Advertisement
Archival Report|Articles in Press

Underlying Hippocampal Mechanism of PTSD Treatment Outcome: Evidence from Two Clinical Trials

Open AccessPublished:February 01, 2023DOI:https://doi.org/10.1016/j.bpsgos.2023.01.005

      Abstract

      Background

      The hippocampus plays an important role in the pathophysiology of posttraumatic stress disorder (PTSD) and its prognosis. Accumulating findings suggest that individuals with larger pre-treatment hippocampal volume are more likely to benefit from PTSD treatment, but the mechanism underlying this effect is unknown. We investigated whether further increase in hippocampal volume during treatment explains the better prognosis of individuals with greater pre-treatment hippocampal volume.

      Method

      We collected structural magnetic resonance images (MRI) from patients with PTSD before and after treatment. We examined whether larger hippocampal volume moderates the effect of increased hippocampal volume during treatment on symptom reduction. Given the relatively small sample sizes of treatment studies with pre- and post-treatment MRI, we focused on effect sizes and sought to replicate findings in an external sample. We tested our hypothesis in Study 1 (N=38; Prolonged Exposure Therapy), then tested whether results can be externally replicated in Study 2 (N=20; Ketamine Infusion followed by Exposure Therapy).

      Results

      Findings from Study 1 revealed that increased right hippocampal volume during treatment was associated with greater PTSD symptom reduction only in patients with greater pre-treatment right hippocampal volume (p=.03; Eta2=.13, a large effect). Findings were partially replicated in Study 2 for depressive symptoms (p=.034; Eta2=.25, a very large effect) and for PTSD symptoms (p=.15; Eta2=.15, a large effect).

      Conclusions

      Elucidating increased hippocampal volume as one of the neural mechanisms predictive of therapeutic outcome for individuals with larger pre-treatment hippocampal volume may help identify clinical targets for this subgroup.

      Keywords

      Posttraumatic stress disorder (PTSD) is associated with individual suffering and high societal costs (

      Habetha S, Bleich S, Weidenhammer J & Fegert JM. (2012): A prevalence-based approach to societal costs occurring in consequence of child abuse and neglect. Child and adolescent psychiatry and mental health 6: 1-10.‏

      ), and treatments for PTSD, such as Prolonged Exposure therapy (PE) are effective only for some (
      • Duek O.
      • Kelmendi B.
      • Pietrzak R.H.
      • Harpaz-Rotem I.
      Augmenting the treatment of PTSD with ketamine—a review.
      ,
      • Schottenbauer M.A.
      • Glass C.R.
      • Arnkoff D.B.
      • Tendick V.
      • Gray S.H.
      Nonresponse and dropout rates in outcome studies on PTSD: Review and methodological considerations.
      ). Empirical findings suggest that individuals with high pre-treatment hippocampal volume are more likely to benefit from treatment (
      • Rubin M.
      • Shvil E.
      • Papini S.
      • Chhetry B.T.
      • Helpman L.
      • Markowitz J.C.
      • et al.
      Greater hippocampal volume is associated with PTSD treatment response.
      ), but the mechanisms underlying this effect remain to be discovered.
      Hippocampal volume in PTSD has been the focus of much research because of the central role it plays in regulating stress hormones and responses through the hypothalamic-pituitary-adrenal axis (
      • Sapolsky R.M.
      • Romero L.M.
      • Munck A.U.
      How do glucocorticoids influence stress responses? Integrating permissive, suppressive, stimulatory, and preparative actions.
      ), as well as its role in the retrieval of episodic memory, particularly autobiographical memory (
      • Addis D.R.
      • Moscovitch M.
      • Crawley A.P.
      • McAndrews M.P.
      Recollective qualities modulate hippocampal activation during autobiographical memory retrieval.
      ). PTSD is characterized by volume reduction in the hippocampus, with greater PTSD symptom severity being associated with lower hippocampal volume (
      • Hinojosa C.A.
      Does Hippocampal Volume in Patients with Posttraumatic Stress Disorder Vary by Trauma Type?.
      ,
      • O'Doherty D.C.
      • Chitty K.M.
      • Saddiqui S.
      • Bennett M.R.
      • Lagopoulos J.
      A systematic review and meta-analysis of magnetic resonance imaging measurement of structural volumes in posttraumatic stress disorder.
      ,
      • Kühn S.
      • Gallinat J.
      Gray matter correlates of posttraumatic stress disorder: a quantitative meta-analysis.
      ,
      • Nelson M.D.
      • Tumpap A.M.
      Posttraumatic stress disorder symptom severity is associated with left hippocampal volume reduction: a meta-analytic study.
      ). A large-scale study conducted by the Enhancing Neuroimaging Genetics through Meta-analysis (ENIGMA) consortium suggested that of all eight subcortical structures examined (nucleus accumbens, amygdala, caudate, hippocampus, pallidum, putamen, thalamus, and lateral ventricle), the most robust difference between individuals with PTSD and trauma-exposed healthy controls (TEHCs) was hippocampal volume, with individuals with PTSD showing significantly lower hippocampal volume compared to TEHCs (
      • Logue M.W.
      • van Rooij S.J.
      • Dennis E.L.
      • Davis S.L.
      • Hayes J.P.
      • Stevens J.S.
      • et al.
      Smaller hippocampal volume in posttraumatic stress disorder: a multisite ENIGMA-PGC study: subcortical volumetry results from posttraumatic stress disorder consortia.
      ). Further analyses of the ENIGMA dataset also identified aberrations in interhemispheric structural connectivity (
      • Dennis E.L.
      • Disner S.G.
      • Fani N.
      • Salminen L.E.
      • Logue M.
      • Clarke E.K.
      • et al.
      Altered white matter microstructural organization in posttraumatic stress disorder across 3047 adults: results from the PGC-ENIGMA PTSD consortium.
      ). These findings are consistent with the neurobiological model of PTSD, according to which the hippocampus subserves extinction memory recall and context-encoding during a traumatic event, and it is therefore likely to play an important role in context differentiation between cues that signal safety and those that signal threat (
      • Ji J.
      • Maren S.
      Hippocampal involvement in contextual modulation of fear extinction.
      ,
      • Rauch S.L.
      • Shin L.M.
      • Phelps E.A.
      Neurocircuitry models of posttraumatic stress disorder and extinction: human neuroimaging research—past, present, and future.
      ,
      • Shin L.M.
      • Rauch S.L.
      • Pitman R.K.
      Amygdala, medial prefrontal cortex, and hippocampal function in PTSD.
      ).
      Studies of PTSD treatment support the putative role the hippocampus plays in PTSD, and suggest that individuals with larger hippocampal volume are more likely to benefit from treatment (
      • Suarez-Jimenez B.
      • Zhu X.
      • Lazarov A.
      • Mann J.J.
      • Schneier F.
      • Gerber A.
      • et al.
      Anterior hippocampal volume predicts affect-focused psychotherapy outcome.
      ). Treatment studies further suggest that smaller hippocampal volume may be specifically related to persistence of chronic PTSD after treatment (
      • Rubin M.
      • Shvil E.
      • Papini S.
      • Chhetry B.T.
      • Helpman L.
      • Markowitz J.C.
      • et al.
      Greater hippocampal volume is associated with PTSD treatment response.
      ,
      • Van Rooij S.J.H.
      • Kennis M.
      • Sjouwerman R.
      • Van Den Heuvel M.P.
      • Kahn R.S.
      • Geuze E.
      Smaller hippocampal volume as a vulnerability factor for the persistence of post-traumatic stress disorder.
      ). Research has further shown that patients who recovered from PTSD were not characterized by smaller hippocampal volume (
      • Rubin M.
      • Shvil E.
      • Papini S.
      • Chhetry B.T.
      • Helpman L.
      • Markowitz J.C.
      • et al.
      Greater hippocampal volume is associated with PTSD treatment response.
      ,
      • Van Rooij S.J.H.
      • Kennis M.
      • Sjouwerman R.
      • Van Den Heuvel M.P.
      • Kahn R.S.
      • Geuze E.
      Smaller hippocampal volume as a vulnerability factor for the persistence of post-traumatic stress disorder.
      ,
      • Bonne O.
      • Brandes D.
      • Gilboa A.
      • Gomori J.M.
      • Shenton M.E.
      • Pitman R.K.
      • Shalev A.Y.
      Longitudinal MRI study of hippocampal volume in trauma survivors with PTSD.
      ,
      • Apfel B.A.
      • Ross J.
      • Hlavin J.
      • Meyerhoff D.J.
      • Metzler T.J.
      • Marmar C.R.
      • et al.
      Hippocampal volume differences in Gulf War veterans with current versus lifetime posttraumatic stress disorder symptoms.
      ). Although the accumulating findings suggest that larger hippocampal volume may be key to successful treatment, the neural mechanism underlying this effect, namely which neural alterations occur during treatment in individuals with larger pre-treatment hippocampal volume, is not clear.
      In the current investigation, we hypothesized that the mechanism underlying the greater response to PTSD treatment of individuals with larger pre-treatment hippocampal volume is an additional increase in hippocampal volume during treatment. This hypothesis is based on theories arguing for the benefit of capitalizing on strengths — the “rich get richer” phenomenon (
      • Cheavens J.S.
      • Strunk D.R.
      • Lazarus S.A.
      • Goldstein L.A.
      The compensation and capitalization models: A test of two approaches to individualizing the treatment of depression.
      ): individuals with already larger pre-treatment hippocampal volume may benefit most from leveraging this strength, gaining further increase in hippocampal volume during treatment for showing better treatment outcomes. The underlying mechanism may be extinction learning, which is key to successful PTSD treatment (
      • Pittig A.
      • van den Berg L.
      • Vervliet B.
      The key role of extinction learning in anxiety disorders: behavioral strategies to enhance exposure-based treatments.
      ). For extinction learning to ensue during treatment, patients should be engaged in recall of traumatic memories (

      Meaney MJ & Szyf M. (2022): Environmental programming of stress responses through DNA methylation: life at the interface between a dynamic environment and a fixed genome. Dialogues in clinical neuroscience.‏

      ) via brain regions involved in autobiographical memory. During the process of extinction recall, new learning is attained, which can be translated into therapeutic gains, potentially reversing the adverse effect of PTSD on hippocampal volume. Accumulated findings suggest that an increase in hippocampal volume may be associated, at least for some patients, with greater treatment efficacy. Significant post-treatment volume increases were reported in the bilateral hippocampus (
      • Levy-Gigi E.
      • Szabó C.
      • Kelemen O.
      • Kéri S.
      Association among clinical response, hippocampal volume, and FKBP5 gene expression in individuals with posttraumatic stress disorder receiving cognitive behavioral therapy.
      ) and in the left parahippocampal gyrus (
      • Bossini L.
      • Santarnecchi E.
      • Casolaro I.
      • Koukouna D.
      • Caterini C.
      • Cecchini F.
      • et al.
      Morphovolumetric changes after EMDR treatment in drug-naïve PTSD patients.
      ). A positive correlation between symptom improvement and total hippocampal volume was also documented (
      • Levy-Gigi E.
      • Szabó C.
      • Kelemen O.
      • Kéri S.
      Association among clinical response, hippocampal volume, and FKBP5 gene expression in individuals with posttraumatic stress disorder receiving cognitive behavioral therapy.
      ). However, the findings are mixed (
      • Manthey A.
      • Sierk A.
      • Brakemeier E.L.
      • Walter H.
      • Daniels J.K.
      Does trauma-focused psychotherapy change the brain? A systematic review of neural correlates of therapeutic gains in PTSD.
      ), and other studies failed to replicate the correlation between treatment success and changes in hippocampal volume (
      • Van Rooij S.J.H.
      • Kennis M.
      • Sjouwerman R.
      • Van Den Heuvel M.P.
      • Kahn R.S.
      • Geuze E.
      Smaller hippocampal volume as a vulnerability factor for the persistence of post-traumatic stress disorder.
      ).
      As argued by Manthey et al., (
      • Manthey A.
      • Sierk A.
      • Brakemeier E.L.
      • Walter H.
      • Daniels J.K.
      Does trauma-focused psychotherapy change the brain? A systematic review of neural correlates of therapeutic gains in PTSD.
      ) given the mixed findings in the literature, there is no robust evidence, to date, of therapy-induced changes in the hippocampus at the group level, and much heterogeneity may exist between patients. Given the better prognosis of individuals with larger hippocampal volume pre-treatment as well as the beneficial effect of increased hippocampal volume during treatment for a subset of the patients, we hypothesized that only individuals with already larger pre-treatment hippocampal volume are able to benefit from further increased hippocampal volume during treatment to achieve symptom reduction. The present study tested this hypothesis. We investigated whether a further increase in hippocampal volume during treatment is the mechanism underlying the better prognosis of individuals with larger pre-treatment hippocampal volume (Figure 1).
      Figure thumbnail gr1
      Figure 1On the left: The proposed conceptual model according to which an increase in hippocampal volume during treatment explains the better prognosis of individuals with greater pre-treatment hippocampal volume. In the middle: Study 1 (Prolonged Exposure Therapy). On the right: Study 2 (ketamine and exposure therapy).
      Given the replication crisis and concerns about potential validity (
      • Open Science Collaboration
      Estimating the reproducibility of psychological science.
      ,
      • Tackett J.L.
      • Miller J.D.
      Introduction to the special section on increasing replicability, transparency, and openness in clinical psychology.
      ), especially in small treatment samples with repeated MRI scans, we resorted to an external validation design. Specifically, we tested our hypothesis on one sample in which PE was administered, then tested its potential replication in an independent sample, in which both PE and ketamine were administered. The two treatment samples differ in treatment, methodology, and sample characteristics, representing a rigorous test of the validity and generalizability of the findings. We focused on both PTSD and depressive symptoms because of their centrality in PE (

      Foa EB, Hembree EA & Rothbaum BO. (2007): Prolonged exposure therapy for PTSD: Emotional processing of traumatic experience. Therapist Guide.‏

      ) and ketamine (
      • Fava M.
      • Freeman M.P.
      • Flynn M.
      • Judge H.
      • Hoeppner B.B.
      • Cusin C.
      • et al.
      Double-blind, placebo-controlled, dose-ranging trial of intravenous ketamine as adjunctive therapy in treatment-resistant depression (TRD).
      ,
      • Krystal J.H.
      • Abdallah C.G.
      • Sanacora G.
      • Charney D.S.
      • Duman R.S.
      Ketamine: a paradigm shift for depression research and treatment.
      ,
      • Murrough J.W.
      • Perez A.M.
      • Pillemer S.
      • Stern J.
      • Parides M.K.
      • aan het Rot M.
      • et al.
      Rapid and longer-term antidepressant effects of repeated ketamine infusions in treatment-resistant major depression.
      ) treatments, respectively.

      Methods

      Samples

      Study 1. Individuals with PTSD and trauma-exposed, medically healthy controls (TEHC) matched on gender, age at exposure to trauma, trauma type (interpersonal vs. non-interpersonal) and duration, race, and ethnicity were recruited through advertisement and fliers. All participants met DSM-IV (

      First MB. (1997): Structured clinical interview for DSM-IV axis I disorders. Biometrics Research Department.‏

      ) PTSD criterion A1 for adult traumatic events, including vehicular accidents, sexual or physical assaults, and witnessing serious injuries or deaths. Medical history, review of systems, physical examination, and laboratory tests determined the health status of all participants.
      Individuals with PTSD were included in the study only following clinician diagnosis of PTSD and a Clinician-Administered PTSD Scale (CAPS) (
      • Blake D.D.
      • Weathers F.W.
      • Nagy L.M.
      • Kaloupek D.G.
      • Gusman F.D.
      • Charney D.S.
      • et al.
      The development of a clinician-administered PTSD scale.
      ) score of ≥50. Full inclusion and exclusion criteria for individuals with PTSD appear in Table S1 in the online supplements. TEHC exclusion criteria were: any current or past Axis I disorder, and a CAPS score >19, which is considered symptomatic (
      • Blake D.D.
      • Weathers F.W.
      • Nagy L.M.
      • Kaloupek D.G.
      • Gusman F.D.
      • Charney D.S.
      • et al.
      The development of a clinician-administered PTSD scale.
      ). The New York State Psychiatric Institute Institutional Review Board approved all procedures, and all participants provided written informed consent for the trial, which was registered at clinicaltrials.gov (identifier NCT01576510). Eighty-five participants consented. A total of 43 individuals did not drop out and had both pre- and post-treatment MRI scans (24 of them receiving treatment), and therefore were included in the analyses. To enlarge variability in hippocampal volume pre-treatment and in changes in hippocampal volume during treatment, we used the data of both individuals with PTSD receiving PE and of TEHC individuals not receiving treatment. Thus, the TEHCs served as a “control” to expand heterogeneity in hippocampal volume variance, enabling the capture of potential associations, if they indeed exist. The sample of Study 1 overlaps with Rubin et al. (
      • Rubin M.
      • Shvil E.
      • Papini S.
      • Chhetry B.T.
      • Helpman L.
      • Markowitz J.C.
      • et al.
      Greater hippocampal volume is associated with PTSD treatment response.
      ).
      Study 2. Individuals with PTSD were recruited to participate in the study. PTSD diagnosis was established using the Clinician-Administered PTSD Scale (CAPS-5) (
      • Weathers F.W.
      • Bovin M.J.
      • Lee D.J.
      • Sloan D.M.
      • Schnurr P.P.
      • Kaloupek D.G.
      • et al.
      The Clinician-Administered PTSD Scale for DSM–5 (CAPS-5): Development and initial psychometric evaluation in military veterans.
      ). Patients were excluded for acute medical illness based on medical history, physical examination, and screening laboratory test values. Possible cardiac issues were screened using EKG. The Yale University School of Medicine Institutional Review Board approved all procedures, and all participants provided written informed consent for the trial, which was registered at clinicaltrials.gov (identifier NCT02727998).
      Twenty-eight individuals suffering from PTSD consented. A total of 20 individuals (9 receiving ketamine; 11 receiving midazolam) did not drop out and had both pre- and post-treatment MRI scans, and were therefore included in the analyses.

      Treatments

      Study 1. Individuals with PTSD started treatment with one of two trained therapists who adhered to the 10-week standard PE protocol (
      • Foa E.B.
      • Hembree E.A.
      • Cahill S.P.
      • Rauch S.A.
      • Riggs D.S.
      • Feeny N.C.
      • et al.
      Randomized trial of prolonged exposure for posttraumatic stress disorder with and without cognitive restructuring: outcome at academic and community clinics.
      ). According to the protocol, patients are required to (a) repeatedly recount the traumatic experience by describing the event in detail in the present tense with guidance from the therapist (imaginal exposure), and (b) identify and confront a range of previously avoided trauma reminders, such as specific stimuli and situations, to extinguish fear responses (in vivo exposure). Before the start of the study, therapists treated two pilot cases under supervision to confirm their expertise. In the course of the study, they were continuously monitored and supervised by PE experts for adherence and competence. The independent assessors used the PE integrity measure (
      • Duek O.
      • Li Y.
      • Kelmendi B.
      • Amen S.
      • Gordon C.
      • Milne M.
      • et al.
      Modulating amygdala activation to traumatic memories with a single ketamine infusion.
      ) to rate audiotaped sessions. For a detailed description of the design and procedure see Rubin et al. (
      • Rubin M.
      • Shvil E.
      • Papini S.
      • Chhetry B.T.
      • Helpman L.
      • Markowitz J.C.
      • et al.
      Greater hippocampal volume is associated with PTSD treatment response.
      ).
      Study 2. While the trauma memory was reactivated into a labile state, either ketamine, a non-competitive Nmethyl-D-aspartate glutamate receptor (NMDAR) antagonist (0.5mg/kg), or benzodiazepine midazolam, a positive allosteric modulator of GABAA receptors (0.045mg/kg), infusion was administered inside the MRI scanner for 40 minutes. Twenty-four hours post-infusion, participants began daily exposure-based therapy (
      • Weathers F.W.
      • Bovin M.J.
      • Lee D.J.
      • Sloan D.M.
      • Schnurr P.P.
      • Kaloupek D.G.
      • et al.
      The Clinician-Administered PTSD Scale for DSM–5 (CAPS-5): Development and initial psychometric evaluation in military veterans.
      ) that included imaginal and in vivo exposure. The PE protocol was administered by one of two trained therapists and was identical in its goals and therapeutic techniques with that used in Study 1, but with differences in the time frame. The complete study procedure, including imaging sessions, lasted 7 days. For a detailed description of the design and procedure, see Duek et al. (
      • Duek O.
      • Li Y.
      • Kelmendi B.
      • Amen S.
      • Gordon C.
      • Milne M.
      • et al.
      Modulating amygdala activation to traumatic memories with a single ketamine infusion.
      ).

      Measures

      Study 1. We used CAPS-IV to assess PTSD symptoms and BDI to assess depressive symptoms, pre- and post-treatment.
      Study 2. We used the PTSD Checklist for DSM-5 (PCL-5) (
      • Blevins C.A.
      • Weathers F.W.
      • Davis M.T.
      • Witte T.K.
      • Domino J.L.
      The posttraumatic stress disorder checklist for DSM‐5 (PCL‐5): Development and initial psychometric evaluation.
      ) to assess PTSD symptoms and BDI to assess depressive symptoms, pre- and post-treatment. Given that treatments lasted for 7 days, we used the 1-month post-treatment assessment of outcome in all analyses.
      MRI Data Acquisition. See online supplements.

      Overview of statistical analyses

      To test the study hypothesis, we examined whether larger hippocampal volume moderates the effect of increased hippocampal volume during treatment on symptom reduction, so that increased hippocampal volume during treatment is associated with greater symptom reduction only for individuals with larger pre-treatment hippocampal volume. We focused on the interaction between the baseline level of hippocampal volume and changes in hippocampal volume over the course of treatment in predicting outcome. Such an interaction between the baseline value of a given variable and changes during treatment in that variable was designed to identify the process of change in treatment associated with best outcomes for individuals holding a given pre-treatment characteristic (
      • Zilcha-Mano S.
      Toward personalized psychotherapy: The importance of the trait-like/state-like distinction for understanding therapeutic change.
      ,
      • Zilcha-Mano S.
      • Fisher H.
      Distinct roles of state-like and trait-like patient–therapist alliance in psychotherapy.
      ).
      Previous findings on hippocampal volume were bilateral (
      • Levy-Gigi E.
      • Szabó C.
      • Kelemen O.
      • Kéri S.
      Association among clinical response, hippocampal volume, and FKBP5 gene expression in individuals with posttraumatic stress disorder receiving cognitive behavioral therapy.
      ) or evident either in the left or right hippocampus (
      • Bossini L.
      • Santarnecchi E.
      • Casolaro I.
      • Koukouna D.
      • Caterini C.
      • Cecchini F.
      • et al.
      Morphovolumetric changes after EMDR treatment in drug-naïve PTSD patients.
      ); therefore, we conducted separate analyses for right and left hippocampal volume. We conducted a set of linear regressions to adjust pre- and post-treatment left and right hippocampal volume for the relevant estimated intracranial volume (eTIV). Positive values of adjusted features mean higher scores than what can be anticipated based on eTIV. We then used the residual scores in two multiple regressions: the first tested the interaction between pre-treatment and changes (from pre- to post-treatment) in left hippocampal volume in predicting pre- to post-treatment symptom changes, accounting for all main effects; the second repeated the analysis focusing on the right hippocampus.
      Given the small sample sizes, we focused on effect sizes, with eta square of .01 meaning a small effect size, .06 a medium effect size, and .14 a large effect size (

      Cohen J. (1992): Quantitative methods in psychology: A power primer. In Psychological bulletin.

      ). We first tested the study hypothesis on the sample of Study 1. If confirmed (namely, showing medium-to-large effect sizes), we tested the validity of the findings externally, based on the sample of Study 2.

      Results

      The pre-treatment demographics and clinical characteristics of the two samples appear in Table S2 in the online supplements.
      Study 1. The interaction between pre-treatment right hippocampal volume and changes in right hippocampal volume during treatment showed a large effect size in predicting treatment outcome, as measured by CAPS (B=-0.006, S.E.=0.02, t=-0.35, p=.03; Eta2=.13), and a medium effect size in predicting treatment outcome using BDI (B=-0.00002, S.E.=0.00002, t=-1.41, p=.16; Eta2=.0.06). Simple slope analysis of the CAPS suggested that for those with large right hippocampal volume, there was a significant association between increased right hippocampal volume and greater reduction in PTSD symptoms (B=-0.05. S.E.=0.05, t=-1.0, p=.04). By contrast, for those with low right hippocampal volume, there was an insignificant association between increased right hippocampal volume and less reduction in PTSD symptoms (B=0.04, S.E.=0.03, t=1.33, p=.19). As shown in Figure 2, an increase in right hippocampal volume during treatment was associated with greater PTSD symptom reduction for those with greater pre-treatment right hippocampal volume.
      Figure thumbnail gr2
      Figure 2The interaction between pre-treatment right hippocampal volume and changes in its volume in predicting CAPS changes in Study 1. Note. Low vs. high pre-treatment hippocampal volume refers to 1 standard deviation above and below the mean, respectively. This categorization is for visualization only, and hippocampal volume was used as a continuous variable in all analyses.
      The interaction between pre-treatment left hippocampal volume and changes in left hippocampal volume during treatment showed only a low-to-medium effect size in predicting treatment outcome, as measured by CAPS (B=-0.00002, S.E.=0.00002, t=-0.72, p=.19; Eta2=.05) and BDI (B=-0.00006, S.E.=0.00004, t=-1.31, p=.48; Eta2=.01).
      Study 2. The interaction between pre-treatment right hippocampal volume and changes in right hippocampal volume during treatment showed a very large effect size in predicting treatment outcome as measured by BDI (B=-0.003, S.E.=0.001, t=-2.31, p=.034; Eta2=.25), and a large effect size, as measured by PCL (B=-0.002, S.E.=0.001, t=-1.50, p=.15; Eta2=.15). Simple slope analysis of the BDI suggested that for those with large right hippocampal volume, there was a significant association between increased right hippocampal volume and greater reduction in depressive symptoms (B=-0.57, S.E.=0.25, t=-2.24, p=.04). By contrast, for those with low right hippocampal volume, there was an insignificant association between increased right hippocampal volume and less reduction in depressive symptoms (B=0.04, S.E.=0.21, t=1.70, p=.11). As shown in Figure 3, increase in right hippocampal volume during treatment was associated with greater depressive symptom reduction for those with greater pre-treatment right hippocampal volume.
      Figure thumbnail gr3
      Figure 3The interaction between pre-treatment right hippocampal volume and changes in its volume in predicting BDI changes in Study 2. Note. Low vs. high pre-treatment hippocampal volume refers to 1 standard deviation above and below the mean, respectively. This categorization is for visualization only, and hippocampal volume was used as a continuous variable in all analyses. The differences in the changes from pre-treatment to post-treatment within each study ( vs. ) may be due to the specific pipeline used. For example, Study 2 used a longitudinal protocol whereas Study 1 did not.
      The interaction between pre-treatment left hippocampal volume and changes in left hippocampal volume during treatment did not predict treatment outcome, using either PCL (B=0.0003, S.E.=0.0004, t=0.67, p=.51; Eta2=.03) or BDI (B=0.0001, S.E.=0.0003, t=0.29, p=.77; Eta2=.005).
      Sensitivity analyses. (a) Given that findings in Study 2 replicated those of Study 1 mainly for depressive and less for PTSD symptoms, and because of potential differences between the CAPS and PCL (
      • Lee D.J.
      • Weathers F.W.
      • Thompson-Hollands J.
      • Sloan D.M.
      • Marx B.P.
      Concordance in PTSD symptom change between DSM-5 versions of the Clinician-Administered PTSD Scale (CAPS-5) and PTSD Checklist (PCL-5).
      ) in evaluating re-experiencing, which is a core characteristic of PTSD psychopathology, and a main mechanism underlying PE effects, we tested whether the re-experiencing subscale of PCL yielded larger effects. Findings reveal that the interactions for the right and left hippocampus were insignificant (B=-0.0007, S.E.=0.0005, t=-1.43, p=.17; Eta2=.11), and moderately significant (B=-0.0001, S.E.=0.000006, t=-1.83, p=.08; Eta2=.17, a large effect size), respectively. (b) We tested whether findings were replicated when controlling for age and gender. For Study 1, the effect size of the relevant interaction remained similar (B=-0.00008, S.E.=0.00003, t=-2.43, p=.02; Eta2=.15, a large effect size). For Study 2, the effect sizes of the relevant interaction remained relatively similar for both PCL (B=-0.001, S.E.=0.002, t=-0.85, p=.41; Eta2=.05, a medium effect size) and BDI (B=-0.002, S.E.=0.002 , t=-1.77, p=.09; Eta2=.16, a very large effect size). (c) Reanalyzing the data from Study 2 separately for the ketamine (n=11) and midazolam (n=9) revealed a significant effect for ketamine. The findings for ketamine suggest that the interaction between pre-treatment right hippocampal volume and changes in right hippocampal volume during treatment showed a very large effect size in predicting treatment outcome as measured by BDI (B=-0.004, S.E.=0.001; t=-2.75; p=.002; Eta2=0.52). By contrast, the findings for midazolam (n=9) yielded a non-significant interaction (B=-0.0008, S.E.=0.001; t=-0.58; p=.58; Eta2=0.06). A simple slope analysis of the BDI for ketamine suggested that for those with large right hippocampal volume, there was a significant association between increased right hippocampal volume and greater reduction in depressive symptoms (B=-0.61, S.E.=.20, t=-3.02, p=0.02), whereas for those with low right hippocampal volume, there was an insignificant association between increased right hippocampal volume and less reduction in depressive symptoms (B=0.19, S.E.=0.17, t=1.07, p=0.32).

      Discussion

      The findings suggest that one possible mechanism underlying the ability of individuals with greater pre-treatment right hippocampal volume to show better prognosis is increased hippocampal volume during treatment. The findings of Study 1 indicated that an increase in right hippocampal volume during treatment was significantly and meaningfully associated with greater PTSD and depressive symptom reduction only for patients with greater pre-treatment right hippocampal volume. The findings were partially replicated in a separate external sample, for both depressive symptom reduction and reduced PTSD symptoms. Based on the findings, it can be suggested that for individuals with a relatively larger hippocampus, successful treatment for PTSD may compensate for PTSD-related neural aberrations, potentially enabling better extinction of memory recall and facilitating context differentiation. The replication of the findings in an external sample that received a different treatment composition is an important strength of the current work.
      The hippocampus is considered to play an important role in PTSD pathophysiology and treatment through its involvement in memory functions (
      • Berdugo-Vega G.
      • Arias-Gil G.
      • López-Fernández A.
      • Artegiani B.
      • Wasielewska J.M.
      • Lee C.C.
      • et al.
      Increasing neurogenesis refines hippocampal activity rejuvenating navigational learning strategies and contextual memory throughout life.
      ,
      • Brohawn K.H.
      • Offringa R.
      • Pfaff D.L.
      • Hughes K.C.
      • Shin L.M.
      The neural correlates of emotional memory in posttraumatic stress disorder.
      ) and fear-related learning processes (
      • Corcoran K.A.
      • Desmond T.J.
      • Frey K.A.
      • Maren S.
      Hippocampal inactivation disrupts the acquisition and contextual encoding of fear extinction.
      ,
      • Quirk G.J.
      • Mueller D.
      Neural mechanisms of extinction learning and retrieval.
      ). The findings suggest that over the course of treatment, hippocampal volume may increase through neurogenesis or show greater density, which potentially can lead to greater functional connectivity to other brain areas (
      • Christian K.M.
      • Song H.
      • Ming G.L.
      Functions and dysfunctions of adult hippocampal neurogenesis.
      ,
      • Kempermann G.
      The neurogenic reserve hypothesis: what is adult hippocampal neurogenesis good for?.
      ). This process may point to the potential of hippocampus plasticity in humans, which may have some similarities with hippocampal neurogenesis processes that were documented in mice (
      • Seib D.R.
      • Corsini N.S.
      • Ellwanger K.
      • Plaas C.
      • Mateos A.
      • Pitzer C.
      • et al.
      Loss of Dickkopf-1 restores neurogenesis in old age and counteracts cognitive decline.
      ,
      • McAvoy K.M.
      • Scobie K.N.
      • Berger S.
      • Russo C.
      • Guo N.
      • Decharatanachart P.
      • et al.
      Modulating neuronal competition dynamics in the dentate gyrus to rejuvenate aging memory circuits.
      ,
      • Zhou X.A.
      • Blackmore D.G.
      • Zhuo J.
      • Nasrallah F.A.
      • To X.
      • Kurniawan N.D.
      • et al.
      Neurogenic-dependent changes in hippocampal circuitry underlie the procognitive effect of exercise in aging mice.
      ). Therefore, critical aspects of impaired hippocampal function, associated with PTSD, may potentially be reversed as a result of successful treatment, particularly for individuals with large pre-treatment hippocampal volume. This may also explain how effective treatment for PTSD produces the therapeutic response by causing new cell growth in an area of the brain known to suffer cell death and atrophy as a result of trauma. Future studies should examine whether the larger hippocampal volume may result in less activation of the amygdala during the process of reconsolidation of the traumatic memory.
      Both Study 1 and Study 2 included exposure to trauma as part of the treatment, therefore it is not possible to determine whether the mechanism underpinning the good prognosis for patients with larger hippocampal volume is common across other types of effective treatments for PTSD or a characteristic of exposure treatment only. One possibility is that the documented neural changes in the hippocampus in individuals with large pre-treatment hippocampal volume are central to any process of recovery from PTSD. Such a conclusion is consistent with previous findings suggesting that changes were observed in the activation of brain regions considered implicated in PTSD (such as the medial prefrontal cortex, the rostral anterior cingulate cortex, and the amygdala) following various forms of treatment (e.g., imaginal exposure and cognitive restructuring therapy, exposure and cognitive restructuring therapy, PE and virtual reality exposure therapy, group MBET, and individual and group CBT) (
      • Manthey A.
      • Sierk A.
      • Brakemeier E.L.
      • Walter H.
      • Daniels J.K.
      Does trauma-focused psychotherapy change the brain? A systematic review of neural correlates of therapeutic gains in PTSD.
      ). Alternatively, because both treatments in the present study contained an exposure component, the observed brain alterations may be conceptualized as neural correlates of extinction learning (
      • Ball T.M.
      • Knapp S.E.
      • Paulus M.P.
      • Stein M.B.
      Brain activation during fear extinction predicts exposure success.
      ,
      • Graham B.M.
      • Milad M.R.
      The study of fear extinction: implications for anxiety disorders.
      ). Future studies testing whether the current findings can be replicated in non-exposure treatment are needed to determine which of the two alternative conclusions is valid.
      It is not entirely clear why the CAPS findings of Study 1 were replicated in Study 2 mainly for depressive symptoms. The many differences between the studies may account of the slightly different results: the different characteristics of the patients’ population (including different inclusion and exclusion criteria, demographic differences), differences in treatment duration, and differences in the type of treatments provided. For example, regarding the treatment provided, the original findings of the Study 2 trial suggest greater sensitivity to changes during treatment of depression than of PTSD symptoms (
      • Duek O.
      • Li Y.
      • Kelmendi B.
      • Amen S.
      • Gordon C.
      • Milne M.
      • et al.
      Modulating amygdala activation to traumatic memories with a single ketamine infusion.
      ), possibly because half of the patients in Study 2 received ketamine. Accumulating findings support the potential therapeutic role of ketamine in reducing depressive symptoms (
      • Fava M.
      • Freeman M.P.
      • Flynn M.
      • Judge H.
      • Hoeppner B.B.
      • Cusin C.
      • et al.
      Double-blind, placebo-controlled, dose-ranging trial of intravenous ketamine as adjunctive therapy in treatment-resistant depression (TRD).
      ,
      • Krystal J.H.
      • Abdallah C.G.
      • Sanacora G.
      • Charney D.S.
      • Duman R.S.
      Ketamine: a paradigm shift for depression research and treatment.
      ,
      • Murrough J.W.
      • Perez A.M.
      • Pillemer S.
      • Stern J.
      • Parides M.K.
      • aan het Rot M.
      • et al.
      Rapid and longer-term antidepressant effects of repeated ketamine infusions in treatment-resistant major depression.
      ) through mechanisms such as the enhancement of synaptic plasticity (
      • Krystal J.H.
      • Abdallah C.G.
      • Sanacora G.
      • Charney D.S.
      • Duman R.S.
      Ketamine: a paradigm shift for depression research and treatment.
      ). This post hoc explanation receives support from the large effects that appeared when the ketamine condition was analyzed separately (see sensitivity analyses). Another possible reason for the differences between the studies may have to do with the different measures used. Study 1 used CAPS to assess PTSD symptoms, whereas Study 2 used PCL. The literature suggests that although PCL and CAPS are highly correlated in cross-sectional designs, their sensitivity to change differs, with CAPS being more sensitive to symptom reduction (
      • Lee D.J.
      • Weathers F.W.
      • Thompson-Hollands J.
      • Sloan D.M.
      • Marx B.P.
      Concordance in PTSD symptom change between DSM-5 versions of the Clinician-Administered PTSD Scale (CAPS-5) and PTSD Checklist (PCL-5).
      ). Previous literature suggests that the correlation between reduction in symptoms using CAPS and BDI was higher (r=.9) than the correlation between PCL and BDI (r=.8) (
      • Lee D.J.
      • Weathers F.W.
      • Thompson-Hollands J.
      • Sloan D.M.
      • Marx B.P.
      Concordance in PTSD symptom change between DSM-5 versions of the Clinician-Administered PTSD Scale (CAPS-5) and PTSD Checklist (PCL-5).
      ). This literature may provide some explanation why the findings based on CAPS in Study 1 were replicated in Study 2 mainly using BDI. This post hoc reasoning received only partial support when we focused on a core PTSD characteristic, the reexperiencing scale (rather than the full PCL scale) in Study 2 (see sensitivity analyses).
      The most important limitation of the present work is the small sample size that forced us to focus mainly on effect sizes. It should be noted that the sample sizes of the RCTs we used in the present study are within the range of 8 to 39 (mean = 18.25), typically published in the literature on brain changes as a result of PTSD treatments (
      • Manthey A.
      • Sierk A.
      • Brakemeier E.L.
      • Walter H.
      • Daniels J.K.
      Does trauma-focused psychotherapy change the brain? A systematic review of neural correlates of therapeutic gains in PTSD.
      ). To mitigate this limitation, we conducted external validation, strengthening the potential validity of the findings. Yet, additional replications in large samples are needed. Such replications would also enable testing the potential effects of trauma type (
      • Hinojosa C.A.
      Does Hippocampal Volume in Patients with Posttraumatic Stress Disorder Vary by Trauma Type?.
      ), resources activated during trauma exposure, distress experienced during the therapy session, general activity level, comorbidities with major depressive disorder, and pharmacotherapy. Such replication would also enable quantifying the size of the hippocampus (relative to the individual’s eTIV) that may indicate a better treatment prognosis, as well as the individual’s characteristics that may affect such an estimate. It may also shed further light on the mechanisms underlying the present findings, answering questions like whether resources activated during trauma exposure may explain why increased hippocampal volume for those with already large hippocampal volume results in a greater reduction in symptoms. We did not use a prospective pre-trauma design, enrolling individuals before exposure to the trauma, therefore causal inferences should be made with caution. A previous study found a specific effect of the volume of the anterior hippocampus for non-exposure treatments (
      • Suarez-Jimenez B.
      • Zhu X.
      • Lazarov A.
      • Mann J.J.
      • Schneier F.
      • Gerber A.
      • et al.
      Anterior hippocampal volume predicts affect-focused psychotherapy outcome.
      ). Therefore, future studies should further investigate whether certain subregions of the hippocampus are driving the findings reported here, and whether the pattern of results differs between exposure and non-exposure treatments.
      The findings shed light on the potential mechanism underlying the better prognosis for individuals with larger pre-treatment hippocampal volume in the treatment of PTSD, and point to the role that an increase in hippocampal volume during treatment may play in driving better outcomes. The findings suggest a potential merit of classical theories of treatment personalization, such as the theory of capitalizing on strengths (
      • Zhou X.A.
      • Blackmore D.G.
      • Zhuo J.
      • Nasrallah F.A.
      • To X.
      • Kurniawan N.D.
      • et al.
      Neurogenic-dependent changes in hippocampal circuitry underlie the procognitive effect of exercise in aging mice.
      ,
      • Ball T.M.
      • Knapp S.E.
      • Paulus M.P.
      • Stein M.B.
      Brain activation during fear extinction predicts exposure success.
      ), in the field of neuroscience. Specifically, those individuals who may be most able to benefit from an increase in hippocampal volume are those who have a larger volume even before the start of treatment, suggesting that the “rich get richer” phenomenon may be at play regarding hippocampal volume. This raises potential hypotheses about the different capabilities of individuals to benefit from curative processes such as neurogenesis. Elucidating neural biomarkers predictive of therapeutic outcome for subgroups of individuals with PTSD, in this case, individuals with larger hippocampal volume, may assist in identifying clinical targets for treatment selection and improve treatments for this subgroup of individuals (
      • Neria Y.
      Functional neuroimaging in PTSD: from discovery of underlying mechanisms to addressing diagnostic heterogeneity.
      ). The finding that the main results were replicated despite the many differences between the two studies further supports the validity and generalizability of the findings and their robustness for replication.
      The authors report no biomedical financial interests or potential conflicts of interest. This paper has not been previously presented.

      Uncited reference

      • Cheavens J.S.
      • Strunk D.R.
      • Lazarus S.A.
      • Goldstein L.A.
      The compensation and capitalization models: A test of two approaches to individualizing the treatment of depression.
      ,
      • Zilcha-Mano S.
      Toward personalized psychotherapy: The importance of the trait-like/state-like distinction for understanding therapeutic change.
      .

      Supplementary Material

      References

      1. Habetha S, Bleich S, Weidenhammer J & Fegert JM. (2012): A prevalence-based approach to societal costs occurring in consequence of child abuse and neglect. Child and adolescent psychiatry and mental health 6: 1-10.‏

        • Duek O.
        • Kelmendi B.
        • Pietrzak R.H.
        • Harpaz-Rotem I.
        Augmenting the treatment of PTSD with ketamine—a review.
        Current Treatment Options in Psychiatry. 2019; 6 (): 143-153
        • Schottenbauer M.A.
        • Glass C.R.
        • Arnkoff D.B.
        • Tendick V.
        • Gray S.H.
        Nonresponse and dropout rates in outcome studies on PTSD: Review and methodological considerations.
        Psychiatry. 2008; 71 (): 134-168
        • Rubin M.
        • Shvil E.
        • Papini S.
        • Chhetry B.T.
        • Helpman L.
        • Markowitz J.C.
        • et al.
        Greater hippocampal volume is associated with PTSD treatment response.
        Psychiatry Research: Neuroimaging. 2016; 252: 36-39
        • Sapolsky R.M.
        • Romero L.M.
        • Munck A.U.
        How do glucocorticoids influence stress responses? Integrating permissive, suppressive, stimulatory, and preparative actions.
        Endocrine reviews. 2000; 21 (): 55-89
        • Addis D.R.
        • Moscovitch M.
        • Crawley A.P.
        • McAndrews M.P.
        Recollective qualities modulate hippocampal activation during autobiographical memory retrieval.
        Hippocampus. 2004; 14 (): 752-762
        • Hinojosa C.A.
        Does Hippocampal Volume in Patients with Posttraumatic Stress Disorder Vary by Trauma Type?.
        Harvard Review of Psychiatry. 2022; 30 (): 118-134
        • O'Doherty D.C.
        • Chitty K.M.
        • Saddiqui S.
        • Bennett M.R.
        • Lagopoulos J.
        A systematic review and meta-analysis of magnetic resonance imaging measurement of structural volumes in posttraumatic stress disorder.
        Psychiatry Research: Neuroimaging. 2015; 232 (): 1-33
        • Kühn S.
        • Gallinat J.
        Gray matter correlates of posttraumatic stress disorder: a quantitative meta-analysis.
        Biological psychiatry. 2013; 73 (): 70-74
        • Nelson M.D.
        • Tumpap A.M.
        Posttraumatic stress disorder symptom severity is associated with left hippocampal volume reduction: a meta-analytic study.
        CNS spectrums. 2017; 22 (): 363-372
        • Logue M.W.
        • van Rooij S.J.
        • Dennis E.L.
        • Davis S.L.
        • Hayes J.P.
        • Stevens J.S.
        • et al.
        Smaller hippocampal volume in posttraumatic stress disorder: a multisite ENIGMA-PGC study: subcortical volumetry results from posttraumatic stress disorder consortia.
        Biological psychiatry. 2018; 83 (): 244-253
        • Dennis E.L.
        • Disner S.G.
        • Fani N.
        • Salminen L.E.
        • Logue M.
        • Clarke E.K.
        • et al.
        Altered white matter microstructural organization in posttraumatic stress disorder across 3047 adults: results from the PGC-ENIGMA PTSD consortium.
        Molecular psychiatry. 2021; 26 (): 4315-4330
        • Ji J.
        • Maren S.
        Hippocampal involvement in contextual modulation of fear extinction.
        Hippocampus. 2007; 17 (): 749-758
        • Rauch S.L.
        • Shin L.M.
        • Phelps E.A.
        Neurocircuitry models of posttraumatic stress disorder and extinction: human neuroimaging research—past, present, and future.
        Biological psychiatry. 2006; 60 (): 376-382
        • Shin L.M.
        • Rauch S.L.
        • Pitman R.K.
        Amygdala, medial prefrontal cortex, and hippocampal function in PTSD.
        Annals of the New York Academy of Sciences. 2006; 1071 (): 67-79
        • Suarez-Jimenez B.
        • Zhu X.
        • Lazarov A.
        • Mann J.J.
        • Schneier F.
        • Gerber A.
        • et al.
        Anterior hippocampal volume predicts affect-focused psychotherapy outcome.
        Psychological medicine. 2020; 50 (): 396-402
        • Van Rooij S.J.H.
        • Kennis M.
        • Sjouwerman R.
        • Van Den Heuvel M.P.
        • Kahn R.S.
        • Geuze E.
        Smaller hippocampal volume as a vulnerability factor for the persistence of post-traumatic stress disorder.
        Psychological medicine. 2015; 45 (): 2737-2746
        • Bonne O.
        • Brandes D.
        • Gilboa A.
        • Gomori J.M.
        • Shenton M.E.
        • Pitman R.K.
        • Shalev A.Y.
        Longitudinal MRI study of hippocampal volume in trauma survivors with PTSD.
        American Journal of Psychiatry. 2001; 158 (): 1248-1251
        • Apfel B.A.
        • Ross J.
        • Hlavin J.
        • Meyerhoff D.J.
        • Metzler T.J.
        • Marmar C.R.
        • et al.
        Hippocampal volume differences in Gulf War veterans with current versus lifetime posttraumatic stress disorder symptoms.
        Biological psychiatry. 2011; 69 (): 541-548
        • Cheavens J.S.
        • Strunk D.R.
        • Lazarus S.A.
        • Goldstein L.A.
        The compensation and capitalization models: A test of two approaches to individualizing the treatment of depression.
        Behaviour Research and Therapy. 2012; 50: 699-706
        • Pittig A.
        • van den Berg L.
        • Vervliet B.
        The key role of extinction learning in anxiety disorders: behavioral strategies to enhance exposure-based treatments.
        Current opinion in psychiatry. 2016; 29 (): 39-47
      2. Meaney MJ & Szyf M. (2022): Environmental programming of stress responses through DNA methylation: life at the interface between a dynamic environment and a fixed genome. Dialogues in clinical neuroscience.‏

        • Levy-Gigi E.
        • Szabó C.
        • Kelemen O.
        • Kéri S.
        Association among clinical response, hippocampal volume, and FKBP5 gene expression in individuals with posttraumatic stress disorder receiving cognitive behavioral therapy.
        Biological psychiatry. 2013; 74 (): 793-800
        • Bossini L.
        • Santarnecchi E.
        • Casolaro I.
        • Koukouna D.
        • Caterini C.
        • Cecchini F.
        • et al.
        Morphovolumetric changes after EMDR treatment in drug-naïve PTSD patients.
        Rivista di psichiatria. 2017; 52 (): 24-31
        • Manthey A.
        • Sierk A.
        • Brakemeier E.L.
        • Walter H.
        • Daniels J.K.
        Does trauma-focused psychotherapy change the brain? A systematic review of neural correlates of therapeutic gains in PTSD.
        European Journal of Psychotraumatology. 2021; 12 ()1929025
        • Open Science Collaboration
        Estimating the reproducibility of psychological science.
        Science. 2015; 349: aac4716
        • Tackett J.L.
        • Miller J.D.
        Introduction to the special section on increasing replicability, transparency, and openness in clinical psychology.
        Journal of Abnormal Psychology. 2019; 128: 487
      3. Foa EB, Hembree EA & Rothbaum BO. (2007): Prolonged exposure therapy for PTSD: Emotional processing of traumatic experience. Therapist Guide.‏

        • Fava M.
        • Freeman M.P.
        • Flynn M.
        • Judge H.
        • Hoeppner B.B.
        • Cusin C.
        • et al.
        Double-blind, placebo-controlled, dose-ranging trial of intravenous ketamine as adjunctive therapy in treatment-resistant depression (TRD).
        Molecular psychiatry. 2020; 25 (): 1592-1603
        • Krystal J.H.
        • Abdallah C.G.
        • Sanacora G.
        • Charney D.S.
        • Duman R.S.
        Ketamine: a paradigm shift for depression research and treatment.
        Neuron. 2019; 101 (): 774-778
        • Murrough J.W.
        • Perez A.M.
        • Pillemer S.
        • Stern J.
        • Parides M.K.
        • aan het Rot M.
        • et al.
        Rapid and longer-term antidepressant effects of repeated ketamine infusions in treatment-resistant major depression.
        Biological psychiatry. 2013; 74 (): 250-256
      4. First MB. (1997): Structured clinical interview for DSM-IV axis I disorders. Biometrics Research Department.‏

        • Blake D.D.
        • Weathers F.W.
        • Nagy L.M.
        • Kaloupek D.G.
        • Gusman F.D.
        • Charney D.S.
        • et al.
        The development of a clinician-administered PTSD scale.
        Journal of traumatic stress. 1995; 8 (): 75-90
        • Weathers F.W.
        • Bovin M.J.
        • Lee D.J.
        • Sloan D.M.
        • Schnurr P.P.
        • Kaloupek D.G.
        • et al.
        The Clinician-Administered PTSD Scale for DSM–5 (CAPS-5): Development and initial psychometric evaluation in military veterans.
        Psychological assessment. 2018; 30: 383
        • Foa E.B.
        • Hembree E.A.
        • Cahill S.P.
        • Rauch S.A.
        • Riggs D.S.
        • Feeny N.C.
        • et al.
        Randomized trial of prolonged exposure for posttraumatic stress disorder with and without cognitive restructuring: outcome at academic and community clinics.
        Journal of consulting and clinical psychology. 2005; 73: 953
        • Duek O.
        • Li Y.
        • Kelmendi B.
        • Amen S.
        • Gordon C.
        • Milne M.
        • et al.
        Modulating amygdala activation to traumatic memories with a single ketamine infusion.
        medRxiv.‏. 2021;
        • Blevins C.A.
        • Weathers F.W.
        • Davis M.T.
        • Witte T.K.
        • Domino J.L.
        The posttraumatic stress disorder checklist for DSM‐5 (PCL‐5): Development and initial psychometric evaluation.
        Journal of traumatic stress. 2015; 28 (): 489-498
        • Zilcha-Mano S.
        Toward personalized psychotherapy: The importance of the trait-like/state-like distinction for understanding therapeutic change.
        American Psychologist. 2021; 763 (): 516-528
        • Zilcha-Mano S.
        • Fisher H.
        Distinct roles of state-like and trait-like patient–therapist alliance in psychotherapy.
        Nature Reviews Psychology. 2022; 1: 194-210
      5. Cohen J. (1992): Quantitative methods in psychology: A power primer. In Psychological bulletin.

        • Lee D.J.
        • Weathers F.W.
        • Thompson-Hollands J.
        • Sloan D.M.
        • Marx B.P.
        Concordance in PTSD symptom change between DSM-5 versions of the Clinician-Administered PTSD Scale (CAPS-5) and PTSD Checklist (PCL-5).
        Psychological Assessment.‏. 2022;
        • Berdugo-Vega G.
        • Arias-Gil G.
        • López-Fernández A.
        • Artegiani B.
        • Wasielewska J.M.
        • Lee C.C.
        • et al.
        Increasing neurogenesis refines hippocampal activity rejuvenating navigational learning strategies and contextual memory throughout life.
        Nature communications. 2020; 11 (): 1-12
        • Brohawn K.H.
        • Offringa R.
        • Pfaff D.L.
        • Hughes K.C.
        • Shin L.M.
        The neural correlates of emotional memory in posttraumatic stress disorder.
        Biological psychiatry. 2010; 68 (): 1023-1030
        • Corcoran K.A.
        • Desmond T.J.
        • Frey K.A.
        • Maren S.
        Hippocampal inactivation disrupts the acquisition and contextual encoding of fear extinction.
        Journal of Neuroscience. 2005; 25 (): 8978-8987
        • Quirk G.J.
        • Mueller D.
        Neural mechanisms of extinction learning and retrieval.
        Neuropsychopharmacology. 2008; 33 (): 56-72
        • Christian K.M.
        • Song H.
        • Ming G.L.
        Functions and dysfunctions of adult hippocampal neurogenesis.
        Annual review of neuroscience. 2014; 37: 243
        • Kempermann G.
        The neurogenic reserve hypothesis: what is adult hippocampal neurogenesis good for?.
        Trends in neurosciences. 2008; 31 (): 163-169
        • Seib D.R.
        • Corsini N.S.
        • Ellwanger K.
        • Plaas C.
        • Mateos A.
        • Pitzer C.
        • et al.
        Loss of Dickkopf-1 restores neurogenesis in old age and counteracts cognitive decline.
        Cell stem cell. 2013; 12 (): 204-214
        • McAvoy K.M.
        • Scobie K.N.
        • Berger S.
        • Russo C.
        • Guo N.
        • Decharatanachart P.
        • et al.
        Modulating neuronal competition dynamics in the dentate gyrus to rejuvenate aging memory circuits.
        Neuron. 2016; 91 (): 1356-1373
        • Zhou X.A.
        • Blackmore D.G.
        • Zhuo J.
        • Nasrallah F.A.
        • To X.
        • Kurniawan N.D.
        • et al.
        Neurogenic-dependent changes in hippocampal circuitry underlie the procognitive effect of exercise in aging mice.
        Iscience. 2021; 24103450
        • Ball T.M.
        • Knapp S.E.
        • Paulus M.P.
        • Stein M.B.
        Brain activation during fear extinction predicts exposure success.
        Depression and anxiety. 2017; 34 (): 257-266
        • Graham B.M.
        • Milad M.R.
        The study of fear extinction: implications for anxiety disorders.
        American Journal of Psychiatry. 2011; 168 (): 1255-1265
        • Cheavens J.S.
        • Strunk D.R.
        • Lazarus S.A.
        • Goldstein L.A.
        The compensation and capitalization models: A test of two approaches to individualizing the treatment of depression.
        Behaviour research and therapy. 2012; 50 (): 699-706
        • Zilcha-Mano S.
        Toward personalized psychotherapy: The importance of the trait-like/state-like distinction for understanding therapeutic change.
        American Psychologist. 2021; 76: 516
        • Neria Y.
        Functional neuroimaging in PTSD: from discovery of underlying mechanisms to addressing diagnostic heterogeneity.
        American Journal of Psychiatry. 2021; 178 (): 128-135