Hostname: page-component-8448b6f56d-c47g7 Total loading time: 0 Render date: 2024-04-19T03:52:20.980Z Has data issue: false hasContentIssue false

A network analysis of post-traumatic stress and psychosis symptoms

Published online by Cambridge University Press:  18 May 2020

Amy Hardy*
Affiliation:
Department of Psychology, Institute of Psychiatry, Psychology & Neuroscience, King's College London, De Crespigny Park, SE5 8AF, UK South London & Maudsley NHS Foundation Trust, Bethlem Royal Hospital, Monks Orchard Road, Beckenham, Kent, BR3 3BX, UK
Ciaran O'Driscoll
Affiliation:
Research Department of Clinical, Educational and Health Psychology, University College London, Gower Street, London, WC1E 6BT, UK
Craig Steel
Affiliation:
The Oxford Institute of Clinical Psychology Training, Oxford, UK
Mark van der Gaag
Affiliation:
Department of Clinical Psychology and Amsterdam Public Health Research, VU University, van der Boehorsttraat 7, 1081 BTAmsterdam, The Netherlands Parnassia Psychiatric Institute, Zoutkeetsingel 40, 2512 HNDen Haag, Netherlands
David van den Berg
Affiliation:
Department of Clinical Psychology and Amsterdam Public Health Research, VU University, van der Boehorsttraat 7, 1081 BTAmsterdam, The Netherlands Parnassia Psychiatric Institute, Zoutkeetsingel 40, 2512 HNDen Haag, Netherlands
*
Author for correspondence: Amy Hardy, E-mail: amy.hardy@kcl.ac.uk

Abstract

Background

Understanding the interplay between trauma-related psychological mechanisms and psychotic symptoms may improve the effectiveness of interventions for post-traumatic stress reactions in psychosis. Network theory assumes that mental health problems persist not because of a common latent variable, but from dynamic feedback loops between symptoms, thereby addressing the heterogeneous and overlapping nature of traumagenic and psychotic diagnoses. This is a proof-of-concept study examining interactions between post-traumatic stress symptoms, which were hypothesized to reflect trauma-related psychological mechanisms, and auditory hallucinations and delusions.

Method

Baseline data from two randomised controlled trials (N = 216) of trauma-focused therapy in people with post-traumatic stress symptoms (87.5% met diagnostic criteria for PTSD) and psychotic disorder were analysed. Reexperiencing, hyperarousal, avoidance, trauma-related beliefs, auditory hallucinations and delusional beliefs were used to estimate a Gaussian graphical model along with expected node influence and predictability (proportion of explained variance).

Results

Trauma-related beliefs had the largest direct influence on the network and, together with hypervigilance, were implicated in the shortest paths from flashbacks to delusions and auditory hallucinations.

Conclusions

These findings are in contrast to previous research suggesting a central role for re-experiencing, emotional numbing and interpersonal avoidance in psychosis. Trauma-related beliefs were the psychological mechanism most associated with psychotic symptoms, although not all relevant mechanisms were measured. This work demonstrates that investigating multiple putative mediators may clarify which processes are most relevant to trauma-related psychosis. Further research should use network modelling to investigate how the spectrum of traumatic stress reactions play a role in psychotic symptoms.

Type
Original Article
Copyright
Copyright © The Author(s), 2020. Published by Cambridge University Press

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Alsawy, S., Wood, L., Taylor, P. J., & Morrison, A. P. (2015). Psychotic experiences and PTSD: Associations in a population survey. Psychological Medicine, 20, 111.Google Scholar
American Psychiatric Association. (1994). Diagnostic and statistical manual of mental disorders (4th ed.).Google Scholar
Bebbington, P. E. (2015). Unravelling psychosis: Psychosocial epidemiology, mechanism and meaning. Shanghai Archives of Psychiatry, 27, 7081.Google ScholarPubMed
Bentall, R., de Sousa, P., Varese, F., Wickham, S., Haarmans, M., & Read, J. (2014). From adversity to psychosis: Pathways and mechanisms from specific adversities to specific symptoms. Social Psychiatry and Psychiatric Epidemiolology, 49, 10111022.CrossRefGoogle ScholarPubMed
Berry, K., Varese, F., & Bucci, S. (2017). Cognitive attachment model of voices: Evidence base and future implications. Frontiers in Psychiatry, 8, 111.CrossRefGoogle ScholarPubMed
Blake, D. D., Weathers, F. W., Nagy, L. M., Kaloupek, D. G., Gusman, F. D., Charney, D. S., & Keane, T. M. (1995). The development of a Clinician-Administered PTSD Scale. Journal of Traumatic Stress, 8, 7590.CrossRefGoogle ScholarPubMed
Borsboom, D. (2017). A network theory of mental disorders. World Psychiatry, 16, 513.CrossRefGoogle ScholarPubMed
Brand, R. M., McEnery, C., Rossel, L. S., Bendall, S., & Thomas, N. (2018). Do trauma-focussed psychological interventions have an effect on psychotic symptoms? A systematic review and meta-analysis. Schizophrenia Research, 195, 1322.CrossRefGoogle ScholarPubMed
Brewin, C. R. (2015). Re-experiencing traumatic events in PTSD: New avenues in research on intrusive memories and flashbacks. European Journal of Psychotraumatology, 6. doi: 10.3402/ejpt.v6.27180.CrossRefGoogle ScholarPubMed
Brewin, C. R., Gregory, J. D., Lipton, M., & Burgess, N. (2010). Intrusive images in psychological disorders: Characteristics, neural mechanism, and treatment implications. Psychological Review, 117(1), 210232.CrossRefGoogle Scholar
Brewin, C. R., & Patel, T. (2010). Auditory pseudohallucinations in United Kingdom war veterans and civilians with posttraumatic stress disorder. Journal of Clinical Psychiatry, 71(4), 419425.CrossRefGoogle ScholarPubMed
Bringmann, L., Elmer, T., Epskamp, S., Krause, R. W., Schock, D., Wichers, M., … Snippe, E. (2019). What do centrality measures measure in psychological networks? Journal of Abnormal Psychology, 128(8), 892903.CrossRefGoogle ScholarPubMed
Brown, R. J. (2006). Different types of “dissociation” have different psychological mechanisms. Journal of Trauma & Dissociation, 7(4), 728.CrossRefGoogle ScholarPubMed
Cooper, A. A., Clifton, E. G., & Feeny, N. C. (2017). An empirical review of potential mediators and mechanisms of prolonged exposure therapy. Clinical Psychology Review, 138(3), 106121.CrossRefGoogle Scholar
Dalenberg, C. J., Brand, B. L., Gleaves, D. H., Dorahy, M. J., Loewenstein, R. J., Cardena, E., … Spiegel, D. (2012). Evaluation of the evidence for the trauma and fantasy models of dissociation. Psychological Bulletin, 138(3), 550588.CrossRefGoogle ScholarPubMed
Dijkstra, E. W. (1959). A note on two problems in connexion with graphs. Numerische Mathematic, 1(1), 269271.CrossRefGoogle Scholar
Epskamp, S., Borsboom, D., & Fried, E. I. (2018). Estimating psychological networks and their accuracy: A tutorial paper. Behavioural Research Methods, 50(1), 195212.CrossRefGoogle ScholarPubMed
Epskamp, S., Cramer, A. O. J., Waldorp, L. J., Schmittmann, V. D., & Borsboom, D. (2012). Qgraph: Network visualizations of relationships in psychometric data. Journal of Statistical Software, 48(4), 118.CrossRefGoogle Scholar
Epskamp, S., & Fried, E. I. (2018). A tutorial on regularised partial correlation networks. Psychological Methods, 23(4), 617634.CrossRefGoogle Scholar
Foa, E. B., Ehlers, A., Clark, D. M., Tolin, D. F., & Orsillo, S. M. (1999). The posttraumatic cognitions inventory (PTCI): Development and validation. Psychological Assessment, 11(3), 303314.CrossRefGoogle Scholar
Freeman, D., & Garety, P. (2014). Advances in understanding and treating persecutory delusions: A review. Social Psychiatry and Psychiatric Epidemiology, 49(8), 11791189.CrossRefGoogle ScholarPubMed
Freeman, D., Thompson, C., Vorontsova, N., Dunn, G., Carter, L. A., Garety, P., … Ehlers, A. (2013). Paranoia and post-traumatic stress disorder in the months after a physical assault: A longitudinal study examining shared and differential predictors. Psychological Medicine, 43(12), 26732684.CrossRefGoogle ScholarPubMed
Fried, E., & Cramer, A. O. J. (2017). Moving forward: Challenges and directions for psychopathological network theory and methodology. Perspectives in Psychological Science, 12(6), 9991020.CrossRefGoogle ScholarPubMed
Fried, E. I., Eidhof, M. B., Palic, S., Costantini, G., Huisman-van Dijk, H. M., Bockting, C. L. H., … Karstoft, K. I. (2018). Replicability and generalizability of posttraumatic stress disorder (PTSD) networks: A cross-cultural multisite study of PTSD symptoms in four trauma patient samples. Clinical Psychological Science, 6(3), 335351.CrossRefGoogle ScholarPubMed
Fried, E. I., van Borkulo, C. D., Cramer, A. O., Boschloo, L., Schoevers, R. A., & Borsboom, D. (2016). Mental disorders as networks of problems: A review of recent insights. Social Psychiatry and Psychiatric Epidemiology, 52(1), 110.CrossRefGoogle ScholarPubMed
Frost, R., Louison Vang, M., Karatzias, T., Hyland, P., & Shevlin, M. (2019). The distribution of psychosis, ICD-11 PTSD and complex PTSD symptoms among a trauma-exposed UK general population sample. Psychosis, 11(3), 187198.CrossRefGoogle Scholar
Galatzer-Levy, I. R., & Bryant, R. A. (2018). 636120 Ways to have posttraumatic stress disorder. Perspectives in Psychological Science, 8(6), 651662.CrossRefGoogle Scholar
Galatzer-Levy, I. R., Huang, S. H., & Bonanno, G. A. (2018). Trajectories of resilience and dysfunction following potential trauma: A review and statistical evaluation. Clinical Psychology Review, 63, 4155.CrossRefGoogle ScholarPubMed
Geddes, G., Ehlers, A., & Freeman, D. (2016). Hallucinations in the months after a trauma: An investigation of the role of cognitive processing of a physical assault in the occurrence of hallucinatory experiences. Psychiatry Research, 246, 601605.CrossRefGoogle ScholarPubMed
Goekoop, R., & Goekoop, J. G. (2014). A network view on psychiatric disorders: Network clusters of symptoms as elementary syndromes of psychopathology. PLoS One, 9, e112734.CrossRefGoogle ScholarPubMed
Haddock, G., McCarron, J., Tarrier, N., & Faragher, E. B. (1999). Scales to measure dimensions of hallucinations and delusions: The psychotic symptom rating scales (PSYRATS). Psychological Medicine, 29(4), 879889.CrossRefGoogle Scholar
Hardy, A. (2017). Pathways from trauma to psychotic experiences: A theoretically informed model of posttraumatic stress in psychosis. Frontiers in Psychology, 8, 697.CrossRefGoogle ScholarPubMed
Haslbeck, J.M.B., & Waldorp, L.J. (2018). mgm: Structure Estimation for Time-Varying Mixed Graphical Models in high-dimensional Data. arXiv preprint:1510.06871v2.Google Scholar
Holmes, E., Ghaderi, A., Harmer, C. J., Ramchandani, P. G., Cuijpers, P., Morrison, A. P., … Craske, M. G. (2018). The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science. The Lancet. Psychiatry, 5(3), 237286.CrossRefGoogle ScholarPubMed
Isvoranu, A. M., Borsboom, D., van Os, J., & Guloksuz, S. (2016). A network approach to environmental impact in psychotic disorders: Brief theoretical framework. Schizophrenia Bulletin, 42(2), 870873.CrossRefGoogle ScholarPubMed
Isvoranu, A.M., Boyette, L.L., Guloksuz, S, & Borsboom, D. (in press). Symptom network models of psychosis. In Tammina, CA, Ivleva, E, Reininghaus, U and van Os, J. Dimensions of psychosis. Oxford: Oxford University Press.Google Scholar
Jones, P. (2017). Networktools: Tools for identifying important nodes in networks. R package.Google Scholar
Jones, P., Heeren, A., & McNally, R. J. (2017). Commentary: A network theory of mental disorder. Frontiers in Psychology, 8, 1305.CrossRefGoogle Scholar
Kendler, K. S., & Campbell, J. (2009). Interventionist causal models in psychiatry: Repositioning the mind-body problem. Psychological Medicine, 39(6), 881887.CrossRefGoogle ScholarPubMed
Looijestijn, J., Blom, J. D., Aleman, A., Hoek, H. W., & Goekoop, R. (2015). An integrated network model of psychotic symptoms. Neuroscience and Biobehavioural Review, 59, 238250.CrossRefGoogle ScholarPubMed
Luhrmann, T. M., Alderson-Day, B., Bell, V., Bless, J. J., Corlett, P., Hugdahl, K., … Waters, F. (2019). Beyond trauma: A multiple pathways approach to auditory hallucinations in clinical and non-clinical populations. Schizophrenia Bulletin, 45(Suppl 1), S35S42.CrossRefGoogle Scholar
McCarthy-Jones, S., & Longden, E. (2015). Auditory verbal hallucinations in schizophrenia and post-traumatic stress disorder: Common phenomenology, common cause, common interventions? Frontiers in Psychology, 6, 1071.CrossRefGoogle ScholarPubMed
McCarthy-Jones, S., Thomas, N., Strauss, C., Dodgson, G., Jones, N., Woods, A., … Sommer, I.E. (2014). Better than mermaids and stray dogs? Subtyping auditory verbal hallucinations and its implications for research and practice. Schizophrenia Bulletin 40(Suppl 4), S275S284.CrossRefGoogle ScholarPubMed
Millan, M. J., Fone, K., Steckler, T., & Horan, W. P. (2014). Negative symptoms of schizophrenia: Clinical characteristics, pathophysiological substrates, experimental models and prospects for improved treatment. European Neuropsychopharmacology, 24(5), 645692.CrossRefGoogle ScholarPubMed
Mueser, K. T., Salyers, M. P., Rosenberg, S. D., Ford, J. D., Fox, L., & Carty, P. (2001). Psychometric evaluation of trauma and posttraumatic stress disorder assessments in persons with severe mental illness. Psychological Assessment, 13, 110117.CrossRefGoogle ScholarPubMed
Okkels, N., Trabjerg, B., Arendt, M., & Pedersen, C. B. (2017). Traumatic stress disorders and risk of subsequent schizophrenia spectrum disorder or bipolar disorder: A nationwide cohort study. Schizophrenia Bulletin, 43, 180186.CrossRefGoogle ScholarPubMed
Pearce, J., Simpson, J., Berry, K., Bucci, S., Moskowitz, A., & Varese, F. (2017). Attachment and dissociation as mediators of the link between childhood trauma and psychotic experiences. Clinical Psychology and Psychotherapy, 24(6), 13041312.CrossRefGoogle ScholarPubMed
The Schizophrenia Commission (2012). The abandoned illness: A report from the schizophrenia commission. London: Rethink Mental Illness.Google Scholar
Scrucca, L. (2010). Dimension reduction for model-based clustering. Computational Statistics, 20(4), 471484.CrossRefGoogle Scholar
Scrucca, L., Fop, M., Murphy, T. B., & Raftery, A. E. (2016). Mclust 5: Clustering, classification and density estimation using Gaussian finite mixture models. The R Journal, 8(1), 289.CrossRefGoogle ScholarPubMed
Steel, C., Doukani, A., & Hardy, A. (2017b). The PCL as a brief screen for posttraumatic stress disorder within schizophrenia. International Journal of Psychiatry in Clinical Practice, 21(2), 148150.CrossRefGoogle Scholar
Steel, C., Fowler, D., & Holmes, E. A. (2005). Traumatic intrusions in psychosis: An information processing account. Behavioural and Cognitive Psychotherapy, 33, 139152.Google Scholar
Steel, C., Hardy, A., Smith, B., Wykes, T., Rose, S., Enright, S., … Mueser, K. T. (2017a). Cognitive-behaviour therapy for post-traumatic stress in schizophrenia: A randomized controlled trial. Psychological Medicine, 47(1), 4351.CrossRefGoogle Scholar
van den Berg, D. P. G., de Bont, P. A., van der Vleugel, B. M., de Roos, C., de Jongh, A., van Minnen, A., & van der Gaag, M. (2015). Prolonged exposure vs eye movements desensitization and reprocessing vs waiting list for posttraumatic stress disorder in patients with a psychotic disorder: A randomised clinical trial. JAMA Psychiatry, 72(3), 259267.CrossRefGoogle Scholar
van den Berg, D. P. G., & Hardy, A. (2020). Chapter 19: Trauma-focused therapies for psychosis. In Badcock, J., & Paulik, G. (Eds.), A clinical handbook of psychosis (pp. 223243). Elsevier: Academic Press.Google Scholar
Varese, F., Barkus, E., & Bentall, R. P. (2012a). Dissociation mediates the relationship between childhood trauma and hallucination proneness. Psychological Medicine, 42, 10251036.CrossRefGoogle Scholar
Varese, F., Smeets, F., Drukker, M., Lieverse, R., Lataster, R., Viechtbauer, W., … Bentall, R. P. (2012b). Childhood adversities increase the risk of psychosis: A meta-analysis of patient-control, prospective- and cross-sectional cohort studies. Schizophrenia Bulletin, 38, 661671.CrossRefGoogle Scholar
Von Stockert, S. H. H., Fried, E. I., Armour, C., & Pietrzak, R. H. (2018). Evaluating the stability of DSM-5 PTSD symptom network structure in a national sample of U.S. Military veterans. Journal of Affective Disorders, 229, 6368.CrossRefGoogle Scholar
Woodward, T.S., Jung, K., Hwang, H., Yin, J., Taylor, L., Menon, M., … Erickson, D. (2014). Symptom dimensions of the psychotic symptom rating scales in psychosis: A multisite study. Schizophrenia Bulletin 40(Suppl 4), S265S274.CrossRefGoogle ScholarPubMed
Zou, H., Hastie, T., & Tibshirani, R. (2017). On the “degrees of freedom” of the lasso. Annals of Statistics, 35(5), 21732192.Google Scholar
Supplementary material: File

Hardy et al. supplementary material

Hardy et al. supplementary material

Download Hardy et al. supplementary material(File)
File 492.9 KB