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Jonathan Roiser - Bonsai trees in the brain: the neural basis of reflexive pruning of decision trees

A Mood Disorders Centre seminar
Date5 June 2015
Time12:00 to 13:00
PlaceSir Henry Wellcome Building for Mood Disorders Research

Mood Disorder Centre Think-Tank seminar series. All welcome.

Jonathan Roiser from UCL will be giving a seminar with the title 'Bonsai trees in the brain: the neural basis of reflexive pruning of decision trees'.

The Think-Tank seminar series is organised by Anke Karl, Lorna Cook, Celia Morgan and Matthew Owens-Solari.


Abstract

Making decisions in the real world is challenging because choices made now influence what choices will be available in the future. As the number of steps in a sequence of choices increases, the potential number of paths through a decision tree increases exponentially. How are we able to make adaptive decisions in the face of such overwhelming complexity? One idea is that the brain uses shortcuts, or heuristics, to reduce computational demands. Previously we provided evidence for the existence of one such heuristic, "pruning", that entails avoiding even considering entire branches of the decision tree that begin with a large negative outcome, regardless of subsequent outcomes; this has been hypothesised to be related to certain depressive symptoms, in particular difficulty in decision-making and pessimism. We found that planning was profoundly impaired when the optimal decision entailed initially accepting a large negative outcome (Huys et al 2012 PLoS Computational Biology 8(3):e1002410), and computational modelling showed that this bias could not be explained by other influences such as loss aversion.

In this talk I will outline our recent work examining the neural basis of pruning. In a neuroimaging study we first demonstrated the ubiquity of pruning behaviour - planning was impaired in every participant when the optimal sequence entailed accepting a large loss, which computational modelling confirmed was driven by pruning. Categorical neuroimaging analyses revealed that avoiding planning through large losses recruited structures implicated in Pavlovian conditioning and depression, specifically the subgenual anterior cingulate cortex (sgACC) and amygdala. Using our computational model to infer the influence of pruning on a trial-by-trial basis, estimated as the Kullback-Leibler divergence between action probability distributions arising from models with and without pruning, we confirmed the central role of sgACC. Receiving large losses activated the anterior insula and deactivated the ventral striatum; interestingly, responses in the former, but not the latter, were strongly associated with the degree of pruning behaviourally across participants. Finally, in a separate study we investigated pruning in individuals enrolled in a trial of a single-dose of 3,4-methylenedioxymethamphetamine ("ecstasy"). This drug releases serotonin for several hours, but is thought to deplete reserves during the succeeding days, during which depressive symptoms can be temporarily elevated. During this period we found that large negative outcomes had less of a detrimental influence on planning; however, computational modelling could not confirm that this was related to a decrease in pruning specifically. The results will be discussed with reference to a contemporary theoretical framework that relates Pavlovian behavioural inhibition to serotonin and depressive symptoms.

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