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Featured ArticleArticles, Behavioral/Cognitive

Epigenetic Modification of the Glucocorticoid Receptor Gene Is Linked to Traumatic Memory and Post-Traumatic Stress Disorder Risk in Genocide Survivors

Vanja Vukojevic, Iris-T. Kolassa, Matthias Fastenrath, Leo Gschwind, Klara Spalek, Annette Milnik, Angela Heck, Christian Vogler, Sarah Wilker, Philippe Demougin, Fabian Peter, Erika Atucha, Attila Stetak, Benno Roozendaal, Thomas Elbert, Andreas Papassotiropoulos and Dominique J.-F. de Quervain
Journal of Neuroscience 30 July 2014, 34 (31) 10274-10284; https://doi.org/10.1523/JNEUROSCI.1526-14.2014
Vanja Vukojevic
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
2Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056 Basel, Switzerland,
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Iris-T. Kolassa
3Clinical & Biological Psychology, Institute of Psychology and Education, University of Ulm, D-89069 Ulm, Germany,
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Matthias Fastenrath
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
4Department of Psychology, Division of Cognitive Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
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Leo Gschwind
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
4Department of Psychology, Division of Cognitive Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
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Klara Spalek
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
4Department of Psychology, Division of Cognitive Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
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Annette Milnik
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
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Angela Heck
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
6Transfacultary Research Platform, University of Basel, CH-4055 Basel, Switzerland,
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Christian Vogler
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
6Transfacultary Research Platform, University of Basel, CH-4055 Basel, Switzerland,
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Sarah Wilker
3Clinical & Biological Psychology, Institute of Psychology and Education, University of Ulm, D-89069 Ulm, Germany,
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Philippe Demougin
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
2Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056 Basel, Switzerland,
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Fabian Peter
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
2Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056 Basel, Switzerland,
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Erika Atucha
7Department of Cognitive Neuroscience and Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, 6525 EZ Nijmegen, Netherlands, and
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Attila Stetak
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
2Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
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Benno Roozendaal
7Department of Cognitive Neuroscience and Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen, 6525 EZ Nijmegen, Netherlands, and
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Thomas Elbert
8Clinical Psychology and Neuropsychology, University of Konstanz, D-78464 Konstanz, Germany
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Andreas Papassotiropoulos
1Department of Psychology, Division of Molecular Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
2Department Biozentrum, Life Sciences Training Facility, University of Basel, CH-4056 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
6Transfacultary Research Platform, University of Basel, CH-4055 Basel, Switzerland,
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Dominique J.-F. de Quervain
4Department of Psychology, Division of Cognitive Neuroscience, University of Basel, CH-4055 Basel, Switzerland,
5Psychiatric University Clinics, University of Basel, CH-4012 Basel, Switzerland,
6Transfacultary Research Platform, University of Basel, CH-4055 Basel, Switzerland,
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  • Figure 1.
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    Figure 1.

    Human NR3C1 gene and the CpG region analyzed by bisulfite pyrosequencing. The 5′ region of the NR3C1 gene contains multiple first exons, corresponding to multiple transcriptional start sites and multiple mRNA splice variants. The region analyzed by pyrosequencing is illustrated by enlarged box, below the exon 1F. Numbering is relative to the alternative transcription start site in exon 2. The CpG3 and CpG4 sites are encompassed by the potential NGFI-A binding site. Adapted from Oberlander et al. (2008).

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    Figure 2.

    DNA methylation of NR3C1 promoter and PTSD symptoms in male genocide survivors. Association (Spearman's rank correlation, −log10p) of DNA methylation marks across eight CpG positions in the human NR3C1 gene promoter with PTSD symptoms clusters intrusions, avoidance, and hyperarousal. The association between CpG3 and intrusions reached Bonferroni-corrected statistical significance (after correcting for 8 tests; PBonferroni = 0.008). The CpGs are aligned by genomic position. The position of the potential NGFI-A binding site is shaded in purple. The horizontal dashed line indicates the p < 0.05 Bonferroni-corrected significance threshold.

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    Figure 3.

    Fitted values of probability for lifetime PTSD risk against DNA methylation at the NGFI-A binding site of the NR3C1 promoter for males and females. Lifetime PTSD risk was assessed against NR3C1 CpG3 DNA methylation and the number of lifetime traumatic event types via binary logistic regression (nmales = 83, pnominal_males = 0.008, βmales = −0.519; nfemales = 69, pnominal_females = 0.243, βfemales = −0.170). This graph also contains the raw CpG methylation values obtained in participants without (bottom line) and with (top line) PTSD.

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    Figure 4.

    Methylation-dependent differences in brain activity related to successful recognition of previously seen pictures in healthy men. Displayed are voxels with a positive correlation between methylation values (at NR3C1_CpG3) and activity, using color-coded t values. The blue circles show the activation in the pars triangularis and pars orbitalis of the inferior frontal gyrus (centered at 44, 25, −4; peak pFWE corrected < 0.05; displayed at puncorrected < 0.001; a random-effects, linear-regression model). Activations are overlaid on coronal (upper left), sagittal (upper right), and axial sections of the study-specific group template (see main text). L, Left side of the brain; R, right side of the brain.

Tables

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    Table 1.

    Association of PTSD symptom clusters and DNA methylation of NR3C1 gene promoter in Rwandan mena

    PTSD symptom clusters (nmales = 83)NR3C1_CpG1NR3C1_CpG2NR3C1_CpG3NR3C1_CpG4NR3C1_CpG5NR3C1_CpG6NR3C1_CpG7NR3C1 _CpG8
    Intrusionsb
        Spearman's ρ−0.235−0.039−0.355−0.128−0.203−0.059−0.118−0.18
        p value
            Nominal0.037*0.7330.001***0.2610.0730.6060.30.112
            Bonferroni correction for 8 CpGs0.29610.00810.584110.896
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters110.04811111
    Avoidanceb
        Spearman's ρ−0.115−0.033−0.260−0.033−0.101−0.049−0.019−0.074
        p value
            Nominal0.3150.7720.021*0.770.3760.6660.870.517
            Bonferroni correction for 8 CpGs110.16811111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters11111111
    Hyperarousalb
        Spearman's ρ−0.187−0.097−0.346−0.038−0.165−0.074−0.08−0.053
        p value
            Nominal0.0990.3960.009**0.740.1450.5140.4830.645
            Bonferroni correction for 8 CpGs0.79210.07211111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters110.43211111
    PDS scoreb,c
        Spearman's ρ−0.207−0.056−0.355−0.081−0.172−0.036−0.078−0.112
        p value
            Nominal0.0670.6270.001***0.4760.1310.7560.4960.324
            Bonferroni correction for 8 CpGs0.53610.00811111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters110.04811111
    NR3C1 DNA methylation
        Mean2.861.522.841.011.773.524.881.83
        SD1.321.551.561.451.581.811.821.56
    • ↵aCorrelation of NR3C1 gene promoter DNA methylation with sum of PTSD-specific symptom subscores according to PDS and DSM-IV. To account for trauma load, PTSD symptom cluster scores were divided by the sum of lifetime traumatic event types. Spearman's correlation ρs coefficients and the corresponding nominal and Bonferroni-corrected p values are shown for each symptom cluster.

    • ↵bSum of specific symptom clusters corrected for total number of lifetime traumatic events.

    • ↵cPDS score is not an additional symptom measure, as it represents the sum of the subscores of Intrusions, Avoidance, and Hyperarousal.

    • ↵***Correlation is nominally significant at the 0.001 level (2-tailed, Spearman's ρ).

    • ↵**Correlation is nominally significant at the 0.01 level (2-tailed, Spearman's ρ).

    • ↵*Correlation is nominally significant at the 0.05 level (2-tailed, Spearman's ρ).

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    Table 2.

    Association of PTSD symptom clusters and DNA methylation of NR3C1 gene promoter in Rwandan womena

    PTSD symptom clusters (nfemales = 69)NR3C1_CpG1NR3C1_CpG2NR3C1_CpG3NR3C1_CpG4NR3C1_CpG5NR3C1_CpG6NR3C1_CpG7NR3C1_CpG8
    Intrusionsb
        Spearman's ρ−0.1660.013−0.0730.0370.0650.033−0.0710.019
        p value
            Nominal0.1730.9160.5530.7630.5980.7850.5610.876
            Bonferroni correction for 8 CpGs11111111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters11111111
    Avoidanceb
        Spearman's ρ−0.116−0.118−0.1390.006−0.059−0.058−0.0450.092
        p value
            P-value (nominal)0.3440.3330.2560.9630.6330.6350.7140.45
            Bonferroni correction for 8 CpGs11111111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters11111111
    Hyperarousalb
        Spearman's ρ−0.003−0.014−0.0520.0530.002−0.04−0.057−0.033
        p value
            Nominal0.9830.9120.6720.6670.990.7460.6420.79
            Bonferroni correction for 8 CpGs11111111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters11111111
    PDS scoreb,c
        Spearman's ρ−0.114−0.046−0.0890.0110.003−0.006−0.0630.054
        p value
            Nominal0.3520.7060.4690.9280.9820.9590.6050.657
            Bonferroni correction for 8 CpGs11111111
            Bonferroni correction for 8 CpGs, sex, and 3 PTSD symptom clusters11111111
    NR3C1 DNA methylation
        Mean3.231.903.551.102.424.165.432.29
        SD1.621.811.851.591.832.321.961.90
    • ↵aCorrelation of NR3C1 gene promoter DNA methylation with sum of PTSD-specific symptom subscores according to PDS and DSM-IV. To account for trauma load, PTSD symptom cluster scores were divided by the sum of lifetime traumatic event types. Spearman's correlation ρ coefficients and the corresponding nominal and Bonferroni-corrected p values are shown for each symptom cluster.

    • ↵bSum of specific symptom clusters corrected for total number of traumatic events in a lifetime.

    • ↵cPDS score is not an additional symptom measure, as it represents the sum of the subscores of Intrusions, Avoidance and Hyperarousal.

    • View popup
    Table 3.

    NR3C1 CpG3 DNA methylation and recognition performance in the Swiss samplea

    NR3C1 CpG3
    Women (nfemales = 47)Men (nmales = 25)
    Recognition of all pictures
        β0.065−0.455
        p value0.6670.012*
    Arousal for positive pictures
        β−0.1480.343
        p value0.3200.094
    Arousal for negative pictures
        β−0.0090.431
        p value0.9540.031*
    Arousal for neutral pictures
        β−0.1350.266
        p value0.3660.199
    Recognition of positive pictures corrected for arousal
        β−0.036−0.447
        p value0.8170.041*
    Recognition of negative pictures corrected for arousal
        β0.289−0.481
        p value0.050*0.010**
    Recognition of neutral pictures corrected for arousal
        β−0.014−0.643
        p value0.9270.002**
    • ↵aRecognition corrected for arousal. To account for methylation-dependent differences in arousal during recognition of previously seen pictures, both arousal and NR3C1 CpG3 DNA methylation were included in the linear model. We modeled valence-specific recognition performance as dependent on NR3C1 DNA methylation and valence-specific arousal. β Coefficients and the corresponding p values are shown for each recognition and arousal category (DNA methylation mean ± SD: μNR3C1 CpG3 Females = 3.20 ± 1.29, μNR3C1 CpG3 Males = 3.28 ± 1.21).

    • ↵**Correlation is significant at the 0.01 level.

    • ↵*Correlation is significant at the 0.05 level.

    • View popup
    Table 4.

    Methylation-dependent differences in brain activity related to the successful recognition of previously seen pictures in healthy male individualsa

    Maximum t value within clusterRegional correspondence of the maximumMNI coordinates at maximum
    XYZ
    6.4174Cortex-right hemisphere-pars orbitalis (36%), cortex-right hemisphere-pars triangularis (31%) of the inferior frontal gyrus4424.75−4
    6.5307Near superior temporal cortex44−16.5−16
    6.3278Cortex-left hemisphere-cuneus (48%), cortex-left hemisphere-pericalcarine (10%)0−85.2512
    6.4978Near superior frontal cortex19.2538.532
    • ↵apFWE whole-brain corrected < 0.05. Swiss sample, nmales = 24. Regions and probabilities in accordance to the in-house atlas (see Materials and Methods).

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The Journal of Neuroscience: 34 (31)
Journal of Neuroscience
Vol. 34, Issue 31
30 Jul 2014
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Epigenetic Modification of the Glucocorticoid Receptor Gene Is Linked to Traumatic Memory and Post-Traumatic Stress Disorder Risk in Genocide Survivors
Vanja Vukojevic, Iris-T. Kolassa, Matthias Fastenrath, Leo Gschwind, Klara Spalek, Annette Milnik, Angela Heck, Christian Vogler, Sarah Wilker, Philippe Demougin, Fabian Peter, Erika Atucha, Attila Stetak, Benno Roozendaal, Thomas Elbert, Andreas Papassotiropoulos, Dominique J.-F. de Quervain
Journal of Neuroscience 30 July 2014, 34 (31) 10274-10284; DOI: 10.1523/JNEUROSCI.1526-14.2014

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Epigenetic Modification of the Glucocorticoid Receptor Gene Is Linked to Traumatic Memory and Post-Traumatic Stress Disorder Risk in Genocide Survivors
Vanja Vukojevic, Iris-T. Kolassa, Matthias Fastenrath, Leo Gschwind, Klara Spalek, Annette Milnik, Angela Heck, Christian Vogler, Sarah Wilker, Philippe Demougin, Fabian Peter, Erika Atucha, Attila Stetak, Benno Roozendaal, Thomas Elbert, Andreas Papassotiropoulos, Dominique J.-F. de Quervain
Journal of Neuroscience 30 July 2014, 34 (31) 10274-10284; DOI: 10.1523/JNEUROSCI.1526-14.2014
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