Precision weighting of cortical unsigned prediction error signals benefits learning, is mediated by dopamine, and is impaired in psychosis.
J HaarsmaP C FletcherJ D GriffinH J TaverneHisham ZiauddeenT J SpencerC MillerT KatthagenI GoodyerK M J DiederenGraham K MurrayPublished in: Molecular psychiatry (2020)
Recent theories of cortical function construe the brain as performing hierarchical Bayesian inference. According to these theories, the precision of prediction errors plays a key role in learning and decision-making, is controlled by dopamine and contributes to the pathogenesis of psychosis. To test these hypotheses, we studied learning with variable outcome-precision in healthy individuals after dopaminergic modulation with a placebo, a dopamine receptor agonist bromocriptine or a dopamine receptor antagonist sulpiride (dopamine study n = 59) and in patients with early psychosis (psychosis study n = 74: 20 participants with first-episode psychosis, 30 healthy controls and 24 participants with at-risk mental state attenuated psychotic symptoms). Behavioural computational modelling indicated that precision weighting of prediction errors benefits learning in health and is impaired in psychosis. FMRI revealed coding of unsigned prediction errors, which signal surprise, relative to their precision in superior frontal cortex (replicated across studies, combined n = 133), which was perturbed by dopaminergic modulation, impaired in psychosis and associated with task performance and schizotypy (schizotypy correlation in 86 healthy volunteers). In contrast to our previous work, we did not observe significant precision-weighting of signed prediction errors, which signal valence, in the midbrain and ventral striatum in the healthy controls (or patients) in the psychosis study. We conclude that healthy people, but not patients with first-episode psychosis, take into account the precision of the environment when updating beliefs. Precision weighting of cortical prediction error signals is a key mechanism through which dopamine modulates inference and contributes to the pathogenesis of psychosis.
Keyphrases
- uric acid
- prefrontal cortex
- healthcare
- functional connectivity
- resting state
- patient safety
- public health
- end stage renal disease
- magnetic resonance
- spinal cord
- mental health
- single cell
- computed tomography
- working memory
- emergency department
- physical activity
- newly diagnosed
- magnetic resonance imaging
- risk assessment
- clinical trial
- blood brain barrier
- prognostic factors
- multiple sclerosis
- health information
- spinal cord injury
- brain injury
- climate change
- open label
- deep brain stimulation