware of this, so as to increase the rates of diagnosis and treatment in this population.
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Affiliation(s)
- Danielle Bivanco-Lima
- MD, PhD. Professor, Department of Public Health, Faculdade de Ciências Médicas da Santa Casa de São Paulo (FCMSP), São Paulo (SP), Brazil.
| | - Itamar de Souza Santos
- MD, PhD. Center for Clinical and Epidemiological Research, Hospital Universitário (HU), Universidade de Sao Paulo, Sao Paulo, SP, BR, and Professor, Department of Internal Medicine, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, SP, BR
| | - Yuan-Pang Wang
- MD, PhD. Assistant Professor, Section of Psychiatric Epidemiology (LIM-23), Institute of Psychiatry, Hospital das Clínicas FMUSP, Faculdade de Medicina, Universidade de São Paulo, Sao Paulo, SP, BR.
| | - Maria Carmen Viana
- MD, PhD. Professor, Postgraduate Program on Collective Health, Universidade Federal do Espírito Santo (UFES), Vitória (ES), Brazil.
| | - Laura Helena Andrade
- MD, PhD. Assistant Professor, Section of Psychiatric Epidemiology (LIM-23), Institute of Psychiatry, Hospital das Clínicas FMUSP, Faculdade de Medicina, Universidade de São Paulo, Sao Paulo, SP, BR.
| | - Paulo Andrade Lotufo
- MD, DrPH. Coordinator, Center for Clinical and Epidemiological Research, Hospital Universitário (HU), Universidade de Sao Paulo, Sao Paulo, SP, BR, and Full Professor, Department of Internal Medicine, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, SP, BR
| | - Isabela Judith Martins Benseñor
- MD, PhD. Deputy Coordinator, Center for Clinical and Epidemiological Research, Hospital Universitário (HU), Universidade de Sao Paulo, Sao Paulo, SP, BR, and Full Professor, Department of Internal Medicine, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo, SP, BR.
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15
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de Assis Pinheiro J, Freitas FV, Borçoi AR, Mendes SO, Conti CL, Arpini JK, Dos Santos Vieira T, de Souza RA, Dos Santos DP, Barbosa WM, Archanjo AB, de Oliveira MM, Dos Santos JG, Sorroche BP, Casali-da-Rocha JC, Trivilin LO, Borloti EB, Louro ID, Arantes LMRB, Alvares-da-Silva AM. Alcohol consumption, depression, overweight and cortisol levels as determining factors for NR3C1 gene methylation. Sci Rep 2021; 11:6768. [PMID: 33762648 PMCID: PMC7990967 DOI: 10.1038/s41598-021-86189-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 03/09/2021] [Indexed: 02/06/2023] Open
Abstract
The NR3C1 glucocorticoid receptor (GR) gene is a component of the stress response system, which can be regulated by epigenetic mechanisms. NR3C1 methylation has been associated with trauma and mental issues, including depression, post-traumatic stress, anxiety, and personality disorders. Previous studies have reported that stressful events are involved in NR3C1 gene methylation, suggesting that its regulation under environmental effects is complex. The present study aimed to analyze associations involving stressors such as socioeconomic status, health conditions, and lifestyle in relation to NR3C1 methylation in adults. This study included 386 individual users of the Brazilian Public Unified Health System (SUS), and evaluated socioeconomic and health conditions, body mass index, cortisol levels, and lifestyle. Data were correlated with NR3C1 methylation, determined using DNA pyrosequencing. The results showed that alcohol consumption, overweight, and high cortisol levels were related to NR3C1 demethylation, while depression was related to its methylation. Habits, lifestyle, and health status may influence NR3C1 gene regulation via methylation, revealing the complexity of environmental impacts on NR3C1 methylation.
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Affiliation(s)
- Júlia de Assis Pinheiro
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | - Flávia Vitorino Freitas
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil.,Department of Pharmacy and Nutrition, Universidade Federal do Espirito Santo, Alegre, ES, Brazil
| | - Aline Ribeiro Borçoi
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | - Suzanny Oliveira Mendes
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | - Catarine Lima Conti
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | - Juliana Krüger Arpini
- Graduate Program in Forest Sciences, Universidade Federal do Espirito Santo, Alegre, ES, Brazil
| | - Tamires Dos Santos Vieira
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | | | | | - Wagner Miranda Barbosa
- Department of Pharmacy and Nutrition, Universidade Federal do Espirito Santo, Alegre, ES, Brazil
| | - Anderson Barros Archanjo
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | - Mayara Mota de Oliveira
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | | | - Bruna Pereira Sorroche
- Molecular Oncology Research Center, Hospital do Câncer de Barretos, Barretos, SP, Brazil
| | | | | | - Elizeu Batista Borloti
- Department of Social and Developmental Psychology, Universidade Federal do Espírito Santo, Vitoria, ES, Brazil
| | - Iuri Drumond Louro
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil
| | | | - Adriana Madeira Alvares-da-Silva
- Biotechnology/Renorbio Graduate Program, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil. .,Department of Morphology, Health Science Center, Universidade Federal do Espirito Santo, Vitoria, ES, Brazil. .,Departamento de Biologia, Universidade Federal do Espirito Santo, Alto Universitário Sem Número, Alegre, ES, 29500000, Brazil.
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16
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Wani AH, Aiello AE, Kim GS, Xue F, Martin CL, Ratanatharathorn A, Qu A, Koenen K, Galea S, Wildman DE, Uddin M. The impact of psychopathology, social adversity and stress-relevant DNA methylation on prospective risk for post-traumatic stress: A machine learning approach. J Affect Disord 2021; 282:894-905. [PMID: 33601733 PMCID: PMC7942200 DOI: 10.1016/j.jad.2020.12.076] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 12/18/2020] [Accepted: 12/21/2020] [Indexed: 01/28/2023]
Abstract
BACKGROUND A range of factors have been identified that contribute to greater incidence, severity, and prolonged course of post-traumatic stress disorder (PTSD), including: comorbid and/or prior psychopathology; social adversity such as low socioeconomic position, perceived discrimination, and isolation; and biological factors such as genomic variation at glucocorticoid receptor regulatory network (GRRN) genes. This complex etiology and clinical course make identification of people at higher risk of PTSD challenging. Here we leverage machine learning (ML) approaches to identify a core set of factors that may together predispose persons to PTSD. METHODS We used multiple ML approaches to assess the relationship among DNA methylation (DNAm) at GRRN genes, prior psychopathology, social adversity, and prospective risk for PTS severity (PTSS). RESULTS ML models predicted prospective risk of PTSS with high accuracy. The Gradient Boost approach was the top-performing model with mean absolute error of 0.135, mean square error of 0.047, root mean square error of 0.217, and R2 of 95.29%. Prior PTSS ranked highest in predicting the prospective risk of PTSS, accounting for >88% of the prediction. The top ranked GRRN CpG site was cg05616442, in AKT1, and the top ranked social adversity feature was loneliness. CONCLUSION Multiple factors including prior PTSS, social adversity, and DNAm play a role in predicting prospective risk of PTSS. ML models identified factors accounting for increased PTSS risk with high accuracy, which may help to target risk factors that reduce the likelihood or course of PTSD, potentially pointing to approaches that can lead to early intervention. LIMITATION One of the limitations of this study is small sample size.
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Affiliation(s)
- Agaz H Wani
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, United States
| | - Allison E Aiello
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill and Carolina Population Center, University of North Carolina at Chapel Hill, United States
| | - Grace S Kim
- Medical Scholars Program, University of Illinois College of Medicine, United States
| | - Fei Xue
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, United States
| | - Chantel L Martin
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill and Carolina Population Center, University of North Carolina at Chapel Hill, United States
| | | | - Annie Qu
- Department of Statistics, University of California Irvine, United States
| | - Karestan Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, United States; Psychiatric and Neurodevelopmental Genetics Unit & Department of Psychiatry, Massachusetts General Hospital, United States
| | - Sandro Galea
- Boston University School of Public Health, United States
| | - Derek E Wildman
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, United States
| | - Monica Uddin
- Genomics Program, College of Public Health, University of South Florida, Tampa, FL, United States.
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