Trajectories of Emotion Recognition Training in Virtual Reality and Predictors of Improvement for People with a Psychotic Disorder

Meta-analyses have found that social cognition training (SCT) has large effects on the emotion recognition ability of people with a psychotic disorder. Virtual reality (VR) could be a promising tool for delivering SCT. Presently, it is unknown how improvements in emotion recognition develop during (VR-)SCT, which factors impact improvement, and how improvements in VR relate to improvement outside VR. Data were extracted from task logs from a pilot study and randomized controlled trials on VR-SCT (n = 55). Using mixed-effects generalized linear models, we examined the: (a) effect of treatment session (1–5) on VR accuracy and VR response time for correct answers; (b) main effects and moderation of participant and treatment characteristics on VR accuracy; and (c) the association between baseline performance on the Ekman 60 Faces task and accuracy in VR, and the interaction of Ekman 60 Faces change scores (i.e., post-treatment − baseline) with treatment session. Accounting for the task difficulty level and the type of presented emotion, participants became more accurate at the VR task (b = 0.20, p < 0.001) and faster (b = −0.10, p < 0.001) at providing correct answers as treatment sessions progressed. Overall emotion recognition accuracy in VR decreased with age (b = −0.34, p = 0.009); however, no significant interactions between any of the moderator variables and treatment session were found. An association between baseline Ekman 60 Faces and VR accuracy was found (b = 0.04, p = 0.006), but no significant interaction between difference scores and treatment session. Emotion recognition accuracy improved during VR-SCT, but improvements in VR may not generalize to non-VR tasks and daily life.

[1]  W. Veling,et al.  Dynamic Interactive Social Cognition Training in Virtual Reality (DiSCoVR) versus Virtual Reality Relaxation (VRelax) for People With a Psychotic Disorder: A Single-Blind Multicenter Randomized Controlled Trial , 2022, Schizophrenia bulletin.

[2]  Kee-Hong Choi,et al.  A meta-analysis of the effects of social-cognitive training in schizophrenia: The role of treatment characteristics and study quality. , 2021, The British journal of clinical psychology.

[3]  W. Veling,et al.  Virtual reality facial emotion recognition in social environments: An eye-tracking study , 2021, Internet interventions.

[4]  S. Potvin,et al.  One-year randomized trial comparing virtual reality-assisted therapy to cognitive–behavioral therapy for patients with treatment-resistant schizophrenia , 2021, npj Schizophrenia.

[5]  M. aan het Rot,et al.  Dynamic Interactive Social Cognition Training in Virtual Reality (DiSCoVR) for People With a Psychotic Disorder: Single-Group Feasibility and Acceptability Study , 2020, JMIR mental health.

[6]  Kohske Takahashi,et al.  Create Elegant Data Visualisations Using the Grammar of Graphics [R package ggplot2 version 3.3.2] , 2020 .

[7]  J. Douglas,et al.  A novel combined visual scanning and verbal cuing intervention improves facial affect recognition after chronic severe traumatic brain injury: A single case design , 2020, Neuropsychological rehabilitation.

[8]  W. Veling,et al.  Social Cognition Training for People With a Psychotic Disorder: A Network Meta-analysis , 2020, Schizophrenia bulletin.

[9]  W. Veling,et al.  Dynamic Interactive Social Cognition Training in Virtual Reality (DiSCoVR) for social cognition and social functioning in people with a psychotic disorder: study protocol for a multicenter randomized controlled trial , 2019, BMC Psychiatry.

[10]  L. Fasotti,et al.  Social cognition and emotion regulation: a multifaceted treatment (T-ScEmo) for patients with traumatic brain injury , 2019, Clinical rehabilitation.

[11]  R. Emsley,et al.  AVATAR therapy for auditory verbal hallucinations in people with psychosis: a single-blind, randomised controlled trial , 2018, The lancet. Psychiatry.

[12]  Per B. Brockhoff,et al.  lmerTest Package: Tests in Linear Mixed Effects Models , 2017 .

[13]  L. Valmaggia The use of virtual reality in psychosis research and treatment , 2017, World psychiatry : official journal of the World Psychiatric Association.

[14]  T. Wykes,et al.  The nuts and bolts of Cognitive Remediation: Exploring how different training components relate to cognitive and functional gains , 2017, Schizophrenia Research.

[15]  P. Garety,et al.  Virtual reality in the assessment and treatment of psychosis: a systematic review of its utility, acceptability and effectiveness , 2017, Psychological Medicine.

[16]  P. Hutton,et al.  The feasibility and clinical benefits of improving facial affect recognition impairments in schizophrenia: Systematic review and meta-analysis , 2017, Schizophrenia Research.

[17]  G. Dunn,et al.  Virtual reality in the treatment of persecutory delusions: randomised controlled experimental study testing how to reduce delusional conviction , 2016, British Journal of Psychiatry.

[18]  N. Franck,et al.  Improving Social Cognition in People with Schizophrenia with RC2S: Two Single-Case Studies , 2016, Front. Psychiatry.

[19]  D. Penn,et al.  Comprehensive treatments for social cognitive deficits in schizophrenia: A critical review and effect-size analysis of controlled studies. , 2016, Clinical psychology review.

[20]  Patrice Renaud,et al.  Virtual Faces Expressing Emotions: An Initial Concomitant and Construct Validity Study , 2014, Front. Hum. Neurosci..

[21]  D. Bates,et al.  Fitting Linear Mixed-Effects Models Using lme4 , 2014, 1406.5823.

[22]  Mar Rus-Calafell,et al.  A virtual reality-integrated program for improving social skills in patients with schizophrenia: a pilot study. , 2014, Journal of behavior therapy and experimental psychiatry.

[23]  D. Penn,et al.  Deficits in domains of social cognition in schizophrenia: a meta-analysis of the empirical evidence. , 2013, Schizophrenia bulletin.

[24]  D. Man,et al.  A virtual reality-based vocational training system (VRVTS) for people with schizophrenia in vocational rehabilitation , 2013, Schizophrenia Research.

[25]  M. Kurtz,et al.  Social cognitive training for schizophrenia: a meta-analytic investigation of controlled research. , 2012, Schizophrenia bulletin.

[26]  Ruben C. Gur,et al.  A meta-analysis of emotion perception and functional outcomes in schizophrenia , 2012, Schizophrenia Research.

[27]  Sun I. Kim,et al.  A virtual reality application in role-plays of social skills training for schizophrenia: A randomized, controlled trial , 2011, Psychiatry Research.

[28]  J. Os,et al.  The relationship between neurocognition and social cognition with functional outcomes in schizophrenia: A meta-analysis , 2011, Neuroscience & Biobehavioral Reviews.

[29]  Klaus Mathiak,et al.  Recognition Profile of Emotions in Natural and Virtual Faces , 2008, PloS one.

[30]  David L. Roberts,et al.  The functional significance of social cognition in schizophrenia: a review. , 2006, Schizophrenia bulletin.

[31]  R. Gur,et al.  Differences in facial expressions of four universal emotions , 2004, Psychiatry Research.

[32]  M. Bell,et al.  Affect recognition in schizophrenia: a function of global impairment or a specific cognitive deficit , 1997, Psychiatry Research.

[33]  Olivia J. Kirtley,et al.  Improving ecological validity in research on social cognition , 2019, Social Cognition in Psychosis.

[34]  Katherine B. Martin,et al.  Facial Action Coding System , 2015 .

[35]  D. Roberts,et al.  Development and Preliminary Evaluation of a Social Cognition Intervention for Outpatients with Schizophrenia Spectrum Disorders , 2007 .

[36]  David I. Perrett,et al.  Facial expressions of emotion: Stimuli and tests (FEEST) , 2002 .

[37]  D. Sheehan,et al.  The Mini-International Neuropsychiatric Interview (M.I.N.I.): the development and validation of a structured diagnostic psychiatric interview for DSM-IV and ICD-10. , 1998, The Journal of clinical psychiatry.

[38]  R. Reitan Trail Making Test: Manual for Administration and Scoring , 1992 .

[39]  S. Kay,et al.  The positive and negative syndrome scale (PANSS) for schizophrenia. , 1987, Schizophrenia bulletin.