Neural correlates of treatment effect and prediction of treatment outcome in patients with PTSD and comorbid personality disorder: study design

Inga Aarts, Chris Vriend, Aishah Snoek, Arne van den End, Matthijs Blankers, Aartjan T F Beekman, Jack Dekker, Odile A van den Heuvel, Kathleen Thomaes, Inga Aarts, Chris Vriend, Aishah Snoek, Arne van den End, Matthijs Blankers, Aartjan T F Beekman, Jack Dekker, Odile A van den Heuvel, Kathleen Thomaes

Abstract

Background: Neural alterations related to treatment outcome in patients with both post-traumatic stress disorder (PTSD) and comorbid personality disorder are unknown. Here we describe the protocol for a neuroimaging study of treatment of patients with PTSD and comorbid borderline (BPD) or cluster C (CPD) personality disorder traits. Our specific aims are to 1) investigate treatment-induced neural alterations, 2) predict treatment outcome using structural and functional magnetic resonance imaging (MRI) and 3) study neural alterations associated with BPD and CPD in PTSD patients. We hypothesize that 1) all treatment conditions are associated with normalization of limbic and prefrontal brain activity and hyperconnectivity in resting-state brain networks, with additional normalization of task-related activation in emotion regulation brain areas in the patients who receive trauma-focused therapy and personality disorder treatment; 2) Baseline task-related activation, together with structural brain measures and clinical variables predict treatment outcome; 3) dysfunction in task-related activation and resting-state connectivity of emotion regulation areas is comparable in PTSD patients with BPD or CPD, with a hypoconnected central executive network in patients with PTSD+BPD.

Methods: We aim to include pre- and post-treatment 3 T-MRI scans in 40 patients with PTSD and (sub) clinical comorbid BPD or CPD. With an expected attrition rate of 50%, at least 80 patients will be scanned before treatment. MRI scans for 30 matched healthy controls will additionally be acquired. Patients with PTSD and BPD were randomized to either EMDR-only or EMDR combined with Dialectical Behaviour Therapy. Patients with PTSD and CPD were randomized to Imaginary Rescripting (ImRs) or to ImRs combined with Schema Focused Therapy. The scan protocol consists of a T1-weighted structural scan, resting state fMRI, task-based fMRI during an emotional face task and multi-shell diffusion weighted images. For data analysis, multivariate mixed-models, regression analyses and machine learning models will be used.

Discussion: This study is one of the first to use neuroimaging measures to predict and better understand treatment response in patients with PTSD and comorbid personality disorders. A heterogeneous, naturalistic sample will be included, ensuring generalizability to a broad group of treatment seeking PTSD patients.

Trial registration: Clinical Trials, NCT03833453 & NCT03833531 . Retrospectively registered, February 2019.

Keywords: Borderline personality disorder; Cluster C personality disorder; Neuroimaging; Prediction; Treatment.

Conflict of interest statement

The authors have declared no competing interests.

Figures

Fig. 1
Fig. 1
Overview of the timeline for treatment and measurements

References

    1. de Vries G-J, Olff M. The lifetime prevalence of traumatic events and posttraumatic stress disorder in the Netherlands. J Trauma Stress. 2009;22(4):259–267. doi: 10.1002/jts.20429.
    1. Kilpatrick DG, Resnick HS, Milanak ME, Miller MW, Keyes KM, Friedman MJ. National estimates of exposure to traumatic events and PTSD prevalence using DSM-IV and DSM-5 criteria. J Trauma Stress. 2013;26(5):537–547. doi: 10.1002/jts.21848.
    1. Koenen KC, Ratanatharathorn A, Ng L, McLaughlin KA, Bromet EJ, Stein DJ, et al. Posttraumatic stress disorder in the world mental health surveys. Psychol Med. 2017;47(13):2260–2274. doi: 10.1017/S0033291717000708.
    1. American Psychiatric Association . Diagnostic and statistical manual of mental disorders. 5. Washington, DC: Author; 2013.
    1. Zuj DV, Norrholm SD. The clinical applications and practical relevance of human conditioning paradigms for posttraumatic stress disorder. Prog Neuro-Psychopharmacol Biol Psychiatry. 2019;88:339–351. doi: 10.1016/j.pnpbp.2018.08.014.
    1. Watts BV, Schnurr PP, Mayo L, Young-Xu Y, Weeks WB, Friedman MJ. Meta-analysis of the efficacy of treatments for posttraumatic stress disorder. J Clin Psychiatry. 2013;74(6):e541–ee50. doi: 10.4088/JCP.12r08225.
    1. Cusack K, Jonas DE, Forneris CA, Wines C, Sonis J, Middleton JC, Feltner C, Brownley KA, Olmsted KR, Greenblatt A, Weil A, Gaynes BN. Psychological treatments for adults with posttraumatic stress disorder: a systematic review and meta-analysis. Clin Psychol Rev. 2016;43:128–141. doi: 10.1016/j.cpr.2015.10.003.
    1. Friborg O, Martinussen M, Kaiser S, Øvergård KT, Rosenvinge JH. Comorbidity of personality disorders in anxiety disorders: a meta-analysis of 30 years of research. J Affect Disord. 2013;145(2):143–155. doi: 10.1016/j.jad.2012.07.004.
    1. Markowitz JC, Petkova E, Biyanova T, Ding K, Suh EJ, Neria Y. Exploring personality diagnosis stability following acute psychotherapy for chronic posttraumatic stress disorder. Depression and anxiety. 2015;32(12):919–926. doi: 10.1002/da.22436.
    1. Slotema CW, Wilhelmus B, Arends LR, Franken IH. Psychotherapy for posttraumatic stress disorder in patients with borderline personality disorder: a systematic review and meta-analysis of its efficacy and safety. Eur J Psychotraumatol. 2020;11(1):1796188. doi: 10.1080/20008198.2020.1796188.
    1. Snoek A, Nederstigt J, Ciharova M, Sijbrandij M, Lok A, Cuijpers P, et al. Impact of comorbid personality disorders on psychotherapy for post-traumatic stress disorder: systematic review and meta-analysis. Under review.
    1. Stoffers-Winterling JM, Völlm BA, Rücker G, Timmer A, Huband N, Lieb K. Psychological therapies for people with borderline personality disorder. Cochrane Database Syst Rev. 2012;8.
    1. Bamelis LL, Evers SM, Spinhoven P, Arntz A. Results of a multicenter randomized controlled trial of the clinical effectiveness of schema therapy for personality disorders. Am J Psychiatr. 2014;171(3):305–322. doi: 10.1176/appi.ajp.2013.12040518.
    1. Phillips ML, Drevets WC, Rauch SL, Lane R. Neurobiology of emotion perception I: the neural basis of normal emotion perception. Biol Psychiatry. 2003;54(5):504–514. doi: 10.1016/S0006-3223(03)00168-9.
    1. Etkin A, Büchel C, Gross JJ. The neural bases of emotion regulation. Nat Rev Neurosci. 2015;16(11):693–700. doi: 10.1038/nrn4044.
    1. Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD. Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci. 2007;27(9):2349–2356. doi: 10.1523/JNEUROSCI.5587-06.2007.
    1. Logue MW, van Rooij SJ, Dennis EL, Davis SL, Hayes JP, Stevens JS, et al. Smaller hippocampal volume in posttraumatic stress disorder: a multisite ENIGMA-PGC study: subcortical volumetry results from posttraumatic stress disorder consortia. Biol Psychiatry. 2018;83(3):244–253. doi: 10.1016/j.biopsych.2017.09.006.
    1. Kühn S, Gallinat J. Gray matter correlates of posttraumatic stress disorder: a quantitative meta-analysis. Biol Psychiatry. 2013;73(1):70–74. doi: 10.1016/j.biopsych.2012.06.029.
    1. O'Doherty DCM, Chitty KM, Saddiqui S, Bennett MR, Lagopoulos J. A systematic review and meta-analysis of magnetic resonance imaging measurement of structural volumes in posttraumatic stress disorder. Psychiatry Res Neuroimaging. 2015;232(1):1–33. doi: 10.1016/j.pscychresns.2015.01.002.
    1. Denny BT, Fan J, Liu X, Guerreri S, Mayson SJ, Rimsky L, McMaster A, Alexander H, New AS, Goodman M, Perez-Rodriguez M, Siever LJ, Koenigsberg HW. Brain structural anomalies in borderline and avoidant personality disorder patients and their associations with disorder-specific symptoms. J Affect Disord. 2016;200:266–274. doi: 10.1016/j.jad.2016.04.053.
    1. Pitman RK, Rasmusson AM, Koenen KC, Shin LM, Orr SP, Gilbertson MW, et al. Biological studies of post-traumatic stress disorder. Nat Rev Neurosci. 2012;13(11):769. doi: 10.1038/nrn3339.
    1. Shin LM, Rauch SL, Pitman RK. Amygdala, medial prefrontal cortex, and hippocampal function in PTSD. Ann N Y Acad Sci. 2006;1071(1):67–79. doi: 10.1196/annals.1364.007.
    1. Ruocco AC, Amirthavasagam S, Choi-Kain LW, McMain SF. Neural correlates of negative emotionality in borderline personality disorder: an activation-likelihood-estimation meta-analysis. Biol Psychiatry. 2013;73(2):153–160. doi: 10.1016/j.biopsych.2012.07.014.
    1. Schulze L, Schmahl C, Niedtfeld I. Neural correlates of disturbed emotion processing in borderline personality disorder: a multimodal meta-analysis. Biol Psychiatry. 2016;79(2):97–106. doi: 10.1016/j.biopsych.2015.03.027.
    1. Ma Y. Neuropsychological mechanism underlying antidepressant effect: a systematic meta-analysis. Mol Psychiatry. 2015;20(3):311–319. doi: 10.1038/mp.2014.24.
    1. Thomaes K, Dorrepaal E, Draijer N, Jansma EP, Veltman DJ, van Balkom AJ. Can pharmacological and psychological treatment change brain structure and function in PTSD? A systematic review. J Psychiatr Res. 2014;50:1–15. doi: 10.1016/j.jpsychires.2013.11.002.
    1. Marceau EM, Meuldijk D, Townsend ML, Solowij N, Grenyer BF. Biomarker correlates of psychotherapy outcomes in borderline personality disorder: a systematic review. Neurosci Biobehav Rev. 2018;94:166–178. doi: 10.1016/j.neubiorev.2018.09.001.
    1. Goodman M, Carpenter D, Tang CY, Goldstein KE, Avedon J, Fernandez N, Mascitelli KA, Blair NJ, New AS, Triebwasser J, Siever LJ, Hazlett EA. Dialectical behavior therapy alters emotion regulation and amygdala activity in patients with borderline personality disorder. J Psychiatr Res. 2014;57:108–116. doi: 10.1016/j.jpsychires.2014.06.020.
    1. Schmitt R, Winter D, Niedtfeld I, Herpertz SC, Schmahl C. Effects of psychotherapy on neuronal correlates of reappraisal in female patients with borderline personality disorder. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. 2016;1(6):548–557. doi: 10.1016/j.bpsc.2016.07.003.
    1. Yehuda R, Hoge CW, McFarlane AC, Vermetten E, Lanius RA, Nievergelt CM, et al. Post-traumatic stress disorder. Nat Rev Dis Primers. 2015;1:15057. doi: 10.1038/nrdp.2015.57.
    1. Gunderson JG, Herpertz SC, Skodol AE, Torgersen S, Zanarini MC. Borderline personality disorder. Nat Rev Dis Primers. 2018;4(1):18029. doi: 10.1038/nrdp.2018.29.
    1. Minzenberg MJ, Fan J, New AS, Tang CY, Siever LJ. Fronto-limbic dysfunction in response to facial emotion in borderline personality disorder: an event-related fMRI study. Psychiatry Res Neuroimaging. 2007;155(3):231–243. doi: 10.1016/j.pscychresns.2007.03.006.
    1. Uddin LQ, Yeo BTT, Spreng RN. Towards a universal taxonomy of macro-scale functional human brain networks. Brain Topogr. 2019;32(6):926–942. doi: 10.1007/s10548-019-00744-6.
    1. Fassbinder E, Schweiger U, Martius D, Brand-de Wilde O, Arntz A. Emotion Regulation in Schema Therapy and Dialectical Behavior Therapy. Frontiers in Psychology. 2016;7(1373).
    1. Akiki TJ, Averill CL, Abdallah CG. A network-based neurobiological model of PTSD: evidence from structural and functional neuroimaging studies. Curr Psychiatry Rep. 2017;19(11):81. doi: 10.1007/s11920-017-0840-4.
    1. Koch SB, van Zuiden M, Nawijn L, Frijling JL, Veltman DJ, Olff M. Aberrant resting-state brain activity in posttraumatic stress disorder: a meta-analysis and systematic review. Depress Anxiety. 2016;33(7):592–605. doi: 10.1002/da.22478.
    1. Wang T, Liu J, Zhang J, Zhan W, Li L, Wu M, et al. Altered resting-state functional activity in posttraumatic stress disorder: a quantitative meta-analysis. Sci Rep. 2016;6(1):1–14. doi: 10.1038/s41598-016-0001-8.
    1. Wolf RC, Sambataro F, Vasic N, Schmid M, Thomann PA, Bienentreu SD, Wolf ND. Aberrant connectivity of resting-state networks in borderline personality disorder. Journal of psychiatry & neuroscience: JPN. 2011;36(6):402–411. doi: 10.1503/jpn.100150.
    1. Lanius RA, Vermetten E, Loewenstein RJ, Brand B, Schmahl C, Bremner JD, Spiegel D. Emotion modulation in PTSD: clinical and neurobiological evidence for a dissociative subtype. Am J Psychiatr. 2010;167(6):640–647. doi: 10.1176/appi.ajp.2009.09081168.
    1. Dewar M, Paradis A, Fortin CA. Identifying trajectories and predictors of response to psychotherapy for post-traumatic stress disorder in adults: a systematic review of literature. Can J Psychiatry. 2020;65(2):71–86. doi: 10.1177/0706743719875602.
    1. Barawi KS, Lewis C, Simon N, Bisson JI. A systematic review of factors associated with outcome of psychological treatments for post-traumatic stress disorder. Eur J Psychotraumatol. 2020;11(1):1774240. doi: 10.1080/20008198.2020.1774240.
    1. Yuan M, Qiu C, Meng Y, Ren Z, Yuan C, Li Y, et al. Pre-treatment resting-state functional MR imaging predicts the long-term clinical outcome after short-term Paroxtine treatment in post-traumatic stress disorder. Frontiers in psychiatry. 2018;9. 10.3389/fpsyt.2018.00532.
    1. Etkin A, Maron-Katz A, Wu W, Fonzo GA, Huemer J, Vértes PE, et al. Using fMRI connectivity to define a treatment-resistant form of post-traumatic stress disorder. Science Translational Med. 2019;11(486):eaal3236. doi: 10.1126/scitranslmed.aal3236.
    1. Zhutovsky P, Thomas RM, Olff M, van Rooij SJH, Kennis M, van Wingen GA, et al. Individual Prediction of Psychotherapy Outcome in Posttraumatic Stress Disorder using Neuroimaging Data. bioRxiv. 2019:647925.
    1. Bryant R, Felmingham K, Kemp A, Das P, Hughes G, Peduto A, et al. Amygdala and ventral anterior cingulate activation predicts treatment response to cognitive behaviour therapy for post-traumatic stress disorder. Psychol Med. 2008;38(4):555–561. doi: 10.1017/S0033291707002231.
    1. Van Rooij SJ, Kennis M, Vink M, Geuze E. Predicting treatment outcome in PTSD: a longitudinal functional MRI study on trauma-unrelated emotional processing. Neuropsychopharmacology. 2016;41(4):1156–1165. doi: 10.1038/npp.2015.257.
    1. Cisler JM, Sigel BA, Kramer TL, Smitherman S, Vanderzee K, Pemberton J, Kilts CD. Amygdala response predicts trajectory of symptom reduction during trauma-focused cognitive-behavioral therapy among adolescent girls with PTSD. J Psychiatr Res. 2015;71:33–40. doi: 10.1016/j.jpsychires.2015.09.011.
    1. Aupperle RL, Allard CB, Simmons AN, Flagan T, Thorp SR, Norman SB, Paulus MP, Stein MB. Neural responses during emotional processing before and after cognitive trauma therapy for battered women. Psychiatry Research - Neuroimaging. 2013;214(1):48–55. doi: 10.1016/j.pscychresns.2013.05.001.
    1. Falconer E, Allen A. Felmingham KL. Bryant RA. Inhibitory neural activity predicts response to cognitive-behavioral therapy for posttraumatic stress disorder. The Journal of clinical psychiatry: Williams LM; 2013.
    1. Van Rooij S, Kennis M, Sjouwerman R, Van Den Heuvel M, Kahn R, Geuze E. Smaller hippocampal volume as a vulnerability factor for the persistence of post-traumatic stress disorder. Psychol Med. 2015;45(13):2737–2746. doi: 10.1017/S0033291715000707.
    1. Bryant RA, Felmingham K, Whitford TJ, Kemp A, Hughes G, Peduto A, Williams LM. Rostral anterior cingulate volume predicts treatment response to cognitive-behavioural therapy for posttraumatic stress disorder. J Psychiatry Neuroscience. 2008;33(2):142–146.
    1. Schmitgen MM, Niedtfeld I, Schmitt R, Mancke F, Winter D, Schmahl C, et al. Individualized treatment response prediction of dialectical behavior therapy for borderline personality disorder using multimodal magnetic resonance imaging. Brain and behavior. 2019:e01384.
    1. Effectiveness of PTSD-treatment Compared to Integrated PTSD-PD-treatment in Adult Patients With Comorbid PTSD and BPD [Available from: .
    1. Effectiveness of PTSD-treatment Compared to Integrated PTSD-PD-treatment in Adult Patients With Comorbid PTSD and CPD [Available from: .
    1. Patel R, Spreng RN, Shin LM, Girard TA. Neurocircuitry models of posttraumatic stress disorder and beyond: a meta-analysis of functional neuroimaging studies. Neurosci Biobehav Rev. 2012;36(9):2130–2142. doi: 10.1016/j.neubiorev.2012.06.003.
    1. Rauch SL, Shin LM, Phelps EA. Neurocircuitry models of posttraumatic stress disorder and extinction: human neuroimaging research—past, present, and future. Biol Psychiatry. 2006;60(4):376–382. doi: 10.1016/j.biopsych.2006.06.004.
    1. First MW, JBW; Benjamin, LS; Spitzer, RL. User's guide for the SCID-5-PD (structured clinical interview for DSM-5 personality disorder) Arlington, VA: American Psychiatric Association; 2015.
    1. Thirion B, Pinel P, Mériaux S, Roche A, Dehaene S, Poline J-B. Analysis of a large fMRI cohort: statistical and methodological issues for group analyses. Neuroimage. 2007;35(1):105–120. doi: 10.1016/j.neuroimage.2006.11.054.
    1. Desmond JE, Glover GH. Estimating sample size in functional MRI (fMRI) neuroimaging studies: statistical power analyses. J Neurosci Methods. 2002;118(2):115–128. doi: 10.1016/S0165-0270(02)00121-8.
    1. Frijling JL, van Zuiden M, Koch SB, Nawijn L, Veltman DJ, Olff M. Effects of intranasal oxytocin on amygdala reactivity to emotional faces in recently trauma-exposed individuals. Soc Cogn Affect Neurosci. 2016;11(2):327–336. doi: 10.1093/scan/nsv116.
    1. Snoek A, Beekman ATF, Dekker J, Aarts I, van Grootheest G, Blankers M, Vriend C, van den Heuvel O, Thomaes K. A randomized controlled trial comparing the clinical efficacy and cost-effectiveness of eye movement desensitization and reprocessing (EMDR) and integrated EMDR-dialectical Behavioural therapy (DBT) in the treatment of patients with post-traumatic stress disorder and comorbid (sub) clinical borderline personality disorder: study design. BMC Psychiatry. 2020;20(1):396. doi: 10.1186/s12888-020-02713-x.
    1. van den End A, Dekker J, Beekman ATF, Aarts I, Snoek A, Blankers M, et al. Clinical Efficacy and Cost-Effectiveness of Imagery Rescripting Only Compared to Imagery Rescripting and Schema Therapy in Adult Patients With PTSD and Comorbid Cluster C Personality Disorder: Study Design of a Randomized Controlled Trial. Frontiers in psychiatry. 2021;12:314.
    1. Weiner MW, Veitch DP, Aisen PS, Beckett LA, Cairns NJ, Green RC, Harvey D, Jack CR, Jr, Jagust W, Morris JC, Petersen RC, Salazar J, Saykin AJ, Shaw LM, Toga AW, Trojanowski JQ, Alzheimer's Disease Neuroimaging Initiative The Alzheimer's disease neuroimaging initiative 3: continued innovation for clinical trial improvement. Alzheimers Dement. 2017;13(5):561–571. doi: 10.1016/j.jalz.2016.10.006.
    1. Langner O, Dotsch R, Bijlstra G, Wigboldus DH, Hawk ST, Van Knippenberg A. Presentation and validation of the Radboud faces database. Cognit Emot. 2010;24(8):1377–1388. doi: 10.1080/02699930903485076.
    1. Smith SM, Jenkinson M, Woolrich MW, Beckmann CF, Behrens TE, Johansen-Berg H, et al. Advances in functional and structural MR image analysis and implementation as FSL. Neuroimage. 2004;23:S208–SS19. doi: 10.1016/j.neuroimage.2004.07.051.
    1. Andersson JL, Skare S, Ashburner J. How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging. Neuroimage. 2003;20(2):870–888. doi: 10.1016/S1053-8119(03)00336-7.
    1. Esteban O, Birman D, Schaer M, Koyejo OO, Poldrack RA, Gorgolewski KJ. MRIQC: Advancing the automatic prediction of image quality in MRI from unseen sites. PloS one. 2017;12:9. doi: 10.1371/journal.pone.0184661.
    1. Power JD, Schlaggar BL, Petersen SE. Recent progress and outstanding issues in motion correction in resting state fMRI. NeuroImage. 2015;105:536–551. doi: 10.1016/j.neuroimage.2014.10.044.
    1. Esteban O, Markiewicz CJ, Blair RW, Moodie CA, Isik AI, Erramuzpe A, Kent JD, Goncalves M, DuPre E, Snyder M, Oya H, Ghosh SS, Wright J, Durnez J, Poldrack RA, Gorgolewski KJ. fMRIPrep: a robust preprocessing pipeline for functional MRI. Nat Methods. 2019;16(1):111–116. doi: 10.1038/s41592-018-0235-4.
    1. Andersson JLR, Sotiropoulos SN. An integrated approach to correction for off-resonance effects and subject movement in diffusion MR imaging. NeuroImage. 2016;125:1063–1078. doi: 10.1016/j.neuroimage.2015.10.019.
    1. Tournier JD, Smith R, Raffelt D, Tabbara R, Dhollander T, Pietsch M, Christiaens D, Jeurissen B, Yeh CH, Connelly A. MRtrix3: a fast, flexible and open software framework for medical image processing and visualisation. NeuroImage. 2019;202:116137. doi: 10.1016/j.neuroimage.2019.116137.
    1. Zhang H, Yushkevich PA, Alexander DC, Gee JC. Deformable registration of diffusion tensor MR images with explicit orientation optimization. Med Image Anal. 2006;10(5):764–785. doi: 10.1016/j.media.2006.06.004.
    1. OSF. Open Science Framework [Available from: .
    1. Desikan RS, Ségonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ. An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. NeuroImage. 2006;31(3):968–980. doi: 10.1016/j.neuroimage.2006.01.021.
    1. Fan L, Li H, Zhuo J, Zhang Y, Wang J, Chen L, Yang Z, Chu C, Xie S, Laird AR, Fox PT, Eickhoff SB, Yu C, Jiang T. The human Brainnetome atlas: a New brain atlas based on connectional architecture. Cereb Cortex. 2016;26(8):3508–3526. doi: 10.1093/cercor/bhw157.
    1. Schaefer A, Kong R, Gordon EM, TO L, Zuo X-N, Holmes AJ, et al. Local-global Parcellation of the human cerebral cortex from intrinsic functional connectivity MRI. Cereb Cortex. 2017;28(9):3095–3114. doi: 10.1093/cercor/bhx179.
    1. Rubinov M, Sporns O. Complex network measures of brain connectivity: uses and interpretations. Neuroimage. 2010;52(3):1059–1069. doi: 10.1016/j.neuroimage.2009.10.003.
    1. Sizemore AE, Bassett DS. Dynamic graph metrics: tutorial, toolbox, and tale. NeuroImage. 2018;180(Pt B):417–427. doi: 10.1016/j.neuroimage.2017.06.081.
    1. McLaren DG, Ries ML, Xu G, Johnson SC. A generalized form of context-dependent psychophysiological interactions (gPPI): a comparison to standard approaches. Neuroimage. 2012;61(4):1277–1286. doi: 10.1016/j.neuroimage.2012.03.068.
    1. Weathers F, Blake D, Schnurr P, Kaloupek D, Marx B, Keane T. The Clinician-Administered PTSD Scale for DSM-5 (CAPS-5)–past month. 2015.
    1. Jacobson NS, Truax P. Clinical significance: a statistical approach to defining meaningful change in psychotherapy research. 1992.
    1. Gratz KL, Roemer L. Multidimensional assessment of emotion regulation and dysregulation: development, factor structure, and initial validation of the difficulties in emotion regulation scale. J Psychopathol Behav Assess. 2004;26(1):41–54. doi: 10.1023/B:JOBA.0000007455.08539.94.
    1. Rytwinski NK, Scur MD, Feeny NC, Youngstrom EA. The co-occurrence of major depressive disorder among individuals with posttraumatic stress disorder: a meta-analysis. J Trauma Stress. 2013;26(3):299–309. doi: 10.1002/jts.21814.
    1. Schulze L, Schulze A, Renneberg B, Schmahl C, Niedtfeld I. Neural correlates of affective disturbances: a comparative meta-analysis of negative affect processing in borderline personality disorder, major depressive disorder, and posttraumatic stress disorder. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. 2019;4(3):220–232. doi: 10.1016/j.bpsc.2018.11.004.
    1. Hutsebaut J, Willemsen E, Van H. Time for cluster C personality disorders: state of the art. Tijdschrift voor psychiatrie. 2018;60(5):306–314.

Source: PubMed

Подписаться