DNA methylation of NR3C1 and FKBP5 is associated with posttraumatic stress disorder, posttraumatic growth, and resilience.
Open accessAbstract
OBJECTIVE Understandings of the biological mechanisms underpinning posttrauma responses are limited. This pilot study aimed to expand research in this area by examining the relationship between DNA methylation of stress genes nuclear receptor subfamily 3 group C member 1 (NR3C1) and FK06 binding protein 5 (FKBP5) with an array of posttrauma responses of posttraumatic stress disorder (PTSD) symptom severity, posttraumatic growth (PTG), and resilience. METHOD First-year paramedicine students (N = 47) completed self-report measures of PTSD symptom severity, PTG, and resilience and provided a saliva sample for methylation analysis. Surrogate variable analyses identified covariates after which generalized regression models were performed to identify genomic sites significantly associated with PTSD symptom severity, PTG, or resilience. RESULTS Methylation of different FKBP5 and NR3C1 sites was significantly associated with PTSD symptom severity, PTG, and resilience. Methylation in FKBP5 site cg07485685 was a predictor of both PTSD symptom severity and resilience in opposite directions. CONCLUSIONS This is the first study investigating methylation changes in PTG, and overall the results suggest that NR3C1 and FKBP5 methylation is associated with both positive and negative posttrauma responses. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
6 of 33 cited sources checked · 1 supported · 2 flagged · accuracy not yet measured
- Interpretationown data
This finding tends to contradict previous findings where FKBP5 methylation has been associated with PTSD.
“This finding tends to contradict previous findings where FKBP5 methylation has been associated with PTSD (e.g., Yehuda et al., 2016;Methal et al., 2019).”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Yehuda et al., 2016 source
The Results section on Holocaust survivors and F0 comparison subjects (page unavailable) reports no significant main effect of PTSD diagnosis on FKBP5 intron 7 methylation. It attributes the observed methylation difference primarily to Holocaust exposure, rather than PTSD diagnosis. (LLM, conf=0.86)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured - cites Methal et al., 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingown data
Methylation of NR3C1 and FKBP5 were only associated with low levels of PTG and not heightened PTG.
“It is important to note that methylation of NR3C1 and FKBP5 were only associated with low levels of PTG and not heightened PTG.”
Quote in the paperSubstantial claim - Findingown data
Methylation of promotor-associated region cg03906910 of NR3C1 was significantly associated with heightened PTSD symptom severity.
“Results demonstrated that methylation of promotor-associated region cg03906910 of NR3C1 was significantly associated with heightened PTSD symptom severity.”
Quote in the paperSubstantial claim - Findingown data
Resilience was significantly associated with methylation of different regions of both NR3C1 (5 sites) and FKBP5 (2 sites).
“Resilience was significantly associated with methylation of different regions of both NR3C1 (5 sites) and FKBP5 (2 sites).”
Quote in the paperSubstantial claim - Findingown data
For resilience, a total of 7 CpG sites (2 in FKBP5 and 5 in NR3C1) were significantly associated with resilience scores (p<0.05).
“For resilience (Table 3), a total of 7 CpG sites (2 in FKBP5 and 5 in NR3C1) were significantly associated with resilience scores (p<0.05).”
Quote in the paperSubstantial claim
- Findingown data
For PTG, a total of 3 CpG sites (1 in FKBP5 and 2 in NR3C1) were significantly associated with PTG (p<0.05).
“For PTG (Table 3), a total of 3 CpG sites (1 in FKBP5 and 2 in NR3C1) were significantly associated with PTG (p<0.05).”
Quote in the paperSubstantial claim - Findingown data
Of the PTSD-associated CpG sites, one CpG in FKBP5, cg07485685, remained significant after Bonferroni correction.
“Of these, one CpG in the FKBP5 gene, cg07485685, remained significant after Bonferroni correction for multiple testing.”
Quote in the paperSubstantial claim - Findingown data
There were no observable patterns in associations between reduced or heightened resilience and methylation levels/regions.
“There were no observable patterns in associations between reduced or heightened resilience and methylation levels/ regions.”
Quote in the paperSubstantial claim - Findingown data
For PTSD, a total of 3 CpG sites (2 in FKBP5 and 1 in NR3C1) were significantly associated with PTSD symptom severity (p<0.05).
“For PTSD (Table 3), a total of 3 CpG sites (2 in FKBP5 and 1 in NR3C1) were significantly associated with PTSD symptom severity (p<0.05;Table 3).”
Quote in the paperSubstantial claim - Findingown data
None of the resilience-associated CpG sites remained significant after Bonferroni correction.
“Of these, none remained significant after Bonferroni correction.”
Quote in the paperNot a substantial claim - Findingown data
Methylation of different FKBP5 and NR3C1 sites was significantly associated with PTSD symptom severity, PTG, and resilience.
“Methylation of different FKBP5 and NR3C1 sites was significantly associated with PTSD symptom severity, PTG and resilience.”
- Also stated in: § Discussion · plain
“Overall, methylation of different regions of both NR3C1 and FKBP5 were significantly associated with PTSD symptom severity, PTG and resilience.”
Quote in the paperSubstantial claim - Also stated in: § Discussion · plain
- Findingown data
Low to moderate methylation of 2 FKBP5 5' untranslated regions (UTRs) was associated with reduced PTSD symptom severity.
“Interestingly, low to moderate methylation of 2 FKBP5 5' untranslated regions (UTRs) was associated with reduced PTSD symptom severity.”
Quote in the paperSubstantial claim - Findingown data
Low PTG after trauma was significantly associated with both FKBP5 and NR3C1 methylation.
“Low PTG after trauma was significantly associated with both FKBP5 and NR3C1 methylation.”
Quote in the paperSubstantial claim - Findingown data
Methylation in FKBP5 site cg07485685 was a predictor of both PTSD symptom severity and resilience in opposite directions.
“Methylation in FKBP5 site cg07485685 was a predictor of both PTSD symptom severity and resilience in opposite directions.”
- Also stated in: § DNA Methylation marks associated with posttrauma responses · plain
“The CpG site cg07485685 in gene FKBP5 was significantly associated with both PTSD symptom severity and resilience, and the directions were opposite such that DNA methylation at the CpG site was associated with reduced PTSD symptom severity and increased resilience (Table 3).”
- Also stated in: § Discussion · plain
“Interestingly, methylation of the same FKBP5 site (cg07485685) was significantly associated with PTSD symptom severity and resilience in opposite directions.”
Quote in the paperSubstantial claim - Also stated in: § DNA Methylation marks associated with posttrauma responses · plain
- Interpretationown data
This finding provides biological evidence for the inverse relationship between PTSD and resilience.
“This finding therefore provides biological evidence for the inverse relationship between PTSD and resilience (Streb, Häller, Michael, 2014); and also lends further credibility to the HPA-dysregulation hypothesis of PTSD.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Streb, Häller, Michael, 2014 source
- Study design and conductown data
Sensitivity analysis excluding individuals with no reported trauma exposure showed the results remained significant.
“Sensitivity analysis was performed by excluding individuals with no reported trauma exposure and the results remained significant.”
Quote in the paperNot a substantial claim - Premisenone given
This pilot study is the first to examine epigenetic mechanisms underpinning PTG and resilience.
“This is the first study investigating methylation changes in PTG”
- Also stated in: § Abstract · plain
“This pilot study is the first study to examine the epigenetic mechanisms underpinning PTG and resilience to provide a more holistic view of the biology of posttrauma responses using a salutogenic approach (Antonovsky, 1979).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Mehta et al., 2020 source
- Also stated in: § Abstract · plain
- Premisecitation
Epigenetic studies have associated PTSD with differential DNA methylation and gene expression patterns in HPA-axis stress genes such as NR3C1 and FKBP5.
“Epigenetic studies have associated PTSD with differential DNA methylation and gene expression patterns in HPA-axis stress genes such as Nuclear Receptor Subfamily 3 Group C Member 1 (NR3C1) and FK06 Binding Protein 5 (FKBP5; e.g., Klengel, Pape, Binder & Mehta, 2014;Mehta et al., 2017).”
Quote in the paperSubstantial claim0 of 2 sources checked - Study design and conductnone given
The sample showed low diversity, influencing the generalisability of findings.
“The sample showed low diversity, influencing the generalisability of findings.”
Quote in the paperNot a substantial claim - Interpretationreasoning
NR3C1 methylation being both positively and negatively associated with resilience may reflect the process that resilient individuals may still experience distress without functional disruption.
“Therefore, NR3C1 methylation being both positively and negatively associated with resilience may reflect this process.”
Quote in the paperSubstantial claim - Interpretationcitation
This pilot study addressed the pathogenic research bias by including positive posttrauma responses of PTG and resilience.
“Therefore, this pilot study addressed this pathogenic research bias by including positive posttrauma responses of PTG and resilience.”
Quote in the paperSubstantial claim - Interpretationown data
The results suggest that NR3C1 and FKBP5 methylation is associated with both positive and negative posttrauma responses.
“overall the results suggest that NR3C1 and FKBP5 methylation is associated with both positive and negative posttrauma responses.”
Quote in the paperSubstantial claim - Interpretationreasoning
Methylation of this region may be linked to poor HPA-axis function.
“and suggests that methylation of this region may be linked to poor HPA-axis function.”
Quote in the paperSubstantial claim - Interpretationreasoning
This finding lends further credibility to the HPA-dysregulation hypothesis of PTSD.
“and also lends further credibility to the HPA-dysregulation hypothesis of PTSD.”
Quote in the paperSubstantial claim - Study design and conductreasoning
The sample was small and therefore had limited power to detect significant results.
“The sample was small, and therefore had limited power to detect significant results.”
Quote in the paperNot a substantial claim
- Classified as probably not a substantial claim. 21
- May combine two claims. 12
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationSWAN normalisation removed technical differences between MINFI package Infinium I and Infinium II probes.
“SWAN normalisation removed technical differences between MINFI package Infinium I and Infinium II probes (Maksimovic, Gordon & Oshlack, 2012;Pidsley et al., 2013).”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites Maksimovic et al., 2012 source
The Background says SWAN is available in the minfi package and substantially reduces differences between Infinium I and II probe distributions. The Results section, “SWAN makes Infinium I and II β value distributions more similar,” reports smaller but nonzero differences after normalization, so “removed” overstates the finding. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Pidsley et al., 2013 source
In Results and discussion, “Qualitative observations on preprocessing and normalization” (page unavailable), the paper describes SWAN’s segmented quantile-normalization scheme as counterproductive relative to dasen. Its “Preprocessing and normalization method design” section attributes reduction of Type I/II background differences to other methods, not SWAN. The paper therefore does not report that SWAN removed those technical differences. (LLM, conf=0.76)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
Study design and conductown dataSurrogate variable analyses revealed 4 significant SVA vectors that were used as covariates in the model to correct for technical artefacts and hidden confounds.
“Surrogate variable analyses (SVAs) revealed 4 significant SVA vectors that were used as covariates in the model to correct for technical artefacts and hidden confounds (Leek & Storey, 2007).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Leek & Storey, 2007 source
The Results section (“Surrogate Variables”; page not available) says SVA identifies significant vectors and incorporates the resulting surrogate variables as covariates in subsequent analyses. The paper supports using them to account for unmodeled variation, but it does not report that this citing analysis found four significant vectors or used four in its model. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim.
PremisecitationHPA-axis dysregulation is related to PTSD after trauma.
“It has been proposed that HPA-axis dysregulation is related to PTSD after trauma (Hing et al., 2014;Yehuda, 2009); and by the same reasoning, it can be predicted that well-being after trauma (e.g., PTG and resilience) is related to healthy HPA-axis functioning.”
Quote in the paperSubstantial claim1 of 2 sources checkedClassified as probably not a substantial claim.
PremisecitationHealthy HPA-axis function indicated by a diurnal cortisol slope has been significantly associated with heightened PTG in breast cancer survivors.
“For example, healthy HPA-axis function indicated by a diurnal cortisol slope has been significantly associated with heightened PTG in breast cancer survivors (Diaz, Aldridge-Gerry & Spiegel, 2014).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Diaz et al., 2014 source
The Results report that higher posttraumatic growth scores were significantly associated with more negative, normal diurnal cortisol slopes. The Discussion specifies that the participants had metastatic breast cancer; the claim broadens this finding to breast cancer survivors generally. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
Findingown dataMethylation of 3 NR3C1 sites was significantly associated with reduced resilience, while methylation of 2 other NR3C1 sites was significantly associated with heightened resilience.
“Methylation of 3 NR3C1 sites was significantly associated with reduced resilience, while methylation of 2 other NR3C1 sites was significantly associated with heightened resilience.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataDNA methylation at FKBP5 site cg07485685 was associated with reduced PTSD symptom severity and increased resilience.
“such that DNA methylation at the CpG site was associated with reduced PTSD symptom severity and increased resilience”
- Also stated in: § Discussion · plain
“That is, methylation of this site was significantly associated with reduced PTSD symptom severity and heightened resilience.”
Quote in the paperSubstantial claim- Also stated in: § Discussion · plain
May combine two claims.
Findingown dataHypomethylation of a promotor-associated NR3C1 region and hypermethylation of a non-promotor NR3C1 region were significantly associated with reduced PTG.
“Hypomethylation of a promotor-associated NR3C1 region and hypermethylation of a non-promotor NR3C1 region were significantly associated with reduced PTG.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationResearch into the biological predictors of posttrauma responses, particularly PTG and resilience, is limited and still developing.
“In contrast, research into the biological predictors of posttrauma responses, particularly PTG and resilience, is limited and still developing (Mehta, Miller, Bruenig, David & Shakespeare-Finch, 2020;Schubert, Schmidt & Rosner, 2016).”
Quote in the paperSubstantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe association of methylation of NR3C1 and FKBP5 only with low PTG may be due to low power of a small sample size.
“This may be due to low power of a small sample size.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningWell-being after trauma (e.g., PTG and resilience) is related to healthy HPA-axis functioning.
“and by the same reasoning, it can be predicted that well-being after trauma (e.g., PTG and resilience) is related to healthy HPA-axis functioning.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationcitationThis pilot study has made an important contribution to the literature by examining positive posttrauma responses rather than focusing only on potential disorder.
“This pilot study has made an important contribution to the literature by examining positive posttrauma responses rather than focusing only on potential disorder as is common in trauma and epigenetic research.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe BRS demonstrated good internal consistency in the current sample (α = .86).
“The current sample demonstrated good internal consistency (α =.86).”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMehta and colleagues' (2020) systematic review identified 51 studies, of which none examined PTG, and only two measured resilience.
“For example, Mehta and colleagues (2020) systematic review of DNA methylation and gene expression patterns associated with positive and negative posttrauma responses identified 51 studies, of which none examined PTG, and only two measured resilience (Azadmarzabadi et al., 2018;Kohrt et al., 2016).”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
PremisecitationNR3C1 and FKBP5 play integral roles in activating and terminating the stress response after trauma exposure by regulating glucocorticoids and activating the negative feedback loop via the GR.
“Therefore, NR3C1 and FKBP5 play integral roles in activating and terminating the stress response after trauma exposure by regulating glucocorticoids and activating the negative feedback loop via the GR (Binder, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Binder, 2009 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenAssumptions of the data were inspected, and no breaches were detected.
“Assumptions of the data were inspected, and no breaches were detected.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe PTGI-X demonstrated strong reliability in the current sample (α = .96).
“The current sample verified strong reliability (α =.96).”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningAppropriate HPA-axis activity after trauma is associated with reduced PTSD symptom severity and heightened resilience after trauma.
“That is, appropriate HPAaxis activity after trauma is associated with reduced PTSD symptom severity and heightened resilience after trauma.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Study design and conductnone givenBonferroni multiple testing correction was performed to account for the number of CpGs tested across each gene.
“Bonferroni multiple testing correction was performed to account for the number of CpGs tested across each gene.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataData from two participants was excluded due to poor saliva quality, resulting in a final sample of 47 participants.
“Data from two participants was excluded due to poor saliva quality meaning the final sample was comprised of data from 47 participants.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe PCL-5 demonstrated good overall internal consistency in the current sample (α = .94).
“The current sample corroborated good overall internal consistency (α = .94).”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningMethylation of NR3C1 may result in heightened gene expression, reduced PTG after trauma and dysfunctional HPA-axis function.
“Therefore, methylation of NR3C1 may result in heightened gene expression, reduced PTG after trauma and dysfunctional HPA-axis function.”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe PTGI-X has shown high internal consistency in US (α = .97), Turkish (α = .96) and Japanese samples (α = .95).
“The PTGI-X has shown high internal consistency in US (α = .97),Turkish (α = .96)and Japanese samples (α = .95;Tedeschi et al., 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tedeschi et al., 2017 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIndividuals who are resilient after trauma may still experience distress, however this distress does not disrupt their ability to function in a healthy way.
“Individuals who are resilient after trauma may still experience distress, however this distress does not disrupt their ability to function in a healthy way (Bonanno & Diminich, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bonanno & Diminich, 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe study is limited by its cross-sectional candidate gene design.
“The study is also limited by its cross-sectional candidate gene design.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThese two different methylation patterns tend to increase gene expression, and have previously been associated with heightened distress and PTSD symptoms.
“These two different methylation patterns tend to increase gene expression (Bakusic et al., 2017;Dudley et al., 2011), and have previously been associated with heightened distress and PTSD symptoms (see Watkeys et al., 2018 review).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe BRS has previously shown high convergent and divergent validity, high discriminant predictive validity and strong reliability, and good reliability within an Australian paramedic population (α = .88).
“The scale has previously shown high convergent and divergent validity, high discriminant predictive validity and strong reliability (Smith et al., 2008), and good reliability within an Australian paramedic population (α = .88;Shakespeare-Finch & Daley, 2017).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Smith et al., 2008 source
- cites Shakespeare-Finch & Daley, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe functional outcome of UTR methylation remains uncertain.
“However, the functional outcome of UTR methylation remains uncertain (Aran et al., 2011;Martino & Saffrey, 2015).”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMethylation and expression of NR3C1 promotor associated regions has been consistently implicated in the pathophysiology of PTSD and other related disorders such as depression.
“This replicates previous findings where methylation and expression of NR3C1 promotor associated regions has been consistently implicated in the pathophysiology of PTSD and other related disorders such as depression (see Bakusic et al., 2017;Watkeys et al., 2018 reviews)”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe PCL-5 has demonstrated internal consistency, test-retest reliability, convergent validity and discriminant validity in US trauma-exposed students.
“The PCL-5 has demonstrated internal consistency, test-retest reliability, convergent validity and discriminant validity in US trauma-exposed students (Blevins, Weathers, Davis, Witte & Domino, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Blevins et al., 2015 source
The paper relies on this without support.
Salivary DNA methylation of NR3C1 and FKBP5 reflects HPA-axis function relevant to posttrauma responses.
“and suggests that methylation of this region may be linked to poor HPA-axis function.”
The paper relies on this without support.
The cross-sectional associations between methylation and posttrauma responses reflect a directional influence of methylation on responses rather than reverse causation.
“Methylation in FKBP5 site cg07485685 was a predictor of both PTSD symptom severity and resilience in opposite directions.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
The discussed PTSD-associated NR3C1 site differs from the reported site
MajorThe discussion names cg03906910 as a significant promoter-associated NR3C1 site for PTSD symptom severity. Table 3, which says it reports the significant sites, instead lists cg19645279 in the gene body as the NR3C1 PTSD site.
“Results demonstrated that methylation of promotor-associated region cg03906910 of NR3C1 was significantly associated with heightened PTSD symptom severity.”
“| PTSD SS | cg19645279 | | .041 | >.001 | 142702733 | Body |”
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Prospective Trajectories of Posttraumatic Stress in College Women Following a Campus Mass Shooting
Orcutt, H. K., Bonanno, G. A., Hannan, S. M., & Miron, L. R. (2014) · Journal of Traumatic Stress · doi:10.1002/jts.21914 · Cited by 123 · see citing works
Predicting post‐traumatic growth and post‐traumatic stress in firefighters
Armstrong, D., Shakespeare‐finch, J., & Shochet, I. (2014) · Australian Journal of Psychology · doi:10.1111/ajpy.12032 · Cited by 114 · see citing works
Self-citationWorkplace belongingness, distress, and resilience in emergency service workers.
Shakespeare‐Finch, J., & Daley, E. (2016) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/tra0000108 · Cited by 111 · see citing works
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Genetics of glucocorticoid regulation and posttraumatic stress disorder -what do we know?
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Self-citationTrajectories of posttraumatic growth and depreciation after two major earthquakes.
Marshall, E. M., Frazier, P., Frankfurt, S., & Kuijer, R. G. (2015) · Psychological Trauma: Theory, Research, Practice, and Policy · doi:10.1037/tra0000005 · Cited by 49 · see citing works
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Self-citationPosttraumatic growth and diurnal cortisol slope among women with metastatic breast cancer
Diaz, M., Aldridge-Gerry, A., & Spiegel, D. (2014) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2014.03.001 · Cited by 43 · see citing works
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Sorted by citations
Milligan Armstrong, A., Porter, T., Quek, H., White, A., Haynes, J., Jackaman, C., Villemagne, V., Munyard, K., Laws, S. M., Verdile, G., et al. (2021) · Biological Reviews · doi:10.1111/brv.12750 · Cited by 116 · see citing works
“A recent study identified epigenetic modifications in FKBP5 and NR3C1 that appear to impact PTSD severity (Miller et al., 2020).”
BackgroundMehta, D., Bruenig, D., Pierce, J., Sathyanarayanan, A., Stringfellow, R., Miller, O. K., Mullens, A. B., & Shakespeare‐Finch, J. (2021) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2021.11.026 · Cited by 45 · see citing works
Self-citationWilker, S., Vukojevic, V., Schneider, A., Pfeiffer, A., Inerle, S., Pauly, M., Elbert, T., Papassotiropoulos, A., de Quervain, D., & Kolassa, I.-T. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02316-6 · Cited by 42 · see citing works
“For instance, FKBP5, a co-chaperone of the GR, in fl uences the negative feedback mechanisms of the HPA axis [58], and FKBP5 methylation has been shown to be associated with PTSD symptom development [59, 60].”
BackgroundOstaiza-Cardenas, J., Tobar, A., Costa, S. C., Calero, D. S., López-Carrera, A., Bermúdez, F. G., & Orellana-Manzano, A. (2025) · Frontiers in Nutrition · doi:10.3389/fnut.2025.1632999 · Cited by 44 · see citing works
“However, the high attrition rate and varying levels of practice intensity created significant analytical challenges, limiting the ability to draw definitive conclusions about long-term epigenetic stability (107).”
Flasbeck, V., & Brüne, M. (2021) · PLoS ONE · doi:10.1371/journal.pone.0248514 · Cited by 29 · see citing works
“This is consistent with previous reports showing increased FKBP5 methylation being associated with high levels of anxiety, depression and PTSD symptoms [31,54,57] (for review see [49]).”
ResultNúñez-Ríos, D. L., Martínez‐Magaña, J. J., Nagamatsu, S. T., Andrade-Brito, D., Forero, D. A., Orozco, C. A., & Montalvo‐Ortiz, J. L. (2022) · Biomedicines · doi:10.3390/biomedicines10051107 · Cited by 27 · see citing works
“Studies have found that the dysregulation of immune-related genes, such as IL-1A and FKBP5, may be mediated by epigenetic mechanisms which, in turn, may result in up- or down-regulation of gene expression and the subsequent immune signaling dysfunction [2,27,29,31,33,34,47,48].”
BackgroundClinical Correlates of the NR3C1 Gene Methylation at Various Stages of Psychosis
Misiak, B., Samochowiec, J., Konopka, A., Gawronska-Szklarz, B., Beszłej, J. A., Szmida, E., & Karpiński, P. (2020) · The International Journal of Neuropsychopharmacology · doi:10.1093/ijnp/pyaa094 · Cited by 28 · see citing works
Mohammadi, S., Beh-Pajooh, A., Ahmadimanesh, M., Amini, M., Ghazi-Khansari, M., Moallem, S. A., Hosseini, R., Nourian, Y. H., & Ghahremani, M. H. (2022) · Epigenomics · doi:10.2217/epi-2022-0246 · Cited by 23 · see citing works
Ryu, J.-H., & Suh, K. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.878531 · Cited by 23 · see citing works
Anisman, H., Doubad, D., Asokumar, A., & Matheson, K. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105859 · Cited by 25 · see citing works
Eichenauer, H., & Ehlert, U. (2023) · Clinical Epigenetics · doi:10.1186/s13148-023-01557-y · Cited by 24 · see citing works
Testing theoretical predictors of posttraumatic growth and posttraumatic stress symptoms.
David, G., Shakespeare‐Finch, J., & Krosch, D. (2021) · Psychological Trauma Theory Research Practice and Policy · doi:10.1037/tra0000777 · Cited by 26 · see citing works
Self-citationBiological Correlates of Post-Traumatic Growth (PTG): A Literature Review
Dell’Osso, L., Carpita, B., Nardi, B., Bonelli, C., Calvaruso, M., & Cremone, I. M. (2023) · Brain Sciences · doi:10.3390/brainsci13020305 · Cited by 23 · see citing works
“[50] examined the relationship between epigenetic mechanisms, in particular DNA methylation of stress genes nuclear receptor subfamily 3 group C member 1 (NR3C1) and FK06 binding protein 5 (FKBP5), and the different possible biological responses to trauma, including the development of post-traumatic symptoms, PTG or r…”
BackgroundInfluentialSuh, J. S., Fiori, L. M., Ali, M., Harkness, K. L., Ramonas, M., Minuzzi, L., Hassel, S., Strother, S. C., Zamyadi, M., Arnott, S. R., et al. (2021) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2021.105348 · Cited by 20 · see citing works
“Previously, methylation at this site was found to be positively correlated with a measure of resilience in a sample with varying levels of PTSD symptom severity (Miller et al., 2020).”
Clausing, E. S., & Non, A. L. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.696827 · Cited by 19 · see citing works
“One study found methylation in one site of FKBP5 was a predictor of both PTSD symptom severity and resilience (in opposite directions) in saliva (39).”
BackgroundGenome-wide neonatal epigenetic changes associated with maternal exposure to the COVID-19 pandemic
Kocher, K. M., Bhattacharya, S., Andescavage, N. N., Almalvez, M., Henderson, D., Vilain, E. J. N., Limperopoulos, C., & Délot, E. C. (2023) · BMC Medical Genomics · doi:10.1186/s12920-023-01707-4 · Cited by 16 · see citing works
“…is a glucocorticoid receptor gene, which has been associated with increased methylation in other studies of perinatal stress to newborns [53, 54], as well as trauma [55], psychological disorders, including major depression, post-traumatic stress disorder, anxiety, and personality disorders [56].”
BackgroundLi, L., Xing, W., Jiang, L., Chen, D., & Zhang, G. (2023) · Gene · doi:10.1016/j.gene.2023.147199 · Cited by 16 · see citing works
Mechanisms of Epigenetic Inheritance in Post-Traumatic Stress Disorder
Chou, P.-C., Huang, Y., & Yu, S. (2024) · Life · doi:10.3390/life14010098 · Cited by 16 · see citing works
Feminist affect and children's embodied trauma
Hickey-Moody, A. C., & Willcox, M. G. (2020) · Matter Journal of New Materialist Research · doi:10.1344/jnmr.v1i2.30911 · Cited by 16 · see citing works
“Epigenetics (Youdell 2016) and trauma studies (Van Der Kolk, 2014; Menaken, 2017; Herman 1992; Miller et al., 2020) show us that people’s ‘scripts’ are often inherited and then activated and rewritten in different ways.”
BackgroundGlazebrook, A. J., Shakespeare‐Finch, J., Andrew, B., & van der Meer, J. N. (2023) · European Journal of Psychotraumatology · doi:10.1080/20008066.2023.2272477 · Cited by 16 · see citing works
“PTG means and standard deviations are similar to those reported by other studies using the PTGI-X (e.g. David et al., 2021; Miller et al., 2020), indicating that PTG in the study sample was representative of the general non-clinical population.”
ResultSelf-citationLu, A. K.-M., Hsieh, S., Yang, C., Wang, X., & Lin, S.-H. (2023) · Frontiers in Genetics · doi:10.3389/fgene.2022.1046700 · Cited by 14 · see citing works
“DNA methylation of MHC, DNMT3A, DNMT3B, NR3C1, and FKBP5 is significantly associated with posttraumatic growth, posttraumatic stress disorder, and resilience (Mehta et al., 2020; Miller et al., 2020).”
BackgroundTran, C. H., Weickert, C. S., Weickert, T. W., & Sinclair, D. (2022) · International Journal of Molecular Sciences · doi:10.3390/ijms23105333 · Cited by 14 · see citing works
“It is plausible that decreased Fkbp5 may represent an adaptive mechanism, since decreased Fkbp5 expression has been observed in resilient mice in a model of PTSD [67], Fkbp5-knockout mice display behavioural stress resilience [68] and distinct FKBP5 methylation patterns have been associated with post-traumatic growth…”
BackgroundAlzahrani, A., Keyworth, C., Alshahrani, K. M., Alkhelaifi, R., & Johnson, J. (2024) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-024-02755-6 · Cited by 20 · see citing works
“Compared to pharmacy, medicine, and nursing students [27, 46, 48], respectively), paramedicine is an understudied major health speciality in tertiary education, with no current systematic review investigating the prevalence of mental health issues among the paramedic student population [19].”
Mihaljevic, M. M., Franic, D., Soldatović, I., Lukić, I., Petrović, S. A., Mirjanić, T., Stanković, B., Zukić, B., Zeljić, K., Gašić, V., et al. (2021) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2021.105205 · Cited by 12 · see citing works
Alahmad, R., Hinchey, L. M.-E., Shaikh, M., Amirsadri, A., & Javanbakht, A. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.01.032 · Cited by 11 · see citing works
Ramos‐Vera, C. (2022) · Revista de Psicopatología y Psicología Clínica · doi:10.5944/rppc.30801 · Cited by 9 · see citing works
Takahashi, M., & Shelton, R. C. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1666599 · Cited by 10 · see citing works
Epigenetic changes caused by early life stress in the pathogenesis of depression
Bi, H., Jin, J., Sun, M., Chen, M., Li, X., & Wang, Y. (2025) · European Journal of Pharmacology · doi:10.1016/j.ejphar.2025.177671 · Cited by 10 · see citing works
Epigenetic Alterations in Post-Traumatic Stress Disorder: Comprehensive Review of Molecular Markers
Golubeva, E., Zeltser, A., Zorkina, Y., Ochneva, A., Tsurina, A. M., Andreyuk, D., Kostyuk, G. P., & Morozova, A. Y. (2024) · Complex Psychiatry · doi:10.1159/000541822 · Cited by 7 · see citing works
“Measured in saliva, methylations at different sites of FKBP5 (e.g., cg07485685) and NR3C1 play a signi fi cant role in the pathophysiology of PTSD [51].”
Trauma, Epigenetic Alterations, and Psychotherapy
Nohesara, S., & Alfonso, C. A. (2025) · Psychodynamic Psychiatry · doi:10.1521/pdps.2025.53.2.143 · Cited by 7 · see citing works
Neural Prediction of Posttraumatic Growth in Healthy Adults With and Without Probable PTSD
Glazebrook, A. J., Shakespeare‐Finch, J., Johnston, P., & van der Meer, J. N. (2022) · Journal of Loss and Trauma · doi:10.1080/15325024.2022.2149877 · Cited by 6 · see citing works
“However, existing literature repeatedly demonstrates that PTG and PTSD do not represent opposite ends of the same spectrum of cognitions and behaviors (Taku et al., 2021) or gene expressions (Miller et al., 2020).”
BackgroundSelf-citationReligion, spirituality, and DNA methylation in HPA-axis genes among Hispanic/Latino adults
Zhen‐Duan, J., Canenguez, K. M., Wilson, A. E., Gu, Y., Valluri, H. G., Chavez, A. D., Argentieri, M. A., Schachter, A. B., Wu, H., Baccarelli, A., et al. (2024) · Epigenomics · doi:10.1080/17501911.2024.2442293 · Cited by 4 · see citing works
Hammann, N., Kaess, M., Rujescu, D., Brunner, R. M., Hartmann, A. M., & Reichl, C. (2023) · Psychopathology · doi:10.1159/000531253 · Cited by 4 · see citing works
“However, differences in methylation have been shown in the context of childhood adversity and depression [46] and in individuals suffering from PTSD [47].”
BackgroundCapturing the epigenome: Differences among blood, saliva, and brain samples
Nishitani, S. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-823039-8.00006-x · Cited by 3 · see citing works
Modi, N., Guo, J. Z., Lee, R., Greenstein, A., & Lee, R. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms26125643 · Cited by 3 · see citing works
“Epigenetic alterations in FKBP5 have been linked to several stress-related psychiatric disorders such as PTSD, anxiety, and alcohol abuse [31–33].”
Youssef, N. A. (2022) · PubMed Central · Cited by 3 · see citing works
Zhang, H., Yu, R., Cao, S., Liu, X., Chen, C. Y., Peng, F., & Qi, Y. (2026) · Frontiers in Nutrition · doi:10.3389/fnut.2026.1773920 · Cited by 2 · see citing works
“Ethical considerations are also pertinent, as epigenetic data may raise issues related to privacy, governance, and secondary use, and models derived from unrepresentative cohorts may risk amplifying bias or widening disparities if implemented without safeguards (74, 78).”
Epigenetics in persons living with HIV: trauma, coping, and FKBP5 and SLC6A4 methylation
Tomlinson, C. J., Ryniker, L., Cook, H. M., Schwartz, R. M., & Non, A. L. (2025) · Epigenomics · doi:10.1080/17501911.2025.2476389 · Cited by 2 · see citing works
“…environmental exposures, such as life-time trauma, and mental health difficulties have primarily focused on DNA methylation at stress-related genes implicated in regulating glucocorticoid signaling and serotonergic neurotransmission, such as NR3C1 [24,34], SLC6A4 [35,36], and FKBP5 [22,37,38].”
Wang, C., & Xia, Z. (2026) · Frontiers in Genetics · doi:10.3389/fgene.2026.1734673 · Cited by 2 · see citing works
Rubens, M., Paul, R. P., Sathyanarayanan, A., Miller, O. K., Mullens, A. B., Bruenig, D., Obst, P. L., Shakespeare‐Finch, J., & Mehta, D. (2025) · Epigenomes · doi:10.3390/epigenomes9040039 · Cited by 1 · see citing works
“In a sample of 48 first-year paramedicine students, PTSD symptom severity, resilience, and PTG were associated with DNAm levels in candidate genes FKBP5 and NR3C1 [28].”
InfluentialSelf-citationEpigenetic regulation of stress
Alamoudi, M. K., Alibrahim, N., Alsaleh, A. A., & Raza, M. L. (2025) · Progress in brain research · doi:10.1016/bs.pbr.2025.01.007 · Cited by 1 · see citing works
The extraordinary “ordinary magic” of resilience
Grigorenko, E. L. (2024) · Development and Psychopathology · doi:10.1017/s0954579424000841 · Cited by 2 · see citing works
Grillakis, C. E., Madden, S. V., Brick, L. A. D., & Merrill, S. M. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1875411
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Glazebrook, A. J., Shakespeare‐Finch, J., Andrew, B., & van der Meer, J. N. (2026) · Journal of Loss and Trauma · doi:10.1080/15325024.2025.2585079
“…1, 3, and 4 ( Pre-Int : 78, 72, and 65, respectively) increased from around the population average of 58–72 reported in other studies using the PTGI-X (e.g., David et al., 2022; Glazebrook et al., 2023; Miller et al., 2020), to scores indicative of high PTG ( 2mFu : 99, 95, and 93, respectively).”
Self-citationDNA methylation mechanisms and their contribution to metabolic pathophysiology
Gupta, J. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-44591-0.00011-4
Vers une physiopathologie intégrative du trauma complexe
Robin, M., Spodenkiewicz, M., Belbèze, J., & Corcos, M. (2025) · L Encéphale · doi:10.1016/j.encep.2025.06.007
Epidemiology, Ergonomics, and Epigenetics: Performance Traumatic Stress Disorder (PTSD)
Chong, J. P., & Cottrell, K. (2025) · Springer eBooks · doi:10.1007/978-3-032-06243-7_2
Abdo, M., & Schlösser, A. (2024) · British Paramedic Journal · doi:10.29045/14784726.2024.6.9.1.34 · Cited by 2 · see citing works
“Further screening revealed seven duplicates, six papers with a combined sample (data pooled from first responders including ambulance, fire and police)), one with a student sample (Miller et al., 2020), three review/ opinion pieces and two that were irrelevant.”
Genomic markers and psychological health outcomes of drinking behaviours in veterans
Turner, M. (2022) · Queensland University of Technology · doi:10.5204/thesis.eprints.235393
- Authors
- Miller, O., Shakespeare-Finch, J., Bruenig, D., & Mehta, D.
- Affiliations
- Queensland University of Technology (AU)
- Venue
- Psychological Trauma: Theory, Research, Practice, and Policy
- Published
- 2020-10
- Volume
- 12
- Issue
- 7
- Pages
- 750-755
- ISSN
- 1942-9681 (ISSN-L)
- 1942-969X
- OpenAlex
- W3013613463
- Cited by
- 56
- References
- 38
- Citations by year
- 2026: 7 · 2025: 12 · 2024: 7 · 2023: 12 · 2022: 9 · 2021: 7 · 2020: 2
- FWCI
- 2.99
- Type
- journal article
- Language
- en
- Open access
- green
- psycnet.apa.org
- Locations
- Psychological Trauma Theory Research Practice and Policy (publishedVersion)
- PubMed (publishedVersion)
- QUT ePrints (Queensland University of Technology) (submittedVersion)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Posttraumatic Stress Disorder Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Social Sciences › Psychology › Clinical Psychology › Child Abuse and Trauma
- Keywords
- DNA methylation, NR3C1, FKBP5, post-traumatic stress disorder, posttraumatic growth, resilience, PTSD symptom severity, epigenetics, glucocorticoid receptor, cortisol receptor, salivary biomarkers
- MeSH terms
- Posttraumatic Growth, Psychological, Tacrolimus Binding Protein 5, Adolescent, Adult, Female, Humans, Male, Pilot Projects, Receptors, Glucocorticoid, Severity of Illness Index, Stress Disorders, Post-Traumatic, DNA Methylation, Tacrolimus Binding Proteins, Resilience, Psychological, Young Adult
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