Abstract
This study investigated objective and subjective cognitive effort as a function of task difficulty in schizophrenia, based on the principles of motivational intensity theory. Thirty individuals with schizophrenia and 30 healthy controls worked on four levels of a working memory task ranging from easy to extremely difficult. We assessed objective effort as cardiovascular activity during task performance and subjective effort via self-report. In addition, we assessed participants’ task performance, negative symptoms, amotivation, depression, and fatigue. Cardiovascular activity during the task increased only in the healthy control group, but not in the schizophrenia group, indicating attenuated objective effort in schizophrenia. However, individuals with schizophrenia reported similar levels of subjective effort as healthy controls. Moreover, we found a negative association between fatigue and cardiovascular activity only in the schizophrenia group. Our results show a dissociation between objective and subjective effort in schizophrenia, which may explain decreased willingness to mobilize cognitive resources in individuals with schizophrenia. Moreover, our results highlight the importance of fatigue in effort in schizophrenia, a variable rarely considered in the current literature.
Similar content being viewed by others
Data Availability
The datasets collected during the current study are available from the corresponding author on reasonable request.
Notes
Because depression and BMI were significantly higher in the schizophrenia group than in the healthy control group and because these two clinical variables could influence objective effort (i.e., cardiovascular activity), we also considered them as covariates in the analyses of SBP reactivity reported the main text.
Depression (BDI-II score) had no significant covariate main or interaction effects (all ps > .18).
By contrast, BMI had a significant covariate main effect, F(1, 57) = 42.42, p < .001, η2p = .43, on cardiovascular reactivity. Moreover, the analysis revealed a Difficulty x Group interaction, F(3.22, 183.61) = 4.09, p = .007, η2p = .06, in absence of Group (p = .95) or Difficulty (p = .70) main effects. Follow-up comparisons found that the SBP baseline values were significantly lower than the four task measures in the healthy control group (ps < .001). By contrast, in the schizophrenia group, no significant differences emerged between the five SBP measures (ps > .85). The addition of the BMI covariate did not change the Difficulty x Group interaction effect or the follow-up comparisons presented in this manuscript.
We also conducted a 4 (Difficulty) × 2 (Group) mixed-model ANOVA of the error rates (i.e., sums of false alarms and omission errors). That analysis only found a Difficulty main effect, F(2.56, 148.26) = 152.51, p < .001, η2p = .72, (others ps > .09). These results do not differ from those found for the sensitivity index.
References
Aaronson, L. S., Teel, C. S., Cassmeyer, V., Neuberger, G. B., Pallikkathayil, L., Pierce, J., ... & Wingate, A. (1999). Defining and measuring fatigue. Image: The Journal of Nursing Scholarship, 31(1), 45–50.
Aleman, A., Hijman, R., de Haan, E. H. F., & Kahn, R. S. (1999). Memory Impairment in Schizophrenia: A Meta-Analysis. American Journal of Psychiatry, 156(9), 1358–1366. https://doi.org/10.1176/ajp.156.9.1358
Andreasen, N. C. (1989). The Scale for the Assessment of Negative Symptoms (SANS): Conceptual and theoretical foundations. The British Journal of Psychiatry, 155(S7), 49–52. https://doi.org/10.1192/S0007125000291496
Baynes, D., Mulholland, C., Cooper, S. J., Montgomery, R. C., MacFlynn, G., Lynch, G., … King, D. J. (2000). Depressive symptoms in stable chronic schizophrenia: Prevalence and relationship to psychopathology and treatment. Schizophrenia Research, 45(1), 47‑56. https://doi.org/10.1016/S0920-9964(99)00205-4
Beck, A. T., Steer, R. A., & Brown, G. K. (1996). Beck depression inventory-II. San Antonio, 78(2), 490–498. https://doi.org/10.1037/t00742-000
Beck, A. T., Himelstein, R., Bredemeier, K., Silverstein, S. M., & Grant, P. (2018). What accounts for poor functioning in people with schizophrenia: A re-evaluation of the contributions of neurocognitive v. attitudinal and motivational factors. Psychological Medicine, 48(16), 2776‑2785. https://doi.org/10.1017/S0033291718000442
Benjamini, Y., & Yekutieli, D. (2001). The control of the false discovery rate in multiple testing under dependency. The Annals of Statistics, 29(4), 1165–1188. https://doi.org/10.1214/aos/1013699998
Bijleveld, E. (2018). The feeling of effort during mental activity. Consciousness and Cognition, 63, 218–227. https://doi.org/10.1016/j.concog.2018.05.013
Brehm, J. W., & Self, E. A. (1989). The intensity of motivation. Annual Review of Psychology, 40, 109–131. https://doi.org/10.1146/annurev.ps.40.020189.000545
Brinkmann, K., & Gendolla, G. H. E. (2007). Dysphoria and mobilization of mental effort: Effects on cardiovascular reactivity. Motivation and Emotion, 31(1), 71. https://doi.org/10.1007/s11031-007-9054-0
Brinkmann, K., & Gendolla, G. H. E. (2008). Does depression interfere with effort mobilization? Effects of dysphoria and task difficulty on cardiovascular response. Journal of Personality and Social Psychology, 94(1), 146–157. https://doi.org/10.1037/0022-3514.94.1.146
Campbell, J. I. D., & Thompson, V. A. (2012). MorePower 6.0 for ANOVA with relational confidence intervals and Bayesian analysis. Behavior Research Methods, 44(4), 1255‑1265. https://doi.org/10.3758/s13428-012-0186-0
Chobanian, A. V., Bakris, G. L., Black, H. R., Cushman, W. C., Green, L. A., Izzo, J. L., … null, null. (2003). Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. Hypertension, 42(6), 1206‑1252. https://doi.org/10.1161/01.HYP.0000107251.49515.c2
Cousineau, D., & O’Brien, F. (2014). Error bars in within-subject designs: A comment on Baguley (2012). Behavior Research Methods, 46(4), 1149–1151. https://doi.org/10.3758/s13428-013-0441-z
Culbreth, A., Westbrook, A., & Barch, D. (2016). Negative symptoms are associated with an increased subjective cost of cognitive effort. Journal of Abnormal Psychology, 125(4), 528–536. https://doi.org/10.1037/abn0000153
Culbreth, A. J., Moran, E. K., & Barch, D. M. (2018). Effort-based decision-making in schizophrenia. Current Opinion in Behavioral Sciences, 22, 1–6. https://doi.org/10.1016/j.cobeha.2017.12.003
Culbreth, A. J., Moran, E. K., Kandala, S., Westbrook, A., & Barch, D. M. (2020). Effort, avolition, and motivational experience in schizophrenia: Analysis of behavioral and neuroimaging data with relationships to daily motivational experience. Clinical Psychological Science, 8(3), 555–568. https://doi.org/10.1177/2167702620901558
Damme, K. S. F., Sloan, R. P., Bartels, M. N., Ozsan, A., Ospina, L. H., Kimhy, D., & Mittal, V. A. (2021). Psychosis risk individuals show poor fitness and discrepancies with objective and subjective measures. Scientific Reports, 11(1), 9851. https://doi.org/10.1038/s41598-021-89301-5
Fervaha, G., Graff-Guerrero, A., Zakzanis, K. K., Foussias, G., Agid, O., & Remington, G. (2013). Incentive motivation deficits in schizophrenia reflect effort computation impairments during cost-benefit decision-making. Journal of Psychiatric Research, 47(11), 1590–1596. https://doi.org/10.1016/j.jpsychires.2013.08.003
Fervaha, G., Duncan, M., Foussias, G., Agid, O., Faulkner, G. E., & Remington, G. (2015). Effort-based decision making as an objective paradigm for the assessment of motivational deficits in schizophrenia. Schizophrenia Research, 168(1), 483–490. https://doi.org/10.1016/j.schres.2015.07.023
Field, A. (2013). Discovering statistics using IBM SPSS statistics. sage.
Fienberg, S. E. (2007). The Analysis of Cross-Classified Categorical Data. Springer Science & Business Media.
Fisk, J. D., Ritvo, P. G., Ross, L., Haase, D. A., Marrie, T. J., & Schlech, W. F. (1994). Measuring the functional impact of fatigue: Initial validation of the fatigue impact scale. Clinical Infectious Diseases, 18(Suppl 1), S79-83. https://doi.org/10.1093/clinids/18.supplement_1.s79
Franzen, J., & Brinkmann, K. (2015). Blunted cardiovascular reactivity in dysphoria during reward and punishment anticipation. International Journal of Psychophysiology, 95(3), 270–277. https://doi.org/10.1016/j.ijpsycho.2014.11.007
Franzen, J., Brinkmann, K., Gendolla, G. H. E., & Sentissi, O. (2019). Major depression impairs incentive processing: Evidence from the heart and the face. Psychological Medicine, 49(6), 922–930. https://doi.org/10.1017/S0033291718001526
Gendolla, G. H. E. (2000). On the impact of mood on behavior: An integrative theory and a review. Review of General Psychology, 4(4), 378–408. https://doi.org/10.1037/1089-2680.4.4.378
Gendolla, G. H., Abele, A. E., & Krüsken, J. (2001). The informational impact of mood on effort mobilization: A study of cardiovascular and electrodermal responses. Emotion, 1(1), 12. https://doi.org/10.1037/1528-3542.1.1.12
Gendolla, G. H. E., Wright, R. A., & Richter, M. (2012). Effort intensity: Some insights from the cardiovascular system. In R. M. Ryan (Ed.), The Oxford Handbook of Human Motivation (p. 420‑438). Oxford University Press. https://doi.org/10.1093/oxfordhb/9780195399820.013.0024
Gendolla, G. H. E., Wright, R. A., & Richter, M. (2019). Advancing issues in motivation intensity research: Updated insights from the cardiovascular system. In R. M. Ryan (Ed.), The Oxford Handbook of Human Motivation (2nd.ed). (p. 373–392). Oxford University Press.
Gold, J. M., Strauss, G. P., Waltz, J. A., Robinson, B. M., Brown, J. K., & Frank, M. J. (2013). Negative symptoms of schizophrenia are associated with abnormal effort-cost computations. Biological Psychiatry, 74(2), 130–136. https://doi.org/10.1016/j.biopsych.2012.12.022
Granholm, E., Verney, S. P., Perivoliotis, D., & Miura, T. (2007). Effortful cognitive resource allocation and negative symptom severity in chronic schizophrenia. Schizophrenia Bulletin, 33(3), 831–842. https://doi.org/10.1093/schbul/sbl040
Granholm, E., Ruiz, I., Gallegos-Rodriguez, Y., Holden, J., & Link, P. C. (2016). Pupillary responses as a biomarker of diminished effort associated with defeatist attitudes and negative symptoms in schizophrenia. Biological Psychiatry, 80(8), 581–588. https://doi.org/10.1016/j.biopsych.2015.08.037
Grant, P. M., Best, M. W., & Beck, A. T. (2019). The meaning of group differences in cognitive test performance. World Psychiatry, 18(2), 163–164. https://doi.org/10.1002/wps.20645
Green, D. M., & Swets, J. A. (1966). Signal Detection Theory and Psychophysics (p. xi, 455). Oxford, England: John Wiley.
Kay, S. R., Fiszbein, A., & Opler, L. A. (1987). The positive and negative syndrome scale (PANSS) for schizophrenia. Schizophrenia Bulletin, 13(2), 261–276. https://doi.org/10.1093/schbul/13.2.261
Knoop, H., van der Meer, J. W. M., & Bleijenberg, G. (2008). Guided self-instructions for people with chronic fatigue syndrome: Randomised controlled trial. The British Journal of Psychiatry, 193(4), 340–341. https://doi.org/10.1192/bjp.bp.108.051292
Kreis, I., Moritz, S., & Pfuhl, G. (2020). Objective versus subjective effort in schizophrenia. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.01469
Kring, A. M., Gur, R. E., Blanchard, J. J., Horan, W. P., & Reise, S. P. (2013). The Clinical Assessment Interview for Negative Symptoms (CAINS): Final development and validation. The American Journal of Psychiatry, 170(2), 165–172. https://doi.org/10.1176/appi.ajp.2012.12010109
Leucht, S., Samara, M., Heres, S., Patel, M. X., Furukawa, T., Cipriani, A., … Davis, J. M. (2015). Dose equivalents for second-generation antipsychotic drugs : The classical mean dose method. Schizophrenia Bulletin, 41(6), 1397-1402. https://doi.org/10.1093/schbul/sbv037
Levick, J. R. (2003). An Introduction to Cardiovascular Physiology. London; New York: Arnold; Distributed in the United States of America by Oxford University Press.
Llabre, M. M., Spitzer, S. B., Saab, P. G., Ironson, G. H., & Schneiderman, N. (1991). The reliability and specificity of delta versus residualized change as measures of cardiovascular reactivity to behavioral challenges. Psychophysiology, 28(6), 701–711. https://doi.org/10.1111/j.1469-8986.1991.tb01017.x
Matthews, G., Jones, D. M., & Chamberlain, A. G. (1990). Refining the measurement of mood : The UWIST Mood Adjective Checklist. British Journal of Psychology, 81(1), 17–42. https://doi.org/10.1111/j.2044-8295.1990.tb02343.x
McGovern, J. E., Reddy, L. F., Reavis, E. A., & Green, M. F. (2020). Pupillary change on a cognitive effort task in schizophrenia : Associations with cognition and motivation. International Journal of Psychophysiology, 155, 1–7. https://doi.org/10.1016/j.ijpsycho.2020.05.003
Moritz, S., Klein, J. P., Desler, T., Lill, H., Gallinat, J., & Schneider, B. C. (2017). Neurocognitive deficits in schizophrenia. Are we making mountains out of molehills? Psychological Medicine, 47(15), 2602‑2612. https://doi.org/10.1017/S0033291717000939
Obrist, P. A. (1981). Cardiovascular Psychophysiology : A Perspective. Springer US. https://doi.org/10.1007/978-1-4684-8491-5
Papillo, J. F., & Shapiro, D. (1990). The cardiovascular system. Principles of Psychophysiology: Physical, Social, and Inferential Elements (pp. 456–512). Cambridge University Press.
Raffard, S., Lebrun, C., Bayard, S., Macgregor, A., & Capdevielle, D. (2020). Self-awareness deficits of cognitive impairment in individuals with schizophrenia Really? Frontiers in Psychiatry, 11, 731. https://doi.org/10.3389/fpsyt.2020.00731
Raffard, S., Rainteau, N., Bayard, S., Laraki, Y., Norton, J., & Capdevielle, D. (2020b). Assessment of the efficacy of a fatigue management therapy in schizophrenia: Study protocol for a randomized, controlled multi-centered study (ENERGY). Trials, 21(1), 797. https://doi.org/10.1186/s13063-020-04606-6
Reddy, L. F., Horan, W. P., Barch, D. M., Buchanan, R. W., Gold, J. M., Marder, S. R., … Green, M. F. (2018a). Understanding the association between negative symptoms and performance on effort-based decision-making tasks: The importance of defeatist performance beliefs. Schizophrenia Bulletin, 44(6), 1217‑1226. https://doi.org/10.1093/schbul/sbx156
Reddy, L. F., Reavis, E. A., Wynn, J. K., & Green, M. F. (2018b). Pupillary responses to a cognitive effort task in schizophrenia. Schizophrenia Research, 199, 53–57. https://doi.org/10.1016/j.schres.2018.03.005
Richter, M., Friedrich, A., & Gendolla, G. H. (2008). Task difficulty effects on cardiac activity. Psychophysiology, 45(5), 869–875. https://doi.org/10.1111/j.1469-8986.2008.00688.x
Richter, M., Gendolla, G. H. E., & Wright, R. A. (2016). Three decades of research on motivational intensity theory: What we have learned about effort and what we still don’t know. Advances in Motivation Science, 3, 149–186. https://doi.org/10.1016/bs.adms.2016.02.001
Sheehan, D. (2016). The MINI international neuropsychiatric interview (Version 7.0.2) for DSM-5.
Silvia, P. J., Nusbaum, E. C., Eddington, K. M., Beaty, R. E., & Kwapil, T. R. (2014). Effort deficits and depression: The influence of anhedonic depressive symptoms on cardiac autonomic activity during a mental challenge. Motivation and Emotion, 38(6), 779–789. https://doi.org/10.1007/s11031-014-9443-0
Silvia, P. J., Mironovová, Z., McHone, A. N., Sperry, S. H., Harper, K. L., Kwapil, T. R., & Eddington, K. M. (2016). Do depressive symptoms “blunt” effort? An analysis of cardiac engagement and withdrawal for an increasingly difficult task. Biological Psychology, 118, 52–60. https://doi.org/10.1016/j.biopsycho.2016.04.068
Strauss, G. P., & Gold, J. M. (2016). A psychometric comparison of the clinical assessment interview for negative symptoms and the brief negative symptom scale. Schizophrenia Bulletin, 42(6), 1384–1394. https://doi.org/10.1093/schbul/sbw046
Strauss, G. P., Keller, W. R., Buchanan, R. W., Gold, J. M., Fischer, B. A., McMahon, R. P., … Kirkpatrick, B. (2012). Next-generation negative symptom assessment for clinical trials: Validation of the Brief Negative Symptom Scale. Schizophrenia Research, 142(1), 88‑92. https://doi.org/10.1016/j.schres.2012.10.012
Strauss, G. P., Whearty, K. M., Morra, L. F., Sullivan, S. K., Ossenfort, K. L., & Frost, K. H. (2016). Avolition in schizophrenia is associated with reduced willingness to expend effort for reward on a Progressive Ratio task. Schizophrenia Research, 170(1), 198–204. https://doi.org/10.1016/j.schres.2015.12.006
Strauss, G. P., Waltz, J. A., & Gold, J. M. (2014). A review of reward processing and motivational impairment in schizophrenia. Schizophrenia Bulletin, 40(Suppl_2), S107‑S116. https://doi.org/10.1093/schbul/sbt197
van den Bosch, R. J., & Rombouts, R. P. (1997). Coping and cognition in schizophrenia and depression. Comprehensive Psychiatry, 38(6), 341–344. https://doi.org/10.1016/s0010-440x(97)90930-5
Waters, F., Naik, N., & Rock, D. (2013). Sleep, fatigue, and functional health in psychotic patients. Schizophrenia Research and Treatment, 2013. https://doi.org/10.1155/2013/425826
Wechsler, D. (2008). Wechsler Adult Intelligence Scale-Fourth Edition (WAIS–IV). NCS Pearson, 22, 498.
Weston, R., & Gore, P. A. (2006). A brief guide to structural equation modeling. The Counseling Psychologist, 34(5), 719–751. https://doi.org/10.1177/0011000006286345
Wolf, D. H., Satterthwaite, T. D., Kantrowitz, J. J., Katchmar, N., Vandekar, L., Elliott, M. A., & Ruparel, K. (2014). Amotivation in schizophrenia: Integrated assessment with behavioral, clinical, and imaging measures. Schizophrenia Bulletin, 40(6), 1328–1337. https://doi.org/10.1093/schbul/sbu026
Wright, R. A. (1996). Brehm’s theory of motivation as a model of effort and cardiovascular response. The psychology of action: Linking cognition and motivation to behavior (pp. 424–453). Guilford Press.
Wright, R. A. (2014). Presidential address 2013: Fatigue influence on effort—considering implications for self-regulatory restraint. Motivation and Emotion, 38(2), 183–195. https://doi.org/10.1007/s11031-014-9406-5
Wright, R., & Kirby, L. (2001). Effort determination of cardiovascular response: An integrative analysis with applications in social psychology. Advances in Experimental Social Psychology, 33, 255–307.
Wright, R. A., & Stewart, C. C. (2012). Multifaceted effects of fatigue on effort and associated cardiovascular responses. In How motivation affects cardiovascular response: Mechanisms and applications (p. 199–218). Washington, DC, US: American Psychological Association. https://doi.org/10.1037/13090-010
Acknowledgements
We wish to thank the participants who volunteered for this research, Aline Deat for her help in the recruitment process.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of Interest
All authors declare that they have no conflicts of interest.
Ethical Approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.
Informed Consent
Informed consent was obtained from all individual participants included in the study.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Décombe, A., Brinkmann, K., Merenciano, M. et al. Cognitive effort in Schizophrenia: Dissimilar effects on cardiovascular activity and subjective effort. Curr Psychol 42, 20737–20747 (2023). https://doi.org/10.1007/s12144-022-03145-4
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12144-022-03145-4