Acute stress amplifies experienced and anticipated regret in counterfactual decision-making

References

• Barr, D. J., Levy, R., Scheepers, C., & Tily, H. J. (2013). Random effects structure for confirmatory hypothesis testing: Keep it maximal. Journal of Memory and Language, 68(3), 255–278. https://doi.org/10.1016/j.jml.2012.11.001
   Web of Science ®Google Scholar
• Barratt, E. S., Monahan, J., & Steadman, H. J. (1994). Impulsiveness and aggression. Violence and Mental Disorder: Developments in Risk Assess, 10, 61–79.
   Google Scholar
• Baskin-Sommers, A., Stuppy-Sullivan, A. M., & Buckholtz, J. W. (2016). Psychopathic individuals exhibit but do not avoid regret during counterfactual decision making. Proceedings of the National Academy of Sciences of the United States of America, 113(50), 14438–14443. https://doi.org/10.1073/pnas.1609985113
   PubMed Web of Science ®Google Scholar
• Bates, D., Maechler, M., & Bolker, B. (2012). lme4: Linear mixed-effects models using S4 classes.
   Google Scholar
• Bishop, S. J., & Gagne, C. (2018). Anxiety, depression, and decision making: A computational perspective. Annual Review of Neuroscience, 41, 371–388. https://doi.org/10.1146/annurev-neuro-080317-062007
   PubMed Web of Science ®Google Scholar
• Camille, N., Coricelli, G., Sallet, J., Pradat-Diehl, P., Duhamel, J.-R., & Sirigu, A. (2004). The involvement of the orbitofrontal cortex in the experience of regret. Science, 304(5674), 1167–1170. https://doi.org/10.1126/science.1094550
   PubMed Web of Science ®Google Scholar
• Charpentier, C. J., Aylward, J., Roiser, J. P., & Robinson, O. J. (2017). Enhanced risk aversion, but not loss aversion, in unmedicated pathological anxiety. Biological Psychiatry, 81(12), 1014–1022. https://doi.org/10.1016/j.biopsych.2016.12.010
   PubMed Web of Science ®Google Scholar
• Charpentier, C. J., De Martino, B., Sim, A. L., Sharot, T., & Roiser, J. P. (2016). Emotion-induced loss aversion and striatal-amygdala coupling in low-anxious individuals. Social Cognitive and Affective Neuroscience, 11(4), 569–579. https://doi.org/10.1093/scan/nsv139
   PubMed Web of Science ®Google Scholar
• Connor, K. M., & Davidson, J. R. T. (2003). Development of a new resilience scale: The Connor-Davidson Resilience Scale (CD-RISC). Depression and Anxiety, 18(2), 76–82. ). https://doi.org/10.1002/da.10113
   PubMed Web of Science ®Google Scholar
• Coricelli, G., Critchley, H. D., Joffily, M., O’Doherty, J. P., Sirigu, A., & Dolan, R. J. (2005). Regret and its avoidance: A neuroimaging study of choice behavior. Nature Neuroscience, 8(9), 1255–1262. https://doi.org/10.1038/nn1514
   PubMed Web of Science ®Google Scholar
• Coricelli, G., Dolan, R. J., & Sirigu, A. (2007). Brain, emotion and decision making: The paradigmatic example of regret. Trends in Cognitive Sciences, 11(6), 258–265. https://doi.org/10.1016/j.tics.2007.04.003
   PubMed Web of Science ®Google Scholar
• Dickerson, S. S., & Kemeny, M. E. (2004). Acute stressors and cortisol responses: A theoretical integration and synthesis of laboratory research. Psychological Bulletin, 130(3), 355–391. https://doi.org/10.1037/0033-2909.130.3.355
   PubMed Web of Science ®Google Scholar
• Diller, J. W., Patros, C. H. G., & Prentice, P. R. (2011). Temporal discounting and heart rate reactivity to stress. Behavioural Processes, 87(3), 306–309. https://doi.org/10.1016/j.beproc.2011.05.001
   PubMed Web of Science ®Google Scholar
• Domes, G., & Zimmer, P. (2019). Acute stress enhances the sensitivity for facial emotions: A signal detection approach. Stress (Amsterdam, Netherlands), 22(4), 455–460. https://doi.org/10.1080/10253890.2019.1593366
   PubMed Web of Science ®Google Scholar
• Engelmann, J. B., Berns, G. S., & Dunlop, B. W. (2017). Hyper-responsivity to losses in the anterior insula during economic choice scales with depression severity. Psychological Medicine, 47(16), 2879–2891. https://doi.org/10.1017/S0033291717001428
   PubMed Web of Science ®Google Scholar
• Evans, J. S. B. T. (2003). In two minds: Dual-process accounts of reasoning. Trends in Cognitive Sciences, 7(10), 454–459. https://doi.org/10.1016/j.tics.2003.08.012
   PubMed Web of Science ®Google Scholar
• Gao, W., Stalder, T., Foley, P., Rauh, M., Deng, H., & Kirschbaum, C. (2013). Quantitative analysis of steroid hormones in human hair using a column-switching LC-APCI-MS/MS assay. Journal of Chromatography. B, Analytical Technologies in the Biomedical and Life Sciences, 928, 1–8. https://doi.org/10.1016/j.jchromb.2013.03.008
   PubMed Web of Science ®Google Scholar
• Gillan, C. M., Morein-Zamir, S., Kaser, M., Fineberg, N. a., Sule, A., Sahakian, B. J., Cardinal, R. N., & Robbins, T. W. (2014). Counterfactual processing of economic action-outcome alternatives in obsessive-compulsive disorder: Further evidence of impaired goal-directed behavior. Biological Psychiatry, 75(8), 639–646. https://doi.org/10.1016/j.biopsych.2013.01.018
   PubMed Web of Science ®Google Scholar
• Kandasamy, N., Hardy, B., Page, L., Schaffner, M., Graggaber, J., Powlson, A. S., Fletcher, P. C., Gurnell, M., & Coates, J. (2014). Cortisol shifts financial risk preferences. Proceedings of the National Academy of Sciences of the United States of America, 111(9), 3608–3613. https://doi.org/10.1073/pnas.1317908111
   PubMed Web of Science ®Google Scholar
• Kirschbaum, C., Kudielka, B. M., Gaab, J., Schommer, N. C., & Hellhammer, D. H. (1999). Impact of gender, menstrual cycle phase, and oral contraceptives on the activity of the hypothalamus-pituitary-adrenal axis. Psychosomatic Medicine, 61(2), 154–162. https://doi.org/10.1097/00006842-199903000-00006
   PubMed Web of Science ®Google Scholar
• Kishida, K. T., Saez, I., Lohrenz, T., Witcher, M. R., Laxton, A. W., Tatter, S. B., White, J. P., Ellis, T. L., Phillips, P. E. M., & Montague, P. R. (2016). Subsecond dopamine fluctuations in human striatum encode superposed error signals about actual and counterfactual reward. Proceedings of the National Academy of Sciences of the United States of America, 113(1), 200–205. https://doi.org/10.1073/pnas.1513619112
   PubMed Web of Science ®Google Scholar
• Kuhnell, R., Whitwell, Z., Arnold, S., Kingsley, M. I. C., Hale, M. W., Wahrendorf, M., Dragano, N., & Wright, B. J. (2020). Assessing the association of university stress and physiological reactivity with decision-making among students. Stress, 23(2), 136–143. https://doi.org/10.1080/10253890.2019.1651285
   PubMed Web of Science ®Google Scholar
• Landolt, K., Maruff, P., Horan, B., Kingsley, M., Kinsella, G., O’Halloran, P. D., Hale, M. W., & Wright, B. J. (2017). Chronic work stress and decreased vagal tone impairs decision making and reaction time in jockeys. Psychoneuroendocrinology, 84, 151–158. https://doi.org/10.1016/j.psyneuen.2017.07.238
   PubMed Web of Science ®Google Scholar
• Margittai, Z., Nave, G., Strombach, T., van Wingerden, M., Schwabe, L., & Kalenscher, T. (2016). Exogenous cortisol causes a shift from deliberative to intuitive thinking. Psychoneuroendocrinology, 64, 131–135. https://doi.org/10.1016/j.psyneuen.2015.11.018
   PubMed Web of Science ®Google Scholar
• Mellers, B., Schwartz, A., & Ritov, I. (1999). Emotion-based choice. Journal of Experimental Psychology: General, 128(3), 332–345. https://doi.org/10.1037/0096-3445.128.3.332
   Web of Science ®Google Scholar
• Montague, P. R., Dolan, R. J., Friston, K. J., & Dayan, P. (2012). Computational psychiatry. Trends in Cognitive Sciences, 16(1), 72–80. https://doi.org/10.1016/j.tics.2011.11.018
   PubMed Web of Science ®Google Scholar
• Pessoa, L., & Adolphs, R. (2010). Emotion processing and the amygdala: From a ‘low road’ to ‘many roads’ of evaluating biological significance. Nature Reviews. Neuroscience, 11(11), 773–782. https://doi.org/10.1038/nrn2920
   PubMed Web of Science ®Google Scholar
• Porcelli, A. J., & Delgado, M. R. (2009). Acute stress modulates risk taking in financial decision making. Psychological Science, 20(3), 278–283. https://doi.org/10.1111/j.1467-9280.2009.02288.x
   PubMed Web of Science ®Google Scholar
• Preston, S. D., Buchanan, T. W., Stansfield, R. B., & Bechara, a. (2007). Effects of anticipatory stress on decision making in a gambling task. Behavioral Neuroscience, 121(2), 257–263. https://doi.org/10.1037/0735-7044.121.2.257
   PubMed Web of Science ®Google Scholar
• Pruessner, J. C., Kirschbaum, C., Meinlschmid, G., & Hellhammer, D. H. (2003). Two formulas for computation of the area under the curve represent measures of total hormone concentration versus time-dependent change. Psychoneuroendocrinology, 28(7), 916–931. https://doi.org/10.1016/S0306-4530(02)00108-7
   PubMed Web of Science ®Google Scholar
• Putman, P., Antypa, N., Crysovergi, P., & van der Does, W. A. J. (2010). Exogenous cortisol acutely influences motivated decision making in healthy young men. Psychopharmacology, 208(2), 257–263. https://doi.org/10.1007/s00213-009-1725-y
   PubMed Web of Science ®Google Scholar
• Raio, C. M., Hartley, C. A., Orederu, T. A., Li, J., & Phelps, E. A. (2017). Stress attenuates the flexible updating of aversive value. Proceedings of the National Academy of Sciences, 114(42), 11241–11246. https://doi.org/10.1073/pnas.1702565114
   PubMed Web of Science ®Google Scholar
• Robinson, O. J., Bond, R. L., & Roiser, J. P. (2015). The impact of stress on financial decision-making varies as a function of depression and anxiety symptoms. PeerJ, 3, e770. https://doi.org/10.7717/peerj.770
   PubMed Web of Science ®Google Scholar
• Roozendaal, B., McEwen, B. S., & Chattarji, S. (2009). Stress, memory and the amygdala. Nature Reviews. Neuroscience, 10(6), 423–433. https://doi.org/10.1038/nrn2651
   PubMed Web of Science ®Google Scholar
• Schwabe, L., Haddad, L., & Schachinger, H. (2008). HPA axis activation by a socially evaluated cold-pressor test. Psychoneuroendocrinology, 33(6), 890–895. https://doi.org/10.1016/j.psyneuen.2008.03.001
   PubMed Web of Science ®Google Scholar
• Schwabe, L., & Schächinger, H. (2018). Ten years of research with the Socially Evaluated Cold Pressor Test: Data from the past and guidelines for the future. Psychoneuroendocrinology, 92, 155–161. https://doi.org/10.1016/j.psyneuen.2018.03.010
   PubMed Web of Science ®Google Scholar
• Speer, M. E., & Delgado, M. R. (2017). Reminiscing about positive memories buffers acute stress responses. Nature Human Behaviour, 1, 0093. https://doi.org/10.1038/s41562-017-0093
   PubMed Web of Science ®Google Scholar
• Spielberger, C. D., Gorsuch, R. L., Lushene, R., Vagg, P. R., & Jacobs, G. A. (1983). Manual for the state-trait anxiety scale. Palo Alto, CA: Consulting Psychology Press.
   Google Scholar
• Stamatis, C. A., Puccetti, N. A., Charpentier, C. J., Heller, A. S., & Timpano, K. R. (2020). Repetitive negative thinking following exposure to a natural stressor prospectively predicts altered stress responding and decision-making in the laboratory. Behaviour Research and Therapy, 129, 103609. https://doi.org/10.1016/j.brat.2020.103609
   PubMed Web of Science ®Google Scholar
• Starcke, K., & Brand, M. (2012). Decision making under stress: A selective review. Neuroscience and Biobehavioral Reviews, 36(4), 1228–1248. https://doi.org/10.1016/j.neubiorev.2012.02.003
   PubMed Web of Science ®Google Scholar
• Starcke, K., Brand, M., & Kluge, A. (2016). Stress influences decisions to break a safety rule in a complex simulation task in females. Biological Psychology, 118, 35–43. https://doi.org/10.1016/j.biopsycho.2016.04.067
   PubMed Web of Science ®Google Scholar
• Trapp, S., O’Doherty, J. P., & Schwabe, L. (2018). Stressful events as teaching signals for the brain. Trends in Cognitive Sciences, 22(6), 475–478. https://doi.org/10.1016/j.tics.2018.03.007
   PubMed Web of Science ®Google Scholar
• Van Dijk, E., & Zeelenberg, M. (2005). On the psychology of ‘if only’: Regret and the comparison between factual and counterfactual outcomes. Organizational Behavior and Human Decision Processes, 97(2), 152–160. https://doi.org/10.1016/j.obhdp.2005.04.001
   Web of Science ®Google Scholar
• von Dawans, B., Fischbacher, U., Kirschbaum, C., Fehr, E., & Heinrichs, M. (2012). The social dimension of stress reactivity. Psychological Science, 23(6), 651–660. https://doi.org/10.1177/0956797611431576
   PubMed Web of Science ®Google Scholar
• Wieser, M. J., Pauli, P., Reicherts, P., & Mühlberger, A. (2010). Don’t look at me in anger! Enhanced processing of angry faces in anticipation of public speaking. Psychophysiology, 47(2), 271–280. https://doi.org/10.1111/j.1469-8986.2009.00938.x
   PubMed Web of Science ®Google Scholar
• Wolf, O. T., Schulte, J. M., Drimalla, H., Hamacher-Dang, T. C., Knoch, D., & Dziobek, I. (2015). Enhanced emotional empathy after psychosocial stress in young healthy men. Stress, 18(6), 631–637. https://doi.org/10.3109/10253890.2015.1078787
   PubMed Web of Science ®Google Scholar
• Wu, Y., & Clark, L. (2015). Disappointment and regret enhance corrugator reactivity in a gambling task. Psychophysiology, 52(4), 518–523. https://doi.org/10.1111/psyp.12371
   PubMed Web of Science ®Google Scholar
• Wu, Y., Clark, L., Zilioli, S., Eisenegger, C., Gillan, C. M., Deng, H., & Li, H. (2018). Single dose testosterone administration modulates emotional reactivity and counterfactual choice in healthy males. Psychoneuroendocrinology, 90, 127–133. https://doi.org/10.1016/j.psyneuen.2018.02.018
   PubMed Web of Science ®Google Scholar
• Yu, R. (2016). Stress potentiates decision biases: A stress induced deliberation-to-intuition (SIDI) model. Neurobiology of Stress, 3, 83–95. https://doi.org/10.1016/j.ynstr.2015.12.006
   PubMed Web of Science ®Google Scholar
• Zeelenberg, M. (1999). Anticipated regret, expected feedback and behavioral decision making. Journal of Behavioral Decision Making, 12(2), 93–106. https://doi.org/10.1002/(SICI)1099-0771(199906)12:2<93::AID-BDM311>3.0.CO;2-S
   Web of Science ®Google Scholar