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Wilker S, Vukojevic V, Schneider A, Pfeiffer A, Inerle S, Pauly M, Elbert T, Papassotiropoulos A, de Quervain D, Kolassa IT. Epigenetics of traumatic stress: The association of NR3C1 methylation and posttraumatic stress disorder symptom changes in response to narrative exposure therapy. Transl Psychiatry 2023; 13:14. [PMID: 36658116 PMCID: PMC9852425 DOI: 10.1038/s41398-023-02316-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 01/05/2023] [Accepted: 01/09/2023] [Indexed: 01/20/2023] Open
Abstract
Epigenetic processes allow plasticity in gene regulation in response to significant environmental events. Accumulating evidence suggests that effective psychotherapy is accompanied by epigenetic changes, rendering DNA methylation a potential biomarker of therapy success. Due to the central role of glucocorticoid dynamics in stress regulation and the alteration of aversive memories, glucocorticoid receptors are likely involved in the molecular processes that are required to successfully treat Posttraumatic Stress Disorder (PTSD). This study aimed to investigate the relationship between methylation at the glucocorticoid receptor gene (NR3C1) and PTSD treatment success of evidence-based psychotherapy. A sample of N = 153 conflict survivors from Northern Uganda (98 females and 55 males) with PTSD were treated with Narrative Exposure Therapy (NET). Diagnostic interviews and saliva sampling took place at pretreatment and 4 and 10 months after treatment completion. We investigated potential associations between PTSD symptom development and methylation changes at 38 CpG sites spanning NR3C1 over the three times of measurement using the repeated measures correlation. After accounting for multiple comparisons, DNA methylation at CpG site cg25535999 remained negatively associated with PTSD symptoms. These results were followed up by mixed models as well as structural equation modelling. These analyses revealed that treatment responders had a significant cg25535999 methylation increase after treatment with NET. Furthermore, lower methylation at cg25535999 pretreatment predicted a higher symptom improvement. Our results suggest different epigenetic profile dynamics at NR3C1 cg25535999 in therapy responders compared to non-responders and underscore the central role of glucocorticoid signaling in trauma-focused therapy.
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Affiliation(s)
- Sarah Wilker
- Clinical Psychology and Psychotherapy, Bielefeld University, Universitätsstraße 25, 33615, Bielefeld, Germany. .,vivo international e.V., P.O. box 5108, 78430, Konstanz, Germany. .,Clinical and Biological Psychology, Ulm University, Albert-Einstein-Allee 47, 89081, Ulm, Germany.
| | - Vanja Vukojevic
- grid.6612.30000 0004 1937 0642Research Platform Molecular and Cognitive Neurosciences (MCN) , Department of Biomedicine, University of Basel, Birmannsgasse 8, 4055 Basel, Switzerland ,grid.6612.30000 0004 1937 0642Psychiatric University Clinics, University of Basel, CH-4055 Basel, Switzerland
| | - Anna Schneider
- vivo international e.V., P.O. box 5108, 78430 Konstanz, Germany ,grid.6582.90000 0004 1936 9748Clinical and Biological Psychology, Ulm University, Albert-Einstein-Allee 47, 89081 Ulm, Germany
| | - Anett Pfeiffer
- vivo international e.V., P.O. box 5108, 78430 Konstanz, Germany
| | - Stefan Inerle
- grid.5675.10000 0001 0416 9637Department of Statistics, TU Dortmund University, Joseph-von-Fraunhofer-Straße 2-4, 44227 Dortmund, Germany
| | - Markus Pauly
- grid.5675.10000 0001 0416 9637Department of Statistics, TU Dortmund University, Joseph-von-Fraunhofer-Straße 2-4, 44227 Dortmund, Germany , Research Center Trustworthy Data Science and Security, UA Ruhr, Joseph-von-Fraunhofer-Straße 25, 44227 Dortmund, Germany
| | - Thomas Elbert
- vivo international e.V., P.O. box 5108, 78430 Konstanz, Germany ,grid.9811.10000 0001 0658 7699Clinical Psychology and Neuropsychology, University of Konstanz, Universitätsstr. 10, 78457 Konstanz, Germany
| | - Andreas Papassotiropoulos
- grid.6612.30000 0004 1937 0642Research Platform Molecular and Cognitive Neurosciences (MCN) , Department of Biomedicine, University of Basel, Birmannsgasse 8, 4055 Basel, Switzerland ,grid.6612.30000 0004 1937 0642Psychiatric University Clinics, University of Basel, CH-4055 Basel, Switzerland
| | - Dominique de Quervain
- grid.6612.30000 0004 1937 0642Research Platform Molecular and Cognitive Neurosciences (MCN) , Department of Biomedicine, University of Basel, Birmannsgasse 8, 4055 Basel, Switzerland ,grid.6612.30000 0004 1937 0642Psychiatric University Clinics, University of Basel, CH-4055 Basel, Switzerland
| | - Iris-Tatjana Kolassa
- vivo international e.V., P.O. box 5108, 78430 Konstanz, Germany ,grid.6582.90000 0004 1936 9748Clinical and Biological Psychology, Ulm University, Albert-Einstein-Allee 47, 89081 Ulm, Germany
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Vukojevic V, Mastrandreas P, Arnold A, Peter F, Kolassa IT, Wilker S, Elbert T, de Quervain DJF, Papassotiropoulos A, Stetak A. Evolutionary conserved role of neural cell adhesion molecule-1 in memory. Transl Psychiatry 2020; 10:217. [PMID: 32632143 PMCID: PMC7338365 DOI: 10.1038/s41398-020-00899-y] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 06/11/2020] [Accepted: 06/16/2020] [Indexed: 01/17/2023] Open
Abstract
The neural cell adhesion molecule 1 (NCAM-1) has been implicated in several brain-related biological processes, including neuronal migration, axonal branching, fasciculation, and synaptogenesis, with a pivotal role in synaptic plasticity. Here, we investigated the evolutionary conserved role of NCAM-1 in learning and memory. First, we investigated sustained changes in ncam-1 expression following aversive olfactory conditioning in C. elegans using molecular genetic methods. Furthermore, we examined the link between epigenetic signatures of the NCAM1 gene and memory in two human samples of healthy individuals (N = 568 and N = 319) and in two samples of traumatized individuals (N = 350 and N = 463). We found that olfactory conditioning in C. elegans induced ncam-1 expression and that loss of ncam-1 function selectively impaired associative long-term memory, without causing acquisition, sensory, or short-term memory deficits. Reintroduction of the C. elegans or human NCAM1 fully rescued memory impairment, suggesting a conserved role of NCAM1 for memory. In parallel, DNA methylation of the NCAM1 promoter in two independent healthy Swiss cohorts was associated with memory performance. In two independent Sub-Saharan populations of conflict zone survivors who had faced severe trauma, DNA methylation at an alternative promoter of the NCAM1 gene was associated with traumatic memories. Our results support a role of NCAM1 in associative memory in nematodes and humans, and might, ultimately, be helpful in elucidating diagnostic markers or suggest novel therapy targets for memory-related disorders, like PTSD.
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Affiliation(s)
- Vanja Vukojevic
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland.
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland.
- University of Basel, Psychiatric University Clinics, Wilhelm Klein-Strasse 27, CH-4012, Basel, Switzerland.
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland.
| | - Pavlina Mastrandreas
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland.
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland.
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland.
| | - Andreas Arnold
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland
| | - Fabian Peter
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland
| | - Iris-T Kolassa
- Ulm University, Clinical & Biological Psychology, Institute for Psychology & Education, Albert-Einstein-Allee 47, D-89069, Ulm, Germany
| | - Sarah Wilker
- Ulm University, Clinical & Biological Psychology, Institute for Psychology & Education, Albert-Einstein-Allee 47, D-89069, Ulm, Germany
- University Bielefeld, Department for Psychology and Sports Science, P.O. Box 100131, D-33501, Bielefeld, Germany
| | - Thomas Elbert
- University of Konstanz, Clinical Psychology & Behavioural Neuroscience, D-78457, Konstanz, Germany
| | - Dominique J-F de Quervain
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland
- University of Basel, Department of Psychology, Division of Cognitive Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland
| | - Andreas Papassotiropoulos
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland.
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland.
- University of Basel, Psychiatric University Clinics, Wilhelm Klein-Strasse 27, CH-4012, Basel, Switzerland.
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland.
| | - Attila Stetak
- University of Basel, Department of Psychology, Division of Molecular Neuroscience, Birmannsgasse 8, CH-4055, Basel, Switzerland
- University of Basel, Department Biozentrum, Life Sciences Training Facility, Klingelbergstrasse 50-70, CH-4056, Basel, Switzerland
- University of Basel, Psychiatric University Clinics, Wilhelm Klein-Strasse 27, CH-4012, Basel, Switzerland
- University of Basel, Transfaculty Research Platform, Birmannsgasse 8, CH-4055, Basel, Switzerland
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Conrad D, Wilker S, Schneider A, Karabatsiakis A, Pfeiffer A, Kolassa S, Freytag V, Vukojevic V, Vogler C, Milnik A, Papassotiropoulos A, J.‐F. de Quervain D, Elbert T, Kolassa I. Integrated genetic, epigenetic, and gene set enrichment analyses identify NOTCH as a potential mediator for PTSD risk after trauma: Results from two independent African cohorts. Psychophysiology 2020; 57:e13288. [PMID: 30328613 PMCID: PMC7379258 DOI: 10.1111/psyp.13288] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Revised: 08/14/2018] [Accepted: 08/17/2018] [Indexed: 12/17/2022]
Abstract
The risk of developing posttraumatic stress disorder (PTSD) increases with the number of traumatic event types experienced (trauma load) in interaction with other psychobiological risk factors. The NOTCH (neurogenic locus notch homolog proteins) signaling pathway, consisting of four different trans-membrane receptor proteins (NOTCH1-4), constitutes an evolutionarily well-conserved intercellular communication pathway (involved, e.g., in cell-cell interaction, inflammatory signaling, and learning processes). Its association with fear memory consolidation makes it an interesting candidate for PTSD research. We tested for significant associations of common genetic variants of NOTCH1-4 (investigated by microarray) and genomic methylation of saliva-derived DNA with lifetime PTSD risk in independent cohorts from Northern Uganda (N1 = 924) and Rwanda (N2 = 371), and investigated whether NOTCH-related gene sets were enriched for associations with lifetime PTSD risk. We found associations of lifetime PTSD risk with single nucleotide polymorphism (SNP) rs2074621 (NOTCH3) (puncorrected = 0.04) in both cohorts, and with methylation of CpG site cg17519949 (NOTCH3) (puncorrected = 0.05) in Rwandans. Yet, none of the (epi-)genetic associations survived multiple testing correction. Gene set enrichment analyses revealed enrichment for associations of two NOTCH pathways with lifetime PTSD risk in Ugandans: NOTCH binding (pcorrected = 0.003) and NOTCH receptor processing (pcorrected = 0.01). The environmental factor trauma load was significant in all analyses (all p < 0.001). Our integrated methodological approach suggests NOTCH as a possible mediator of PTSD risk after trauma. The results require replication, and the precise underlying pathophysiological mechanisms should be illuminated in future studies.
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Affiliation(s)
- Daniela Conrad
- Clinical Psychology and NeuropsychologyUniversity of KonstanzKonstanzGermany
- Clinical & Biological Psychology, Institute of Psychology and EducationUlm UniversityUlmGermany
| | - Sarah Wilker
- Clinical & Biological Psychology, Institute of Psychology and EducationUlm UniversityUlmGermany
| | - Anna Schneider
- Clinical & Biological Psychology, Institute of Psychology and EducationUlm UniversityUlmGermany
| | - Alexander Karabatsiakis
- Clinical & Biological Psychology, Institute of Psychology and EducationUlm UniversityUlmGermany
| | - Anett Pfeiffer
- Clinical Psychology and NeuropsychologyUniversity of KonstanzKonstanzGermany
| | | | - Virginie Freytag
- Division of Molecular NeuroscienceUniversity of BaselBaselSwitzerland
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
| | - Vanja Vukojevic
- Division of Molecular NeuroscienceUniversity of BaselBaselSwitzerland
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
- Department Biozentrum, Life Sciences Training FacilityUniversity of BaselBaselSwitzerland
- Psychiatric University ClinicsUniversity of BaselBaselSwitzerland
| | - Christian Vogler
- Division of Molecular NeuroscienceUniversity of BaselBaselSwitzerland
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
- Psychiatric University ClinicsUniversity of BaselBaselSwitzerland
| | - Annette Milnik
- Division of Molecular NeuroscienceUniversity of BaselBaselSwitzerland
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
- Psychiatric University ClinicsUniversity of BaselBaselSwitzerland
| | - Andreas Papassotiropoulos
- Division of Molecular NeuroscienceUniversity of BaselBaselSwitzerland
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
- Department Biozentrum, Life Sciences Training FacilityUniversity of BaselBaselSwitzerland
- Psychiatric University ClinicsUniversity of BaselBaselSwitzerland
| | - Dominique J.‐F. de Quervain
- Transfaculty Research Platform Molecular and Cognitive NeurosciencesUniversity of BaselBaselSwitzerland
- Psychiatric University ClinicsUniversity of BaselBaselSwitzerland
- Division of Cognitive NeuroscienceUniversity of BaselBaselSwitzerland
| | - Thomas Elbert
- Clinical Psychology and NeuropsychologyUniversity of KonstanzKonstanzGermany
| | - Iris‐Tatjana Kolassa
- Clinical & Biological Psychology, Institute of Psychology and EducationUlm UniversityUlmGermany
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4
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Liu PZ, Nusslock R. How Stress Gets Under the Skin: Early Life Adversity and Glucocorticoid Receptor Epigenetic Regulation. Curr Genomics 2018; 19:653-664. [PMID: 30532645 PMCID: PMC6225447 DOI: 10.2174/1389202919666171228164350] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2017] [Revised: 05/31/2017] [Accepted: 12/17/2017] [Indexed: 11/22/2022] Open
Abstract
Early life adversity is associated with both persistent disruptions in the hypothalamic-pituitary-adrenal (HPA) axis and psychiatric symptoms. Glucocorticoid receptors (GRs), which are encoded by the NR3C1 gene, bind to cortisol and other glucocorticoids to create a negative feedback loop within the HPA axis to regulate the body's neuroendocrine response to stress. Excess methylation of a promoter sequence within NR3C1 that attenuates GR expression, however, has been associated with both early life adversity and psychopathology. As critical regulators within the HPA axis, GRs and their epigenetic regulation may mediate the link between early life adversity and the onset of psychopathology. The present review discusses this work as one mechanism by which stress may get under the skin to disrupt HPA functioning at an epigenetic level and create long-lasting vulnerabilities in the stress regulatory system that subsequently predispose individuals to psychopathology. Spanning prenatal influences to critical periods of early life and adolescence, we detail the impact that early adversity has on GR expression, physiological responses to stress, and their implications for long-term stress management. We next propose a dual transmission hypothesis regarding both genomic and non-genomic mechanisms by which chronic and acute stress propagate through numerous generations. Lastly, we outline several directions for future research, including potential reversibility of methylation patterns and its functional implications, variation in behavior determined solely by NR3C1, and consensus on which specific promoter regions should be studied.
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Affiliation(s)
- Patrick Z. Liu
- Department of Psychology, Northwestern University, Evanston, IL60208, USA
| | - Robin Nusslock
- Department of Psychology, Northwestern University, Evanston, IL60208, USA
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5
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Visvikis-Siest S, Aldasoro Arguinano AA, Stathopoulou M, Xie T, Petrelis A, Weryha G, Froguel P, Meier-Abt P, Meyer UA, Mlakar V, Ansari M, Papassotiropoulos A, Dedoussis G, Pan B, Bühlmann RP, Noyer-Weidner M, Dietrich PY, Van Schaik R, Innocenti F, März W, Bekris LM, Deloukas P. 8th Santorini Conference: Systems medicine and personalized health and therapy, Santorini, Greece, 3-5 October 2016. Drug Metab Pers Ther 2018; 32:119-127. [PMID: 28475488 DOI: 10.1515/dmpt-2017-0011] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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6
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Freytag V, Vukojevic V, Wagner-Thelen H, Milnik A, Vogler C, Leber M, Weinhold L, Böhmer AC, Riedel-Heller S, Maier W, de Quervain DJF, Ramirez A, Papassotiropoulos A. Genetic estimators of DNA methylation provide insights into the molecular basis of polygenic traits. Transl Psychiatry 2018; 8:31. [PMID: 29382824 PMCID: PMC5802460 DOI: 10.1038/s41398-017-0070-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2017] [Revised: 10/18/2017] [Accepted: 11/01/2017] [Indexed: 12/16/2022] Open
Abstract
The large biological distance between genetic risk loci and their mechanistic consequences in the tissue of interest limits the ability to establish functionality of susceptibility variants for genetically complex traits. Such a biological gap may be reduced through the systematic study of molecular mediators of genomic action, such as epigenetic modification. Here, we report the identification of robust genetic estimators of whole-blood CpG methylation, which can serve as intermediate molecular traits amenable to association testing with other genetically complex traits. We describe the relationship between these estimators and gene expression, demonstrate their genome-wide applicability to association testing even in the absence of individual genotypic data, and show that these estimators powerfully identify methylation-related genomic loci associated with polygenic traits and common diseases, such as schizophrenia. The use of genetic estimators for blood DNA methylation, which are made publically available, can serve as a valuable tool for the identification of epigenetic underpinnings of complex traits.
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Affiliation(s)
- Virginie Freytag
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.
| | - Vanja Vukojevic
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
- Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056, Basel, Switzerland
| | - Holger Wagner-Thelen
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
| | - Annette Milnik
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
- Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland
| | - Christian Vogler
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
- Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland
| | - Markus Leber
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Leonie Weinhold
- Department of Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Bonn, Germany
| | - Anne C Böhmer
- Institute of Human Genetics, University of Bonn, Bonn, Germany
- Department of Genomics, Life and Brain Center, University of Bonn, Bonn, Germany
| | - Steffi Riedel-Heller
- Institute of Social Medicine, Occupational Health and Public Health, University of Leipzig, Leipzig, Germany
| | - Wolfgang Maier
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Dominique J-F de Quervain
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
- Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland
- Division of Cognitive Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
| | - Alfredo Ramirez
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Department for Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- Department of Psychiatry and Psychotherapy, University of Cologne, Cologne, Germany
| | - Andreas Papassotiropoulos
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.
- Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056, Basel, Switzerland.
- Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland.
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7
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Egli T, Vukojevic V, Sengstag T, Jacquot M, Cabezón R, Coynel D, Freytag V, Heck A, Vogler C, de Quervain DJF, Papassotiropoulos A, Milnik A. Exhaustive search for epistatic effects on the human methylome. Sci Rep 2017; 7:13669. [PMID: 29057891 PMCID: PMC5651902 DOI: 10.1038/s41598-017-13256-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Accepted: 09/22/2017] [Indexed: 11/16/2022] Open
Abstract
Studies assessing the existence and magnitude of epistatic effects on complex human traits provide inconclusive results. The study of such effects is complicated by considerable increase in computational burden, model complexity, and model uncertainty, which in concert decrease model stability. An additional source introducing significant uncertainty with regard to the detection of robust epistasis is the biological distance between the genetic variation and the trait under study. Here we studied CpG methylation, a genetically complex molecular trait that is particularly close to genomic variation, and performed an exhaustive search for two-locus epistatic effects on the CpG-methylation signal in two cohorts of healthy young subjects. We detected robust epistatic effects for a small number of CpGs (N = 404). Our results indicate that epistatic effects explain only a minor part of variation in DNA-CpG methylation. Interestingly, these CpGs were more likely to be associated with gene-expression of nearby genes, as also shown by their overrepresentation in DNase I hypersensitivity sites and underrepresentation in CpG islands. Finally, gene ontology analysis showed a significant enrichment of these CpGs in pathways related to HPV-infection and cancer.
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Affiliation(s)
- Tobias Egli
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
| | - Vanja Vukojevic
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056, Basel, Switzerland
| | - Thierry Sengstag
- sciCORE, Scientific Computing Center, University of Basel, CH-4056, Basel, Switzerland.,SIB - Swiss Institute of Bioinformatics, CH-1015, Lausanne, Switzerland
| | - Martin Jacquot
- sciCORE, Scientific Computing Center, University of Basel, CH-4056, Basel, Switzerland
| | - Rubén Cabezón
- sciCORE, Scientific Computing Center, University of Basel, CH-4056, Basel, Switzerland
| | - David Coynel
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Division of Cognitive Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
| | - Virginie Freytag
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland
| | - Angela Heck
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland
| | - Christian Vogler
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland
| | - Dominique J-F de Quervain
- Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland.,Division of Cognitive Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland
| | - Andreas Papassotiropoulos
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland.,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland.,Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland.,Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056, Basel, Switzerland
| | - Annette Milnik
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055, Basel, Switzerland. .,Transfaculty Research Platform Molecular and Cognitive Neurosciences, University of Basel, CH-4055, Basel, Switzerland. .,Psychiatric University Clinics, University of Basel, CH-4055, Basel, Switzerland.
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