» Articles » PMID: 35935262

Rumination Derails Reinforcement Learning with Possible Implications for Ineffective Behavior

Overview
Publisher Sage Publications
Specialty Psychiatry
Date 2022 Aug 8
PMID 35935262
Authors
Affiliations
Soon will be listed here.
Abstract

How does rumination affect reinforcement learning-the ubiquitous process by which we adjust behavior after error in order to behave more effectively in the future? In a within-subject design (=49), we tested whether experimentally manipulated rumination disrupts reinforcement learning in a multidimensional learning task previously shown to rely on selective attention. Rumination impaired performance, yet unexpectedly this impairment could not be attributed to decreased attentional breadth (quantified using a "decay" parameter in a computational model). Instead, trait rumination (between subjects) was associated with higher decay rates (implying narrower attention), yet not with impaired performance. Our task-performance results accord with the possibility that state rumination promotes stress-generating behavior in part by disrupting reinforcement learning. The trait-rumination finding accords with the predictions of a prominent model of trait rumination (the attentional-scope model). More work is needed to understand the specific mechanisms by which state rumination disrupts reinforcement learning.

Citing Articles

From Tripping and Falling to Ruminating and Worrying: A Meta-Control Account of Repetitive Negative Thinking.

Hitchcock P, Frank M Curr Opin Behav Sci. 2024; 56.

PMID: 39130377 PMC: 11314892. DOI: 10.1016/j.cobeha.2024.101356.


The challenge of learning adaptive mental behavior.

Hitchcock P, Frank M J Psychopathol Clin Sci. 2024; 133(5):413-426.

PMID: 38815082 PMC: 11229419. DOI: 10.1037/abn0000924.


Rumination and Overrecruitment of Cognitive Control Circuits in Depression.

Park H, Kuplicki R, Paulus M, Guinjoan S Biol Psychiatry Cogn Neurosci Neuroimaging. 2024; 9(8):800-808.

PMID: 38703822 PMC: 11305927. DOI: 10.1016/j.bpsc.2024.04.013.


Associations of rumination, behavioral activation, and perceived reward with mothers' postpartum depression during the COVID-19 pandemic: a cross-sectional study.

Matsunaga M, Okajima J, Furutani K, Kusakabe N, Nakamura-Taira N Front Psychiatry. 2024; 15:1295988.

PMID: 38317767 PMC: 10838984. DOI: 10.3389/fpsyt.2024.1295988.


Experimental induction of state rumination: A study evaluating the efficacy of goal-cueing task in different experimental settings.

Michel-Krohler A, Wessa M, Berti S PLoS One. 2023; 18(11):e0288450.

PMID: 37992013 PMC: 10664951. DOI: 10.1371/journal.pone.0288450.


References
1.
Lewis E, Blanco I, Raila H, Joormann J . Does repetitive negative thinking affect attention? Differential effects of worry and rumination on attention to emotional stimuli. Emotion. 2019; 19(8):1450-1462. DOI: 10.1037/emo0000535. View

2.
Hamilton J, Furman D, Chang C, Thomason M, Dennis E, Gotlib I . Default-mode and task-positive network activity in major depressive disorder: implications for adaptive and maladaptive rumination. Biol Psychiatry. 2011; 70(4):327-33. PMC: 3144981. DOI: 10.1016/j.biopsych.2011.02.003. View

3.
Collins A, Ciullo B, Frank M, Badre D . Working Memory Load Strengthens Reward Prediction Errors. J Neurosci. 2017; 37(16):4332-4342. PMC: 5413179. DOI: 10.1523/JNEUROSCI.2700-16.2017. View

4.
Whitmer A, Frank M, Gotlib I . Sensitivity to reward and punishment in major depressive disorder: effects of rumination and of single versus multiple experiences. Cogn Emot. 2012; 26(8):1475-85. PMC: 11880990. DOI: 10.1080/02699931.2012.682973. View

5.
Lyubomirsky S, Nolen-Hoeksema S . Self-perpetuating properties of dysphoric rumination. J Pers Soc Psychol. 1993; 65(2):339-49. DOI: 10.1037//0022-3514.65.2.339. View