Cited by 57Posttraumatic Stress Disorder ResearchMigration, Health and TraumaTraumatic Brain Injury Research

Associations between moral injury, PTSD clusters, and depression among Israeli veterans: a network approach

Open access
Levi-Belz, Yossi, Greene, Talya, Zerach, Gadi·2020·European Journal of Psychotraumatology

Abstract

Background: Moral Injury (MI) is one of the adverse consequences of combat. Following exposure to potentially morally injurious events (PMIEs)––events perceived as violations of deep moral beliefs by oneself or trusted individuals––a significant minority of veterans could develop posttraumatic stress disorder (PTSD) and depression.Objective: The current study represents the first attempt to apply a network analysis model to examine an exploratory empirical conceptualization of a network of PMIEs during military service, post-traumatic stress disorder (PTSD) symptom clusters, depression, and combat exposure among Israel Defence Forces veterans.Method: A volunteer sample of 191 Israeli combat veterans were recruited during 2017, and completed validated self-report questionnaires tapping PMIEs, PTSD, and depression in a cross-sectional design study. A regularized Gaussian graphical model was estimated.Results: Network analysis revealed strong bridge associations between the PTSD nodes and most of the PMIEs nodes. The nodes of PMIE-betrayal and PTSD negative alterations in cognitions and mood (NACM) symptom cluster were found to have a bridging function between other PMIEs and PTSD. Depression was found to be connected to most of the PMIEs and PTSD nodes.Conclusions: The study’s findings offer an overview of the complex relationships between PMIEs and PTSD clusters among Israeli veterans. PMIEs––notably, betrayal-based experiences––are related to PTSD clusters directly and through depressive symptoms. Some possible mechanisms for the links between PMIEs and PTSD and the clinical implications related to specific interventions are discussed.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1080/20008198.2020.1736411

Cites

12 of 12 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Moral injury is associated with posttraumatic stress disorder.

    “Findings from a broader trauma literature reveal that moral injury, which refers to a condition that may arise from witnessing, perpetrating, or failing to prevent acts that transgress their moral compass (Litz et al., 2009) is in turn associated with posttraumatic stress disorder (Currier et al., 2019; Levi-Belz et al., 2020).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 56

  1. Abramson, L. Y., Metalsky, G. I., & Alloy, L. B. (1989). Hopelessness depression: A theory-based subtype of depression. Psychological Review, 96, 358– 12.
  2. Afzali, M. H., Sunderland, M., Batterham, P. J., Carragher, N., Calear, A., & Slade, T. (2017). Network approach to the symptom-level association between alcohol use disorder and posttraumatic stress disorder. Social Psychiatry and Psychiatric Epidemiology, 52(3), 329– 339. 28013328
  3. Afzali, M. H, Sunderland, M, Batterham, P. J, Carragher, N, Calear, A, & Slade, T. (2017). Network approach to the symptom-level association between alcohol use disorder and posttraumatic stress disorder. Social Psychiatry and Psychiatric Epidemiology, 52(3), 329- 339. doi: 10.1007/s00127-016-1331-3 28013328 · DOI
  4. APA (American Psychiatric Association). (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Washington, DC: American Psychiatric Association.
  5. Armistead‐Jehle, P., Johnston, S. L., Wade, N. G., & Ecklund, C. J. (2011). Posttraumatic stress in US marines: The role of unit cohesion and combat exposure. Journal of Counseling & Development, 89(1), 81– 88.
  6. Armour, C., Fried, E. I., Deserno, M. K., Tsai, J., & Pietrzak, R. H. (2017). A network analysis of DSM-5 posttraumatic stress disorder symptoms and correlates in US military veterans. Journal of Anxiety Disorders, 45, 49– 59. 27936411
  7. Beck, A., Weissman, A., Lester, D., & Trexler, L. (1974). The measurement of pessimism: The hopelessness scale. Journal of Consulting and Clinical Psychology, 4, 861– 865. 4436473
  8. Birkeland, M. S., Greene, T., & Spiller, T.,. R. (2020). The network approach to posttraumatic stress disorder: A systematic review. European Journal of Psychotraumatology. 11(1), 1700614. PMC6968637 32002135
  9. Birkeland, M. S., & Heir, T. (2017). Making connections: Exploring the centrality of posttraumatic stress symptoms and covariates after a terrorist attack. European Journal of Psychotraumatology, 8(Sup 3), 1333387. 29038689 PMC5632769
  10. Blevins, C. A., Weathers, F. W., Davis, M. T., Witte, T. K., & Domino, J. L. (2015). The posttraumatic stress disorder checklist for DSM‐5 (PCL‐5): Development and initial psychometric evaluation. Journal of Traumatic Stress, 28(6), 489– 498. 26606250
  11. Bringmann, L. F., Elmer, T., Epskamp, S., Krause, R. W., Schoch, D., Wichers, M., … Snippe, E. (2019). What do centrality measures measure in psychological networks? Journal of Abnormal Psychology, 128, 892– 903. 31318245
  12. Brown, L. A., Contractor, A., & Benhamou, K. (2018). Posttraumatic stress disorder clusters and suicidal ideation. Psychiatry Research, 270, 238– 245. 30269041
  13. Bryan, C. J., Bryan, A. O., Anestis, M. D., Anestis, J. C., Green, B. A., Etienne, N., … Ray-Sannerud, B. (2016). Measuring moral injury: Psychometric properties of the moral injury events scale in two military samples. Assessment, 23(5), 557– 570. 26092043
  14. Bryant, R. A., Creamer, M., O’Donnell, M., Forbes, D., McFarlane, A. C., Silove, D., & Hadzi-Pavlovic, D. (2017). Acute and chronic posttraumatic stress symptoms in the emergence of posttraumatic stress disorder: A network analysis. JAMA Psychiatry (Chicago, Ill.), 74(2), 135– 142. 28002832
  15. Choi, K. W., Batchelder, A. W., Ehlinger, P. P., Safren, S. A., & O’Cleirigh, C. (2017). Applying network analysis to psychological comorbidity and health behavior: Depression, PTSD, and sexual risk in sexual minority men with trauma histories. Journal of Consulting and Clinical Psychology, 85(12), 1158– 1170. 29189032 PMC5724394
  16. Currier, J. M., Holland, J. M., Drescher, K., & Foy, D. (2015). Initial psychometric evaluation of the moral injury questionnaire-military version. Clinical Psychology & Psychotherapy, 22(1), 54– 63. 24022873
  17. Drescher, K. D., Foy, D. W., Kelly, C., Leshner, A., Schutz, K., & Litz, B. (2011). An exploration of the viability and usefulness of the construct of moral injury in war veterans. Traumatology, 17(1), 8– 13.
  18. Epskamp, S., Borsboom, D., & Fried, E. I. (2018). Estimating psychological networks and their accuracy: A tutorial paper. Behavior Research Methods, 50(1), 195– 212. 28342071 PMC5809547
  19. Epskamp, S., Waldorp, L. J., Mõttus, R., & Borsboom, D. (2018). The Gaussian graphical model in cross-sectional and time-series data. Multivariate Behavioral Research, 53(4), 453– 480. 29658809
  20. Forbes, M. K., Wright, A. G. C., Markon, K. E., & Krueger, R. F. (2017). Evidence that psychopathology symptom networks have limited replicability. Journal of Abnormal Psychology, 126(7), 969– 988. 29106281 PMC5749927
  21. Frankfurt, S., & Frazier, P. (2016). A review of research on moral injury in combat veterans. Military Psychology, 28, 318– 330.
  22. Fried, E. I., Epskamp, S., Nesse, R. M., Tuerlinckx, F., & Borsboom, D. (2016). What are ‘good’ depression symptoms? Comparing the centrality of DSM and non-DSM symptoms of depression in a network analysis. Journal of Affective Disorders, 189, 314– 320. 26458184
  23. Fried, E. I., van Borkulo, C. D., Cramer, A. O., Boschloo, L., Schoevers, R. A., & Borsboom, D. (2017). Mental disorders as networks of problems: A review of recent insights. Social Psychiatry and Psychiatric Epidemiology, 52(1), 1– 10. 27921134 PMC5226976
  24. Fruchterman, T. M., & Reingold, E. M. (1991). Graph drawing by force‐directed placement. Software: Practice and Experience, 21(11), 1129– 1164.
  25. Greene, T., Gelkopf, M., Epskamp, S., & Fried, E. (2018). Dynamic networks of PTSD symptoms during conflict. Psychological Medicine, 48(14), 2409– 2417. 29486811
  26. Greene, T., Gelkopf, M., Fried, E., Robinaugh, D., & Lapid Pickman, L. (2019). Dynamic network analysis of negative emotions and DSM-5 PTSD symptom clusters during conflict. Journal of Traumatic Stress. Epub Ahead of print. doi: 10.1002/jts.22433 31433530 · DOI
  27. Hurlocker, M. C., Vidaurri, D. N., Cuccurullo, L. A. J., Maieritsch, K., & Franklin, C. L. (2018). Examining the latent structure mechanisms for comorbid posttraumatic stress disorder and major depressive disorder. Journal of Affective Disorders, 229, 477– 482. 29334642
  28. Isvoranu, A. M., Borsboom, D., van Os, J., & Guloksuz, S. (2016). A network approach to environmental impact in psychotic disorder: Brief theoretical framework. Schizophrenia Bulletin, 42(4), 870– 873. 27179124 PMC4903069
  29. Jones, P. J., Ma, R., & McNally, R. J. (2019). Bridge centrality: A network approach to understanding comorbidity. Multivariate Behavioral Research, 1– 15. doi: 10.1080/00273171.2019.1614898 31179765 · DOI
  30. Jordan, A. H., Eisen, E., Bolton, E., Nash, W. P., & Litz, B. T. (2017). Distinguishing war-related PTSD resulting from perpetration-and betrayal-based morally injurious events. Psychological Trauma: Theory, Research, Practice, and Policy, 9(6), 627. 28068142
  31. Keane, T. M., Fairbank, J. A., Caddell, J. M., Zimering, R. T., Taylor, K. L., & Mora, C. A. (1989). Clinical evaluation of a measure to assess combat exposure. Psychological Assessment: A Journal of Consulting and Clinical Psychology, 1(1), 53– 55.
  32. Kleim, B., Gonzalo, D., & Ehlers, A. (2011). The Depressive Attributions Questionnaire (DAQ): Development of a short self-report measure of depressogenic attributions. Journal of Psychopathology and Behavioral Assessment, 33, 375– 385. 21909186 PMC3143342
  33. Koenig, H. G., Youssef, N. A., & Pearce, M. (2019). Assessment of moral injury in veterans and active duty military personnel with PTSD: A review. Frontiers in Psychiatry, 10, 443. 31316405 PMC6611155
  34. Levi-Belz, Y., Gvion, Y., Grisaru, S., & Apter, A. (2018). When the pain becomes unbearable: Case-control study of mental pain characteristics among medically serious suicide attempters. Archives of Suicide Research, 22(3), 380– 393. 28786756
  35. Levi-Belz, Y., Gvion, Y., Horesh, N., Fischel, T., Treves, I., Or, E., … Apter, A. (2014). Mental pain, communication difficulties, and medically serious suicide attempts: A case-control study. Archives of Suicide Research, 18(1), 74– 87. 24350568
  36. Levi-Belz, Y., & Zerach, G. (2018). Moral injury, suicide ideation, and behavior among combat veterans: The mediating roles of entrapment and depression. Psychiatry Research, 269, 508– 516. 30195745
  37. Levine, S. Z., & Leucht, S. (2016). Identifying a system of predominant negative symptoms: Network analysis of three randomized clinical trials. Schizophrenia Research, 178(1–3), 17– 22. 27617414
  38. Maguen, S., & Litz, B. (2012). Moral injury in veterans of war. PTSD Research Quarterly, 23(1), 1– 3. Retrieved from https://pdfs.semanticscholar.org/38c5/d697a34d8e7da3dd82be5d919c45a12e63d8.pdf
  39. Monson, C. M., Schnurr, P. P., Resick, P. A., Friedman, M. J., Young-Xu, Y., & Stevens, S. P. (2006). Cognitive processing therapy for veterans with military-related posttraumatic stress disorder. Journal of Consulting and Clinical Psychology, 74(5), 898– 907. 17032094
  40. Morland, L. A., Hynes, A. K., Mackintosh, M. A., Resick, P. A., & Chard, K. M. (2011). Group cognitive processing therapy delivered to veterans via telehealth: A pilot cohort. Journal of Traumatic Stress, 24(4), 465– 469. 21793047
  41. Nash, W. P., Marino Carper, T. L., Mills, M. A., Au, T., Goldsmith, A., & Litz, B. T. (2013). Psychometric evaluation of the moral injury events scale. Military Medicine, 178(6), 646– 652. 23756071
  42. Neria, Y., & Pickover, A. (2019). Commentary on the special issue on moral injury: Advances, gaps in literature, and future directions. Journal of Traumatic Stress, 32, 459– 464. 31162730
  43. Nichter, B., Norman, S., Haller, M., & Pietrzak, R. H. (2019). Psychological burden of PTSD, depression, and their comorbidity in the U.S. veteran population: Suicidality, functioning, and service utilization. Journal of Affective Disorders, 256, 633– 640. 31299445
  44. Phillips, R. D., Wilson, S. M., Sun, D., Workgroup, V. M. A. M., Morey, R., Van Voorhees, E., … Beckham, J. C. (2018). Posttraumatic stress disorder symptom network analysis in US military veterans: Examining the impact of combat exposure. Frontiers in Psychiatry, 9, 608. 30519198 PMC6259007
  45. Ross, J., Murphy, D., & Armour, C. (2018). A network analysis of DSM-5 posttraumatic stress disorder and functional impairment in UK treatment-seeking veterans. Journal of Anxiety Disorders, 57, 7– 15. 29886306
  46. Spiller, T. R., Schick, M., Schnyder, U., Bryant, R. A., Nickerson, A., & Morina, N. (2017). Symptoms of posttraumatic stress disorder in a clinical sample of refugees: A network analysis. European Journal of Psychotraumatology, 8(Sup 3), 1318032. 29038688 PMC5639426
  47. Spitzer, E. G., Zuromski, K. L., Davis, M. T., Witte, T. K., & Weathers, F. (2018). Posttraumatic stress disorder symptom clusters and acquired capability for suicide: A reexamination using DSM‐5 criteria. Suicide and Life‐Threatening Behavior, 48(1), 105– 115. 28261858
  48. Steenkamp, M. M., Litz, B. T., Hoge, C. W., & Marmar, C. R. (2015). Psychotherapy for military-related PTSD: A review of randomized clinical trials. Jama, 314(5), 489– 500. 26241600
  49. Sullivan, C. P., Smith, A. J., Lewis, M., & Jones, R. T. (2018). Network analysis of PTSD symptoms following mass violence. Psychological Trauma: Theory, Research, Practice, and Policy, 10(1), 58– 66. 27929310
  50. Tibshirani, R. (1996). Regression shrinkage and selection via the lasso. Journal of the Royal Statistical Society: Series B (Methodological), 58(1), 267– 288.
  51. van Borkulo, C., Boschloo, L., Borsboom, D., Penninx, B. W., Waldorp, L. J., & Schoevers, R. A. (2015). Association of symptom network structure with the course of depression. JAMA Psychiatry (Chicago, Ill.), 72(12), 1219– 1226. 26561400
  52. Wild, J., Smith, K. V., Thompson, E., Béar, F., Lommen, M. J. J., & Ehlers, A. (2016). A prospective study of pre-trauma risk factors for post-traumatic stress disorder and depression. Psychological Medicine, 46(12), 2571– 2582. 27348599 PMC4988264
  53. Williamson, V., Greenberg, N., & Murphy, D. (2019). Moral injury in UK armed forces veterans: A qualitative study. European Journal of Psychotraumatology, 10(1), 1562842. 30693080 PMC6338270
  54. Yeterian, J. D., Berke, D. S., Carney, J. R., Mcintyre‐Smith, A., Cyr, K. S., King, L., … Litz, B. T. (2019). Defining and measuring moral injury: Rationale, design, and preliminary findings from the moral injury outcome scale consortium. Journal of Traumatic Stress, 32(3), 363– 372. 30947372
  55. Zerach, G., & Levi‐Belz, Y. (2018). Moral injury process and its psychological consequences among Israeli combat veterans. Journal of Clinical Psychology, 74(9), 1526– 1544. 29528102
  56. Zerach, G., & Levi‐Belz, Y. (2019). Intolerance of uncertainty moderates the association between potentially morally injurious events, and suicide ideation and behavior among combat veterans. Journal of Traumatic Stress. doi: 10.1002/jts.22366 30720890 · DOI

Cited by

Sorted by citations

Authors
Levi-Belz, Y., Greene, T., & Zerach, G.
Affiliations
  • Department of Behavioral Sciences, Ruppin Academic Center, Emek Hefer, Israel
  • University of Haifa (IL)
  • Ariel University (IL)
Venue
European Journal of Psychotraumatology
Published
2020-03-20
Volume
11
Issue
1
Pages
1736411-1736411
ISSN
2000-8066 (ISSN-L)
OpenAlex
W3013741402
Cited by
57
References
12
Citations by year
2026: 5 · 2025: 12 · 2024: 8 · 2023: 16 · 2022: 7 · 2021: 5 · 2020: 4
FWCI
3.19
Type
journal article
Language
en
Open access
Locations
  • European Journal of Psychotraumatology (publishedVersion, cc-by-nc)
  • PubMed Central (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Figshare (submittedVersion, cc-by)
  • Figshare (cc-by)
Topics
  • Social Sciences › Psychology › Clinical Psychology › Posttraumatic Stress Disorder Research
  • Social Sciences › Psychology › Clinical Psychology › Migration, Health and Trauma
  • Health Sciences › Medicine › Epidemiology › Traumatic Brain Injury Research
Keywords
moral injury, potentially morally injurious events, post-traumatic stress disorder, depression, PTSD symptom clusters, combat exposure, betrayal, network analysis, military service

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review