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Virtual Reality for Anxiety and Stress-Related Disorders: A SWOT Analysis

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Abstract

Virtual Reality (VR) Therapy has emerged in the 90s as an appealing way of delivering exposure treatment. Throughout these years, ample evidence has been published. Although there is an agreed consensus regarding its efficacy, currently a quick shift in the field is being experienced, especially due to the advent of off-the-shelf technology that is greatly facilitating its dissemination. In this context, theoretical discussions of the field appear as an important action in order to take stock of the mounting evidence that has been produced and the main challenges for the coming future. To stimulate the discussion in a burgeoning field, a SWOT analysis is proposed, which may help to map the field of VR therapy for anxiety and stress-related disorders. Overall, it is undoubted that VR appears as a well-established technology for the treatment of ASRD and the main challenges are in line with the possibility of hurdling the same obstacles that the whole field of clinical psychology and psychotherapy has to deal with: How to bridge the gap between research and clinical practice.

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References

  1. Bandelow, B., Michaelis, S.: Epidemiology of anxiety disorders in the 21st century. Dialogues Clin. Neurosci. 17(3), 327 (2015)

    Google Scholar 

  2. Watson, D.: Differentiating the mood and anxiety disorders: a quadripartite model. Ann. Rev. Clin. Psychol. 5, 221–247 (2009). https://doi.org/10.1146/annurev.clinpsy.032408.153510

    Article  Google Scholar 

  3. Olatunji, B.O., Cisler, J.M., Deacon, B.J.: Efficacy of cognitive behavioral therapy for anxiety disorders: a review of meta-analytic findings (2010). https://doi.org/10.1016/j.psc.2010.04.002

    Article  Google Scholar 

  4. Alonso, J., et al.: Treatment gap for anxiety disorders is global: results of the world mental health surveys in 21 countries. Depress. Anxiety (2018). https://doi.org/10.1002/da.22711

    Article  Google Scholar 

  5. WHO: Prevalence, severity, and unmet need for treatment of mental disorders in the world health organization world mental health surveys. J. Am. Med. Assoc. 2581–2590 (2004). https://doi.org/10.1001/jama.291.21.2581

  6. Wagner, R., Silove, D., Marnane, C., Rouen, D.: Delays in referral of patients with social phobia, panic disorder and generalized anxiety disorder attending a specialist anxiety clinic. J. Anxiety Disord. (2006). https://doi.org/10.1016/j.janxdis.2005.02.003

    Article  Google Scholar 

  7. Kazdin, A.E., Blase, S.L.: Rebooting psychotherapy research and practice to reduce the burden of mental illness. Perspect. Psychol. Sci. (2011). https://doi.org/10.1177/1745691610393527

    Article  Google Scholar 

  8. Hoyer, J., Beesdo, K., Gloster, A.T., Runge, J., Höfler, M., Becker, E.S.: Worry exposure versus applied relaxation in the treatment of generalized anxiety disorder. Psychother. Psychosom. (2009). https://doi.org/10.1159/000201936

    Article  Google Scholar 

  9. Pittig, A., Kotter, R., Hoyer, J.: The struggle of behavioral therapists with exposure: self-reported practicability, negative beliefs, and therapist distress about exposure-based interventions. Behav. Ther. (2019). https://doi.org/10.1016/j.beth.2018.07.003

    Article  Google Scholar 

  10. Cook, J.M., Biyanova, T., Elhai, J., Schnurr, P.P., Coyne, J.C.: What do psychotherapists really do in practice? An internet study of over 2,000 practitioners. Psychotherapy (2010). https://doi.org/10.1037/a0019788

    Article  Google Scholar 

  11. Schumacher, S., Weiss, D., Knaevelsrud, C.: Dissemination of exposure in the treatment of anxiety disorders and post-traumatic stress disorder among German cognitive behavioural therapists. Clin. Psychol. Psychother. (2018). https://doi.org/10.1002/cpp.2320

    Article  Google Scholar 

  12. Garcia-Palacios, A., Botella, C., Hoffman, H., Fabregat, S.: Comparing acceptance and refusal rates of virtual reality exposure vs. in vivo exposure by patients with specific phobias. CyberPsychol. Behav 10, 722–724 (2007). https://doi.org/10.1089/cpb.2007.9962

    Article  Google Scholar 

  13. Garcia-Palacios, A., Hoffman, H.G., Kwong See, S., Tsai, A., Botella, C.: Redefining therapeutic success with virtual reality exposure therapy. CyberPsychol. Behav. 4, 341–348 (2002). https://doi.org/10.1089/109493101300210231

    Article  Google Scholar 

  14. Botella, C., Fernández-Álvarez, J., Guillén, V., García-Palacios, A., Baños, R.: Recent progress in virtual reality exposure therapy for phobias: a systematic review. Curr. Psychiatry Rep. 19 (2017). https://doi.org/10.1007/s11920-017-0788-4

  15. Fernández-Álvarez, J., et al.: Deterioration rates in virtual reality therapy: an individual patient data level meta-analysis. J. Anxiety Disord. 61, 3–17 (2019). https://doi.org/10.1016/j.janxdis.2018.06.005

    Article  Google Scholar 

  16. Cipresso, P., Giglioli, I.A.C., Raya, M.A., Riva, G.: The past, present, and future of virtual and augmented reality research: a network and cluster analysis of the literature. Front. Psychol. (2018). https://doi.org/10.3389/fpsyg.2018.02086

  17. Rozental, A., et al.: Negative effects in psychotherapy: commentary and recommendations for future research and clinical practice. BJPsych Open (2018). https://doi.org/10.1192/bjo.2018.42

    Article  Google Scholar 

  18. Craske, M.G., Treanor, M., Conway, C.C., Zbozinek, T., Vervliet, B.: Maximizing exposure therapy: an inhibitory learning approach. Behav. Res. Ther. 58, 10–23 (2014). https://doi.org/10.1016/j.brat.2014.04.006

    Article  Google Scholar 

  19. Botella, C., Serrano, B., Baños, R.M., Garcia-Palacios, A.: Virtual reality exposure-based therapy for the treatment of post-traumatic stress disorder: a review of its efficacy, the adequacy of the treatment protocol, and its acceptability (2015). https://doi.org/10.2147/NDT.S89542

  20. Carl, E., et al.: Virtual reality exposure therapy for anxiety and related disorders: a meta-analysis of randomized controlled trials (2018)

    Google Scholar 

  21. Morina, N., Ijntema, H., Meyerbröker, K., Emmelkamp, P.M.G.: Can virtual reality exposure therapy gains be generalized to real-life? A meta-analysis of studies applying behavioral assessments. Behav. Res. Ther. 74, 18–24 (2015). https://doi.org/10.1016/j.brat.2015.08.010

    Article  Google Scholar 

  22. Loucks, L., et al.: You can do that?!: Feasibility of virtual reality exposure therapy in the treatment of PTSD due to military sexual trauma. J. Anxiety Disord. 61, 55–63 (2019). https://doi.org/10.1016/j.janxdis.2018.06.004

    Article  Google Scholar 

  23. Côté, S., Bouchard, S.: Documenting the efficacy of virtual reality exposure with psychophysiological and information processing measures. Appl. Psychophysiol. Biofeedback 30, 217–232 (2005). https://doi.org/10.1007/s10484-005-6379-x

    Article  Google Scholar 

  24. Benbow, A.A., Anderson, P.L.: A meta-analytic examination of attrition in virtual reality exposure therapy for anxiety disorders. J. Anxiety Disord. 61, 18–27 (2019). https://doi.org/10.1016/j.janxdis.2018.06.006

    Article  Google Scholar 

  25. Birckhead, B., et al.: Recommendations for methodology of virtual reality clinical trials in health care by an international working group: iterative study. JMIR Ment. Health 6, e11973 (2018). https://doi.org/10.2196/11973

    Article  Google Scholar 

  26. McCann, R.A., et al.: Virtual reality exposure therapy for the treatment of anxiety disorders: an evaluation of research quality. J. Anxiety Disord. 28, 625–631 (2014). https://doi.org/10.1016/j.janxdis.2014.05.010

    Article  Google Scholar 

  27. Page, S., Coxon, M.: Virtual reality exposure therapy for anxiety disorders: small samples and no controls? Front. Psychol. 7, 1–4 (2016). https://doi.org/10.3389/fpsyg.2016.00326

    Article  Google Scholar 

  28. Meyerbröker, K., Emmelkamp, P.M.G.: Therapeutic processes in virtual reality exposure therapy: the role of cognitions and the therapeutic alliance. J. CyberTher. Rehabil. 1 (2008)

    Google Scholar 

  29. Reger, G.M., et al.: Randomized controlled trial of prolonged exposure using imaginal exposure vs. virtual reality exposure in active stress disorder (PTSD). J. Consult. Clin. Psychol. 84, 946–959 (2016). https://doi.org/10.1037/ccp0000134

    Article  Google Scholar 

  30. Donker, T., et al.: Effectiveness of self-guided app-based virtual reality cognitive behavior therapy for acrophobia. JAMA Psychiatry (2019). https://doi.org/10.1001/jamapsychiatry.2019.0219

    Article  Google Scholar 

  31. Freeman, D., et al.: Automated psychological therapy using immersive virtual reality for treatment of fear of heights: a single-blind, parallel-group, randomised controlled trial. Lancet Psychiatry 5, 625–632 (2018). https://doi.org/10.1016/S2215-0366(18)30226-8

    Article  Google Scholar 

  32. Minns, S., et al.: Immersive 3D exposure-based treatment for spider fear: a randomized controlled trial. J. Anxiety Disord. 61, 37–44 (2019). https://doi.org/10.1016/j.janxdis.2018.12.003

    Article  Google Scholar 

  33. Lindner, P., et al.: Therapist-led and self-led one-session virtual reality exposure therapy for public speaking anxiety with consumer hardware and software: a randomized controlled trial. J. Anxiety Disord. 61, 45–54 (2019). https://doi.org/10.1016/j.janxdis.2018.07.003

    Article  Google Scholar 

  34. Miragall, M., Baños, R.M., Cebolla, A., Botella, C.: Working alliance inventory applied to virtual and augmented reality (WAI-VAR): psychometrics and therapeutic outcomes. Front. Psychol. 6, 1–10 (2015). https://doi.org/10.3389/fpsyg.2015.01531

    Article  Google Scholar 

  35. Ngai, I., Tully, E.C., Anderson, P.L.: The course of the working alliance during virtual reality and exposure group therapy for social anxiety disorder. Behav. Cogn. Psychother. 43, 167–181 (2015). https://doi.org/10.1017/S135246581300088X

    Article  Google Scholar 

  36. Wrzesien, M., Burkhardt, J.M., Botella, C., Alcañiz, M.: Towards a virtual reality- and augmented reality-mediated therapeutic process model: a theoretical revision of clinical issues and HCI issues. 16, 124–153 (2015). https://doi.org/10.1080/1463922X.2014.903307

    Article  Google Scholar 

  37. Wrzesien, M., et al.: How technology influences the therapeutic process: evaluation of the patient-therapist relationship in augmented reality exposure therapy and in vivo exposure therapy. Behav. Cogn. Psychother. 41, 505–509 (2013). https://doi.org/10.1017/S1352465813000088

    Article  Google Scholar 

  38. Anderson, P.L., et al.: Virtual reality exposure therapy for social anxiety disorder: a randomized controlled trial. J. Consult. Clin. Psychol. 81, 751–760 (2013). https://doi.org/10.1037/a0033559

    Article  Google Scholar 

  39. Moldovan, R., David, D.: One session treatment of cognitive and behavioral therapy and virtual reality for social and specific phobias. Preliminary results from a randomized clinical trial. J. Evid.-Based Psychother. 14, 67–83 (2014)

    Google Scholar 

  40. Bouchard, S., et al.: Virtual reality compared with in vivo exposure in the treatment of social anxiety disorder: a three-arm randomised controlled trial. Br. J. Psychiatry. 1–9 (2016). https://doi.org/10.1192/bjp.bp.116.184234

    Article  Google Scholar 

  41. Levy, F., Leboucher, P., Rautureau, G., Komano, O., Millet, B., Jouvent, R.: Fear of falling: efficacy of virtual reality associated with serious games in elderly people. Neuropsychiatr. Dis. Treat. 12, 877–881 (2016). https://doi.org/10.2147/NDT.S97809

    Article  Google Scholar 

  42. Price, M., Anderson, P., Henrich, C.C., Rothbaum, B.O.: Greater expectations: using hierarchical linear modeling to examine expectancy for treatment outcome as a predictor of treatment response. Behav. Ther. 39, 398–405 (2008). https://doi.org/10.1016/j.beth.2007.12.002

    Article  Google Scholar 

  43. Price, M., Anderson, P.L.: Outcome expectancy as a predictor of treatment response in cognitive behavioral therapy for public speaking fears within social anxiety disorder. Psychotherapy 49, 173–179 (2012). https://doi.org/10.1037/a0024734

    Article  Google Scholar 

  44. Price, M., Maples, J.L., Jovanovic, T., Norrholm, S.D., Heekin, M., Rothbaum, B.O.: An investigation of outcome expectancies as a predictor of treatment response for combat veterans with PTSD: comparison of clinician, self-report, and biological measures. Depress. Anxiety 32, 392–399 (2015). https://doi.org/10.1002/da.22354

    Article  Google Scholar 

  45. Norrholm, S.D., et al.: Fear load: The psychophysiological over-expression of fear as an intermediate phenotype associated with trauma reactions. Int. J. Psychophysiol. 98, 270–275 (2014). https://doi.org/10.1016/j.ijpsycho.2014.11.005

    Article  Google Scholar 

  46. Price, M., Mehta, N., Tone, E.B., Anderson, P.L.: Does engagement with exposure yield better outcomes? Components of presence as a predictor of treatment response for virtual reality exposure therapy for social phobia. J. Anxiety Disord. 25, 763–770 (2011). https://doi.org/10.1016/j.janxdis.2011.03.004

    Article  Google Scholar 

  47. Reger, G.M., Smolenski, D., Norr, A., Katz, A., Buck, B., Rothbaum, B.O.: Does virtual reality increase emotional engagement during exposure for PTSD? Subjective distress during prolonged and virtual reality exposure therapy. J. Anxiety Disord. 61, 75–81 (2019). https://doi.org/10.1016/j.janxdis.2018.06.001

    Article  Google Scholar 

  48. Hofmann, S.G., Hayes, S.C.: The future of intervention science: process-based therapy. Clin. Psychol. Sci. 7, 37–50 (2019). https://doi.org/10.1177/2167702618772296

    Article  Google Scholar 

  49. Norr, A.M., et al.: Virtual reality exposure versus prolonged exposure for PTSD: which treatment for whom? Depress. Anxiety (2018). https://doi.org/10.1002/da.22751

    Article  Google Scholar 

  50. Peskin, M., et al.: The relationship between posttraumatic and depressive symptoms during virtual reality exposure therapy with a cognitive enhancer. J. Anxiety Disord. (2019). https://doi.org/10.1016/j.janxdis.2018.03.001

    Article  Google Scholar 

  51. Côté, S., Bouchard, S.: Cognitive mechanisms underlying virtual reality exposure. CyberPsychol. Behav. 12, 121–129 (2009). https://doi.org/10.1089/cpb.2008.0008

    Article  Google Scholar 

  52. Tardif, N., Therrie, C., Bouchard, S.: Re-examining psychological mechanisms underlying virtual reality-based exposure for spider phobia. Cyberpsychol. Behav. Soc. Netw. 22, 39–45 (2019). https://doi.org/10.1089/cyber.2017.0711

    Article  Google Scholar 

  53. Pizzoli, S.F.M., Mazzocco, K., Triberti, S., Monzani, D., Alcañiz Raya, M.L., Pravettoni, G.: User-centered virtual reality for promoting relaxation: an innovative approach. Front. Psychol. 10, 1–8 (2019). https://doi.org/10.3389/fpsyg.2019.00479

    Article  Google Scholar 

  54. Lindner, P., et al.: Creating state of the art, next-generation virtual reality exposure therapies for anxiety disorders using consumer hardware platforms: design considerations and future direction. Cogn. Behav. Ther. (in press). https://doi.org/10.1080/16506073.2017.1280843

    Article  Google Scholar 

  55. Jerdan, S.W., Grindle, M., Van Woerden, H.C., Kamel Boulos, M.N.: Head-mounted virtual reality and mental health: critical review of current research. J. Med. Internet Res. 20, 1–16 (2018). https://doi.org/10.2196/games.9226

    Article  Google Scholar 

  56. Carlbring, P., et al.: Therapist-led and self-led one-session virtual reality exposure therapy for public speaking anxiety with consumer hardware and software: a randomized controlled trial. J. Anxiety Disord. 61, 45–54 (2018). https://doi.org/10.1016/j.janxdis.2018.07.003

    Article  Google Scholar 

  57. Fernández-Álvarez, J., Fernández-Álvarez, H., Castonguay, L.G.: Resumiendo los nuevos esfuerzos para integrar la práctica y la investigación desde la perspectiva de la investigación orientada por la práctica. Rev. Argent. Clin. Psicol. (2018). https://doi.org/10.24205/03276716.2018.1070

  58. Maples-Keller, J.L., et al.: When translational neuroscience fails in the clinic: dexamethasone prior to virtual reality exposure therapy increases drop-out rates. J. Anxiety Disord. 61, 89–97 (2019). https://doi.org/10.1016/j.janxdis.2018.10.006

    Article  Google Scholar 

  59. Repetto, C., Riva, G.: From virtual reality to interreality in the treatment of anxiety disorders. Neuropsychiatry (London) (2011). https://doi.org/10.2217/npy.11.5

    Article  Google Scholar 

  60. Aderka, I.M., Gutner, C.A., Lazarov, A., Hermesh, H., Hofmann, S.G., Marom, S.: Body image in social anxiety disorder, obsessive-compulsive disorder, and panic disorder. Body Image (2014). https://doi.org/10.1016/j.bodyim.2013.09.002

    Article  Google Scholar 

  61. Aymerich-Franch, L., Kizilcec, R.F., Bailenson, J.N.: The relationship between virtual self similarity and social anxiety. Front. Hum. Neurosci. 8, 944 (2014). https://doi.org/10.3389/fnhum.2014.00944

    Article  Google Scholar 

  62. Chalmers, J.A., Quintana, D.S., Abbott, M.J.A., Kemp, A.H.: Anxiety disorders are associated with reduced heart rate variability: a meta-analysis. Front. Psychiatry. 5 (2014). https://doi.org/10.3389/fpsyt.2014.00080

  63. Goessl, V.C., Curtiss, J.E., Hofmann, S.G.: The effect of heart rate variability biofeedback training on stress and anxiety: a meta-analysis. Psychol. Med. 47, 2578–2586 (2017). https://doi.org/10.1017/S0033291717001003

    Article  Google Scholar 

  64. Repetto, C., Gaggioli, A., Pallavicini, F., Cipresso, P., Raspelli, S., Riva, G.: Virtual reality and mobile phones in the treatment of generalized anxiety disorders: a phase-2 clinical trial. Pers. Ubiquitous Comput. (2013). https://doi.org/10.1007/s00779-011-0467-0

    Article  Google Scholar 

  65. Lorenzetti, V., et al.: Emotion regulation using virtual environments and real-time fMRI neurofeedback. Front. Neurol. 9, 390 (2018). https://doi.org/10.3389/FNEUR.2018.00390

    Article  Google Scholar 

  66. Urech, A., Krieger, T., Chesham, A., Mast, F.W., Berger, T.: Virtual reality-based attention bias modification training for social anxiety: a feasibility and proof of concept study. Front. Psychiatry 6, 1–5 (2015). https://doi.org/10.3389/fpsyt.2015.00154

    Article  Google Scholar 

  67. Baños, R.M., Guillen, V., Quero, S., García-Palacios, A., Alcaniz, M., Botella, C.: A virtual reality system for the treatment of stress-related disorders: a preliminary analysis of efficacy compared to a standard cognitive behavioral program. Int. J. Hum Comput Stud. 69, 602–613 (2011). https://doi.org/10.1016/j.ijhcs.2011.06.002

    Article  Google Scholar 

  68. Cipresso, P., Riva, G.: Personality assessment in ecological settings by means of virtual reality. In: The Wiley Handbook of Personality Assessment, pp. 240–248 (2016)

    Chapter  Google Scholar 

  69. Fleming, T.M., et al.: Maximizing the impact of e-therapy and serious gaming: time for a paradigm shift. Front. Psychiatry 7, 65 (2016)

    Article  Google Scholar 

  70. Kazdin, A.E.: Single-case experimental designs. Evaluating interventions in research and clinical practice (2018). https://doi.org/10.1016/j.brat.2018.11.015

    Article  Google Scholar 

  71. Provoost, S., Lau, H.M., Ruwaard, J., Riper, H.: Embodied conversational agents in clinical psychology: a scoping review (2017). https://doi.org/10.2196/jmir.6553

    Article  Google Scholar 

  72. Schueller, S.M., Tomasino, K.N., Mohr, D.C.: Integrating human support into behavioral intervention technologies: the efficiency model of support (2017). https://doi.org/10.1111/cpsp.12173

    Google Scholar 

  73. Bailenson, J.: Protecting nonverbal data tracked in virtual reality. JAMA Pediatr. (2018). https://doi.org/10.1001/jamapediatrics.2018.1909

    Article  Google Scholar 

  74. Schwartzman, D., Segal, R., Drapeau, M.: Perceptions of virtual reality among therapists who do not apply this technology in clinical practice. Psychol. Serv. 9, 310–315 (2012). https://doi.org/10.1037/a0026801

    Article  Google Scholar 

  75. Segal, R., Bhatia, M., Drapeau, M.: Therapists’ perception of benefits and costs of using virtual reality treatments. Cyberpsychol. Behav. Soc. Netw. 14, 29–34 (2010). https://doi.org/10.1089/cyber.2009.0398

    Article  Google Scholar 

  76. Kramer, T.L., Pyne, J.M., Kimbrell, T.A., Savary, P.E., Smith, J.L., Jegley, S.M.: Clinician perceptions of virtual reality to assess and treat returning veterans. Psychiatr. Serv. 61, 1153–1156 (2014). https://doi.org/10.1176/ps.2010.61.11.1153

    Article  Google Scholar 

  77. Lindner, P., Miloff, A., Zetterlund, E., Reuterskiöld, L., Andersson, G., Carlbring, P.: Attitudes toward and familiarity with virtual reality therapy among practicing cognitive behavior therapists: a cross-sectional survey study in the era of consumer VR platforms. Front. Psychol. 10, 1–10 (2019). https://doi.org/10.3389/fpsyg.2019.00176

    Article  Google Scholar 

  78. Norcross, J.C., Hedges, M., Prochaska, J.O.: The face of 2010: a delphi poll on the future of psychotherapy. Prof. Psychol. Res. Pract. (2002). https://doi.org/10.1037/0735-7028.33.3.316

    Article  Google Scholar 

  79. Norcross, J.C., Pfund, R.A., Prochaska, J.O.: Psychotherapy in 2022 : a delphi poll on its future. 44, 363–370 (2013). https://doi.org/10.1037/a0034633

    Article  Google Scholar 

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Acknowledgement

This work was supported by the Marie Skłodowska-Curie Innovative Training Network AffecTech (project ID: 722022) funded by the European Commission H2020.

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Fernández-Alvarez, J., Colombo, D., Botella, C., García-Palacios, A., Riva, G. (2019). Virtual Reality for Anxiety and Stress-Related Disorders: A SWOT Analysis. In: Cipresso, P., Serino, S., Villani, D. (eds) Pervasive Computing Paradigms for Mental Health. MindCare 2019. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 288. Springer, Cham. https://doi.org/10.1007/978-3-030-25872-6_4

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