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Thng G, Shen X, Stolicyn A, Adams MJ, Yeung HW, Batziou V, Conole ELS, Buchanan CR, Lawrie SM, Bastin ME, McIntosh AM, Deary IJ, Tucker-Drob EM, Cox SR, Smith KM, Romaniuk L, Whalley HC. A comprehensive hierarchical comparison of structural connectomes in Major Depressive Disorder cases v. controls in two large population samples. Psychol Med 2024:1-12. [PMID: 38497116 DOI: 10.1017/s0033291724000643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
BACKGROUND The brain can be represented as a network, with nodes as brain regions and edges as region-to-region connections. Nodes with the most connections (hubs) are central to efficient brain function. Current findings on structural differences in Major Depressive Disorder (MDD) identified using network approaches remain inconsistent, potentially due to small sample sizes. It is still uncertain at what level of the connectome hierarchy differences may exist, and whether they are concentrated in hubs, disrupting fundamental brain connectivity. METHODS We utilized two large cohorts, UK Biobank (UKB, N = 5104) and Generation Scotland (GS, N = 725), to investigate MDD case-control differences in brain network properties. Network analysis was done across four hierarchical levels: (1) global, (2) tier (nodes grouped into four tiers based on degree) and rich club (between-hub connections), (3) nodal, and (4) connection. RESULTS In UKB, reductions in network efficiency were observed in MDD cases globally (d = -0.076, pFDR = 0.033), across all tiers (d = -0.069 to -0.079, pFDR = 0.020), and in hubs (d = -0.080 to -0.113, pFDR = 0.013-0.035). No differences in rich club organization and region-to-region connections were identified. The effect sizes and direction for these associations were generally consistent in GS, albeit not significant in our lower-N replication sample. CONCLUSION Our results suggest that the brain's fundamental rich club structure is similar in MDD cases and controls, but subtle topological differences exist across the brain. Consistent with recent large-scale neuroimaging findings, our findings offer a connectomic perspective on a similar scale and support the idea that minimal differences exist between MDD cases and controls.
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Affiliation(s)
- Gladi Thng
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Xueyi Shen
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Aleks Stolicyn
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Mark J Adams
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Hon Wah Yeung
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Venia Batziou
- Edinburgh Medical School: Biomedical Sciences, University of Edinburgh, Edinburgh, UK
| | - Eleanor L S Conole
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, UK
| | - Colin R Buchanan
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence Collaboration (SINAPSE), Edinburgh, UK
| | - Stephen M Lawrie
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Mark E Bastin
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence Collaboration (SINAPSE), Edinburgh, UK
| | - Andrew M McIntosh
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Generation Scotland, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
| | - Ian J Deary
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Elliot M Tucker-Drob
- Department of Psychology, University of Texas, Austin, TX, USA
- Population Research Center and Center on Aging and Population Sciences, University of Texas, Austin, TX, USA
| | - Simon R Cox
- Lothian Birth Cohorts, University of Edinburgh, Edinburgh, UK
- Department of Psychology, University of Edinburgh, Edinburgh, UK
- Scottish Imaging Network, A Platform for Scientific Excellence Collaboration (SINAPSE), Edinburgh, UK
| | - Keith M Smith
- Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK
| | - Liana Romaniuk
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Heather C Whalley
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
- Generation Scotland, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
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Conole ELS, Vaher K, Cabez MB, Sullivan G, Stevenson AJ, Hall J, Murphy L, Thrippleton MJ, Quigley AJ, Bastin ME, Miron VE, Whalley HC, Marioni RE, Boardman JP, Cox SR. Immuno-epigenetic signature derived in saliva associates with the encephalopathy of prematurity and perinatal inflammatory disorders. Brain Behav Immun 2023; 110:322-338. [PMID: 36948324 DOI: 10.1016/j.bbi.2023.03.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 02/12/2023] [Accepted: 03/16/2023] [Indexed: 03/24/2023] Open
Abstract
BACKGROUND Preterm birth is closely associated with a phenotype that includes brain dysmaturation and neurocognitive impairment, commonly termed Encephalopathy of Prematurity (EoP), of which systemic inflammation is considered a key driver. DNA methylation (DNAm) signatures of inflammation from peripheral blood associate with poor brain imaging outcomes in adult cohorts. However, the robustness of DNAm inflammatory scores in infancy, their relation to comorbidities of preterm birth characterised by inflammation, neonatal neuroimaging metrics of EoP, and saliva cross-tissue applicability are unknown. METHODS Using salivary DNAm from 258 neonates (n = 155 preterm, gestational age at birth 23.28 - 34.84 weeks, n = 103 term, gestational age at birth 37.00 - 42.14 weeks), we investigated the impact of a DNAm surrogate for C-reactive protein (DNAm CRP) on brain structure and other clinically defined inflammatory exposures. We assessed i) if DNAm CRP estimates varied between preterm infants at term equivalent age and term infants, ii) how DNAm CRP related to different types of inflammatory exposure (maternal, fetal and postnatal) and iii) whether elevated DNAm CRP associated with poorer measures of neonatal brain volume and white matter connectivity. RESULTS Higher DNAm CRP was linked to preterm status (-0.0107 ± 0.0008, compared with -0.0118 ± 0.0006 among term infants; p < 0.001), as well as perinatal inflammatory diseases, including histologic chorioamnionitis, sepsis, bronchopulmonary dysplasia, and necrotising enterocolitis (OR range |2.00 | to |4.71|, p < 0.01). Preterm infants with higher DNAm CRP scores had lower brain volume in deep grey matter, white matter, and hippocampi and amygdalae (β range |0.185| to |0.218|). No such associations were observed for term infants. Association magnitudes were largest for measures of white matter microstructure among preterms, where elevated epigenetic inflammation associated with poorer global measures of white matter integrity (β range |0.206| to |0.371|), independent of other confounding exposures. CONCLUSIONS Inflammatory-related DNAm captures the allostatic load of inflammatory burden in preterm infants. Such DNAm measures complement biological and clinical metrics when investigating the determinants of neurodevelopmental differences.
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Affiliation(s)
- Eleanor L S Conole
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh EH4 2XU, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK.
| | - Kadi Vaher
- MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Manuel Blesa Cabez
- MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Gemma Sullivan
- MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Anna J Stevenson
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Jill Hall
- MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Lee Murphy
- Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Michael J Thrippleton
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK; Edinburgh Clinical Research Facility, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Alan J Quigley
- Imaging Department, Royal Hospital for Children and Young People, Edinburgh, EH16 4TJ, UK
| | - Mark E Bastin
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Veronique E Miron
- MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Heather C Whalley
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - James P Boardman
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH16 4SB, UK; MRC Centre for Reproductive Health, Queen's Medical Research Institute, Edinburgh BioQuarter, University of Edinburgh, Edinburgh EH16 4TJ, UK
| | - Simon R Cox
- Lothian Birth Cohorts group, Department of Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK.
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McCartney DL, Hillary RF, Conole ELS, Banos DT, Gadd DA, Walker RM, Nangle C, Flaig R, Campbell A, Murray AD, Maniega SM, Valdés-Hernández MDC, Harris MA, Bastin ME, Wardlaw JM, Harris SE, Porteous DJ, Tucker-Drob EM, McIntosh AM, Evans KL, Deary IJ, Cox SR, Robinson MR, Marioni RE. Blood-based epigenome-wide analyses of cognitive abilities. Genome Biol 2022; 23:26. [PMID: 35039062 PMCID: PMC8762878 DOI: 10.1186/s13059-021-02596-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 12/29/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Blood-based markers of cognitive functioning might provide an accessible way to track neurodegeneration years prior to clinical manifestation of cognitive impairment and dementia. RESULTS Using blood-based epigenome-wide analyses of general cognitive function, we show that individual differences in DNA methylation (DNAm) explain 35.0% of the variance in general cognitive function (g). A DNAm predictor explains ~4% of the variance, independently of a polygenic score, in two external cohorts. It also associates with circulating levels of neurology- and inflammation-related proteins, global brain imaging metrics, and regional cortical volumes. CONCLUSIONS As sample sizes increase, the ability to assess cognitive function from DNAm data may be informative in settings where cognitive testing is unreliable or unavailable.
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Affiliation(s)
- Daniel L. McCartney
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Robert F. Hillary
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Eleanor L. S. Conole
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - Daniel Trejo Banos
- Department of Quantitative Biomedicine, University of Zurich, Zurich, Switzerland
- Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland
| | - Danni A. Gadd
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Rosie M. Walker
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - Cliff Nangle
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Robin Flaig
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Alison D. Murray
- Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, Scotland, UK
| | - Susana Muñoz Maniega
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - María del C. Valdés-Hernández
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - Mathew A. Harris
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Mark E. Bastin
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - Joanna M. Wardlaw
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
- Centre for Clinical Brain Sciences, UK Dementia Research Institute at the University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh BioQuarter, Edinburgh, EH16 4SB UK
| | - Sarah E. Harris
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - David J. Porteous
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Elliot M. Tucker-Drob
- Department of Psychology, University of Texas, Austin, TX USA
- Population Research Center and Center on Aging and Population Sciences, University of Texas, Austin, TX USA
| | - Andrew M. McIntosh
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Kathryn L. Evans
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
| | - Ian J. Deary
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | - Simon R. Cox
- Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, EH8 9JZ UK
| | | | - Riccardo E. Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, EH4 2XU UK
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Conole ELS, Stevenson AJ, Muñoz Maniega S, Harris SE, Green C, Valdés Hernández MDC, Harris MA, Bastin ME, Wardlaw JM, Deary IJ, Miron VE, Whalley HC, Marioni RE, Cox SR. DNA Methylation and Protein Markers of Chronic Inflammation and Their Associations With Brain and Cognitive Aging. Neurology 2021; 97:e2340-e2352. [PMID: 34789543 PMCID: PMC8665430 DOI: 10.1212/wnl.0000000000012997] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 10/15/2021] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND AND OBJECTIVES To investigate chronic inflammation in relation to cognitive aging by comparison of an epigenetic and serum biomarker of C-reactive protein and their associations with neuroimaging and cognitive outcomes. METHODS At baseline, participants (n = 521) were cognitively normal, around 73 years of age (mean 72.4, SD 0.716), and had inflammation, vascular risk (cardiovascular disease history, hypertension, diabetes, smoking, alcohol consumption, body mass index), and neuroimaging (structural and diffusion MRI) data available. Baseline inflammatory status was quantified by a traditional measure of peripheral inflammation-serum C-reactive protein (CRP)-and an epigenetic measure (DNA methylation [DNAm] signature of CRP). Linear models were used to examine the inflammation-brain health associations; mediation analyses were performed to interrogate the relationship between chronic inflammation, brain structure, and cognitive functioning. RESULTS We demonstrate that DNAm CRP shows significantly (on average 6.4-fold) stronger associations with brain health outcomes than serum CRP. DNAm CRP is associated with total brain volume (β = -0.197, 95% confidence interval [CI] -0.28 to -0.12, p FDR = 8.42 × 10-6), gray matter volume (β = -0.200, 95% CI -0.28 to -0.12, p FDR = 1.66 × 10-5), and white matter volume (β = -0.150, 95% CI -0.23 to -0.07, p FDR = 0.001) and regional brain atrophy. We also find that DNAm CRP has an inverse association with global and domain-specific (speed, visuospatial, and memory) cognitive functioning and that brain structure partially mediates this CRP-cognitive association (up to 29.7%), dependent on lifestyle and health factors. DISCUSSION These results support the hypothesis that chronic inflammation may contribute to neurodegenerative brain changes that underlie differences in cognitive ability in later life and highlight the potential of DNAm proxies for indexing chronic inflammatory status. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that a DNAm signature of CRP levels is more strongly associated with brain health outcomes than serum CRP levels.
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Affiliation(s)
- Eleanor L S Conole
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK.
| | - Anna J Stevenson
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Susana Muñoz Maniega
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Sarah E Harris
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Claire Green
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Maria Del C Valdés Hernández
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Mathew A Harris
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Mark E Bastin
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Joanna M Wardlaw
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Ian J Deary
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Veronique E Miron
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Heather C Whalley
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Riccardo E Marioni
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
| | - Simon R Cox
- From the Lothian Birth Cohorts Group, Department of Psychology (E.L.S.C., S.M.M., S.E.H., M.d.C.V.H., M.A.H., J.M.W., I.J.D., R.E.M., S.R.C.), Centre for Genomic and Experimental Medicine, Institute of Genetics and Cancer (E.L.S.C., A.J.S., R.E.M.), Centre for Clinical Brain Sciences (E.L.S.C., S.M.M., M.d.C.V.H., M.E.B., J.M.W., H.C.W.), UK Dementia Research Institute, Edinburgh Medical School (A.J.S., V.E.M.), Division of Psychiatry, Royal Edinburgh Hospital (C.G., M.A.H., H.C.W.), and The Queen's Medical Research Institute, Edinburgh BioQuarter (V.E.M.), University of Edinburgh, UK
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Green C, Shen X, Stevenson AJ, Conole ELS, Harris MA, Barbu MC, Hawkins EL, Adams MJ, Hillary RF, Lawrie SM, Evans KL, Walker RM, Morris SW, Porteous DJ, Wardlaw JM, Steele JD, Waiter GD, Sandu AL, Campbell A, Marioni RE, Cox SR, Cavanagh J, McIntosh AM, Whalley HC. Structural brain correlates of serum and epigenetic markers of inflammation in major depressive disorder. Brain Behav Immun 2021; 92:39-48. [PMID: 33221487 PMCID: PMC7910280 DOI: 10.1016/j.bbi.2020.11.024] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 11/09/2020] [Accepted: 11/17/2020] [Indexed: 02/06/2023] Open
Abstract
Inflammatory processes are implicated in the aetiology of Major Depressive Disorder (MDD); however, the relationship between peripheral inflammation, brain structure and depression remains unclear, partly due to complexities around the use of acute/phasic inflammatory biomarkers. Here, we report the first large-scale study of both serological and methylomic signatures of CRP (considered to represent acute and chronic measures of inflammation respectively) and their associations with depression status/symptoms, and structural neuroimaging phenotypes (T1 and diffusion MRI) in a large community-based sample (Generation Scotland; NMDD cases = 271, Ncontrols = 609). Serum CRP was associated with overall MDD severity, and specifically with current somatic symptoms- general interest (β = 0.145, PFDR = 6 × 10-4) and energy levels (β = 0.101, PFDR = 0.027), along with reduced entorhinal cortex thickness (β = -0.095, PFDR = 0.037). DNAm CRP was significantly associated with reduced global grey matter/cortical volume and widespread reductions in integrity of 16/24 white matter tracts (with greatest regional effects in the external and internal capsules, βFA= -0.12 to -0.14). In general, the methylation-based measures showed stronger associations with imaging metrics than serum-based CRP measures (βaverage = -0.15 versus βaverage = 0.01 respectively). These findings provide evidence for central effects of peripheral inflammation from both serological and epigenetic markers of inflammation, including in brain regions previously implicated in depression. This suggests that these imaging measures may be involved in the relationship between peripheral inflammation and somatic/depressive symptoms. Notably, greater effects on brain morphology were seen for methylation-based rather than serum-based measures of inflammation, indicating the importance of such measures for future studies.
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Affiliation(s)
- Claire Green
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK.
| | - Xueyi Shen
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Anna J Stevenson
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK
| | - Eleanor L S Conole
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Lothian Birth Cohorts Group, University of Edinburgh, Edinburgh, UK
| | - Mathew A Harris
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Miruna C Barbu
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Emma L Hawkins
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK
| | - Robert F Hillary
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | | | - Kathryn L Evans
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Rosie M Walker
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Stewart W Morris
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - David J Porteous
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK; Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, Edinburgh, UK
| | - Joanna M Wardlaw
- UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, UK; Centre for Cognitive Ageing and Cognitive Epidemiology, Department of Psychology, University of Edinburgh, Edinburgh, UK; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - J Douglas Steele
- Division of Imaging Science and Technology, School of Medicine, University of Dundee, Dundee, UK
| | - Gordon D Waiter
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Anca-Larisa Sandu
- Aberdeen Biomedical Imaging Centre, Institute of Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Riccardo E Marioni
- Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
| | - Simon R Cox
- Lothian Birth Cohorts Group, University of Edinburgh, Edinburgh, UK
| | - Jonathan Cavanagh
- Institute of Infection, Immunity & Inflammation, College of Medical and Veterinary Life Sciences, University of Glasgow, Glasgow, UK; Institute of Health and Wellbeing, College of Medical and Veterinary Life Sciences, University of Glasgow, Glasgow, UK
| | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, UK; Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh, UK
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