Skip to main content
Top
Published in: BMC Psychiatry 1/2021

Open Access 01-12-2021 | Research

G-estimation of causal pathways in vocational rehabilitation for adults with psychotic disorders – a secondary analysis of a randomized trial

Authors: Ole Klungsøyr, June Ullevoldsæter Lystad, Helen Bull, Stig Evensen, Torill Ueland, Erik Falkum

Published in: BMC Psychiatry | Issue 1/2021

Login to get access

Abstract

Background

Vocational rehabilitation (VR) has increasingly become an important intervention targeting poor occupational functioning in schizophrenia. The Norwegian Job Management Program (JUMP), sought to enhance occupational outcomes by augmenting VR with either cognitive behavioral therapy (CBT) techniques aiming to improve psychotic symptoms or cognitive remediation (CR) aiming to improve cognition. CBT is standard treatment in schizophrenia, but recent meta-analyses question the effect of CBT on negative psychotic symptoms. It is of interest to study the causal role of psychotic symptoms and cognitive functioning on occupational functioning.

Methods

Data from the JUMP VR – program, was reanalyzed with a causal inference method to assess the causal effects of reduced symptoms / improved neurocognitive functioning on occupational functioning measured by number of working hours per week. Participants (N = 131) had been randomized to either VR + CBT (N = 68) or VR + CR (N = 63). Large improvements in number of working hours were demonstrated in both intervention groups (nonsignificant group difference). G-estimation was used to assess the strength and nature of the causal effects, adjusted for time-varying confounding and selection – bias from loss to follow-up.

Results

Significant causal effects of reduction in each of four dimensions of symptoms and improved neurocognition respectively, on number of working hours were found (separate models). The effect of negative symptoms was the strongest and increased in magnitude during the whole observation period, while the effect of two other symptoms and neurocognition was constant. Adjusted for confounding (including potential feedback), the causal effect of a hypothetical change in negative symptoms equal to the average improvement in the CBT group corresponded to an increase in working hours of 3.2 h per week (95% CI: 1.11, 5.35).

Conclusion

High performance of g-estimation in a small psychiatric data set with few repeated measures and time-varying confounding and effects, was demonstrated.
Augmented vocational rehabilitation showed causal effects of intervention targets with the strongest and increasing effect from negative symptoms on number of working hours.
Combination of therapy and activation (indirect and direct approach) might explain improvement in both cognition and negative symptoms, and shed some light on effective ingredients for improved treatment of negative symptoms.
Appendix
Available only for authorised users
Literature
7.
go back to reference Jones C, Hacker D, Meaden A, Cormac I, Irving CB, Xia J, et al. Cognitive behavioural therapy plus standard care versus standard care plus other psychosocial treatments for people with schizophrenia (review). Cochrane Database Syst Rev. 2018;2018 (11): CD008712. Jones C, Hacker D, Meaden A, Cormac I, Irving CB, Xia J, et al. Cognitive behavioural therapy plus standard care versus standard care plus other psychosocial treatments for people with schizophrenia (review). Cochrane Database Syst Rev. 2018;2018 (11): CD008712.
13.
go back to reference Falkum E, Klungsøyr O, Ullevålseter Lystad J, Bull HC, Evensen S, Martinsen E, et al. Vocational rehabilitation for adults with psychotic disorders in a Scandinavian welfare society. BMC Psychiatry. 2017;17(24). Falkum E, Klungsøyr O, Ullevålseter Lystad J, Bull HC, Evensen S, Martinsen E, et al. Vocational rehabilitation for adults with psychotic disorders in a Scandinavian welfare society. BMC Psychiatry. 2017;17(24).
15.
go back to reference Lystad JU. Neurocognition, cognitive remediation and functional outcome in schizophrenia Spectrum disorders. Oslo: Doctoral Thesis; 2016. Lystad JU. Neurocognition, cognitive remediation and functional outcome in schizophrenia Spectrum disorders. Oslo: Doctoral Thesis; 2016.
16.
go back to reference Bull H. Apathy, vocational rehabilitation and functional outcome in persons with schizophrenia Spectrum disorders. Oslo: Doctoral Thesis; 2017. Bull H. Apathy, vocational rehabilitation and functional outcome in persons with schizophrenia Spectrum disorders. Oslo: Doctoral Thesis; 2017.
17.
go back to reference Evensen S. Vocational rehabilitation for individuals with schizophrenia: the societal case. Oslo: Doctoral Thesis; 2017. Evensen S. Vocational rehabilitation for individuals with schizophrenia: the societal case. Oslo: Doctoral Thesis; 2017.
22.
go back to reference Robins JM. Statistical models in epidemiology: The environment and clinical trials. In: Marginal Structural Models Versus Structural Nested Models as Tools for Causal Inference. New York: Springer-Verlag; 2000. Robins JM. Statistical models in epidemiology: The environment and clinical trials. In: Marginal Structural Models Versus Structural Nested Models as Tools for Causal Inference. New York: Springer-Verlag; 2000.
23.
go back to reference Robins JM, Hernan MA, Brumback B. Marginal structural models and causal inference in epidemiology. Epidemiology. 2000;11:550–60.CrossRef Robins JM, Hernan MA, Brumback B. Marginal structural models and causal inference in epidemiology. Epidemiology. 2000;11:550–60.CrossRef
26.
go back to reference Klungsøyr O, Antonsen BT, Wilberg T. Contours of a causal feedback mechanism between adaptive personality and psychosocial function in patients with personality disorders: a secondary analysis from a randomized clinical trial. BMC Psychiatry. 2017;17(210). Klungsøyr O, Antonsen BT, Wilberg T. Contours of a causal feedback mechanism between adaptive personality and psychosocial function in patients with personality disorders: a secondary analysis from a randomized clinical trial. BMC Psychiatry. 2017;17(210).
27.
go back to reference Robins JM. Causal inference from complex longitudinal data. In: Latent Variable Modeling and Applications to Causality. New York: Springer-Verlag; 1997. Robins JM. Causal inference from complex longitudinal data. In: Latent Variable Modeling and Applications to Causality. New York: Springer-Verlag; 1997.
28.
go back to reference Vansteelandt S, Sjolander A. Revisiting g-estimation of the effect of a time-varying exposure subject to time-varying confounding. Epidemiologic Methods. 2016;5(1):37–56.CrossRef Vansteelandt S, Sjolander A. Revisiting g-estimation of the effect of a time-varying exposure subject to time-varying confounding. Epidemiologic Methods. 2016;5(1):37–56.CrossRef
30.
go back to reference Vansteelandt S, Joffe M. Structural nested models and G-estimation: the partially realized promise. Stat Sci. 2014;29(4):707–31.CrossRef Vansteelandt S, Joffe M. Structural nested models and G-estimation: the partially realized promise. Stat Sci. 2014;29(4):707–31.CrossRef
31.
go back to reference Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, 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. J Clin Psychiatry. 1998;59:22–33 (quiz 34-57).PubMed Sheehan DV, Lecrubier Y, Sheehan KH, Amorim P, Janavs J, Weiller E, 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. J Clin Psychiatry. 1998;59:22–33 (quiz 34-57).PubMed
35.
go back to reference Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw. 2010;33(1):1–22.CrossRef Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Softw. 2010;33(1):1–22.CrossRef
37.
go back to reference Sv B. Groothuis-Oudshoorn K: mice: multivariate imputation by chained equations in R. J Stat Softw. 2011;45(3):1–67. Sv B. Groothuis-Oudshoorn K: mice: multivariate imputation by chained equations in R. J Stat Softw. 2011;45(3):1–67.
42.
go back to reference Evensen S, Wisløff T, Lystad JU, Bull H, Martinsen EW, Ueland T, et al. Exploring the potential cost-effectiveness of a vocational rehabilitation program for individuals with schizophrenia in a highincome welfare society. BMC Psychiatry. 2019;19(140):1–10. Evensen S, Wisløff T, Lystad JU, Bull H, Martinsen EW, Ueland T, et al. Exploring the potential cost-effectiveness of a vocational rehabilitation program for individuals with schizophrenia in a highincome welfare society. BMC Psychiatry. 2019;19(140):1–10.
44.
go back to reference Vanderweele TJ. EXPLANATION IN CAUSAL INFERENCE, methods for mediation and interaction. New York: Oxford University Press; 2015. Vanderweele TJ. EXPLANATION IN CAUSAL INFERENCE, methods for mediation and interaction. New York: Oxford University Press; 2015.
46.
go back to reference Batinic B. Cognitive models of positive and negative symptoms of schizophrenia and implications for treatment. Psychiatr Danub. 2019;31(Suppl 2):181–4.PubMed Batinic B. Cognitive models of positive and negative symptoms of schizophrenia and implications for treatment. Psychiatr Danub. 2019;31(Suppl 2):181–4.PubMed
50.
go back to reference Tibshirani R. Regression shrinkage and selection via the lasso. J R Stat Soc B. 1996;58:267–88. Tibshirani R. Regression shrinkage and selection via the lasso. J R Stat Soc B. 1996;58:267–88.
51.
go back to reference Hastie T, Tibshirani R, Friedman J. The elements of statistical learning, data mining, inference, and prediction. New York: Springer-Verlag New York; 2001. Hastie T, Tibshirani R, Friedman J. The elements of statistical learning, data mining, inference, and prediction. New York: Springer-Verlag New York; 2001.
Metadata
Title
G-estimation of causal pathways in vocational rehabilitation for adults with psychotic disorders – a secondary analysis of a randomized trial
Authors
Ole Klungsøyr
June Ullevoldsæter Lystad
Helen Bull
Stig Evensen
Torill Ueland
Erik Falkum
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Psychiatry / Issue 1/2021
Electronic ISSN: 1471-244X
DOI
https://doi.org/10.1186/s12888-021-03349-1

Other articles of this Issue 1/2021

BMC Psychiatry 1/2021 Go to the issue