Focused ultrasound neuromodulation of mediodorsal thalamus disrupts decision flexibility during reward learning

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The paper studied 37 patients with essential tremor who underwent unilateral MR-guided focused ultrasound thalamotomy and then performed the restless bandit reward reinforcement learning task before and after treatment, with testing timed to coincide with maximal vasogenic thalamic oedema. Thalamotomy significantly reduced the proportion of switch choices, indicating impaired decision flexibility, while overall task performance was unchanged; this effect was not seen in a control group tested the same day. A reinforcement learning model fit to choice data reproduced the change as increased exploitation of learnt value estimates (a shift in the explore-exploit trade-off), and the magnitude of behavioural change co-varied with post-operative oedema extension into the mediodorsal nucleus. The authors’ main limitation/caveat is that the behavioural effect depended on oedema timing and spatial extension patterns, and their causal interpretation is tied to the unilateral thalamotomy and modelling framework. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

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Abstract

When learning to find the most beneficial course of action, the prefrontal cortex guides decisions by comparing estimates of the relative value of the options available. Basic neuroscience studies in animals support the view that the thalamus can regulate this activity within and across the prefrontal cortex. We studied a group of patients (n=37) undergoing unilateral MR guided focused ultrasound for essential tremor, performing the restless bandit, a reward reinforcement learning task, immediately before and after thalamotomy. Thalamotomy significantly impaired the proportion of switch choices during the task without affecting overall performance. This effect was observed when the task was delivered to co-incide with maximal vasogenic thalamic oedema but not in a control group tested on the same day of their treatment. A reinforcement learning model fitted to the patients’ choices replicated the effect of thalamotomy when the model increased exploitation of the bandits’ learnt value estimate. This shift in the explore-exploit trade-off, manifesting as reduced choice flexibility, co-varied with the pattern of post-operative oedema extension into mediodorsal nucleus. These findings confirm a causal role of the thalamus and specifically the mediodorsal nucleus, in regulating the extent to which value estimates are used to guide decisions and learning from reward.
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Abstract When learning to find the most beneficial course of action, the prefrontal cortex guides decisions by comparing estimates of the relative value of the options available. Basic neuroscience studies in animals support the view that the thalamus can regulate this activity within and across the prefrontal cortex. We studied a group of patients (n=37) undergoing unilateral MR guided focused ultrasound for essential tremor, performing the restless bandit, a reward reinforcement learning task, immediately before and after thalamotomy. Thalamotomy significantly impaired the proportion of switch choices during the task without affecting overall performance. This effect was observed when the task was delivered to co-incide with maximal vasogenic thalamic oedema but not in a control group tested on the same day of their treatment. A reinforcement learning model fitted to the patients’ choices replicated the effect of thalamotomy when the model increased exploitation of the bandits’ learnt value estimate. This shift in the explore-exploit trade-off, manifesting as reduced choice flexibility, co-varied with the pattern of post-operative oedema extension into mediodorsal nucleus. These findings confirm a causal role of the thalamus and specifically the mediodorsal nucleus, in regulating the extent to which value estimates are used to guide decisions and learning from reward. Competing Interest Statement The authors have declared no competing interest. Footnotes Revised manuscript includes subgroup analysis where the timing of behavioural testing is included as a covariate. Additional voxel wise analysis of oedema extension is included in this draft. Error in the analysis of the lesion oedema volume correlations with behavioural is also corrected. Supplementary data also updated with additional model comparison metrics, imaging analysis and treatment specific details.

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