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Individuals with cocaine use disorder or gambling disorder demonstrate impairments in cognitive flexibility: the ability to adapt to changes in the environment. Flexibility is commonly assessed in a laboratory setting using probabilistic reversal learning, which involves reinforcement learning, the process by which feedback from the environment is used to adjust behavior.
Aims
It is poorly understood whether impairments in flexibility differ between individuals with cocaine use and gambling disorders, and how this is instantiated by the brain. We applied computational modelling methods to gain a deeper mechanistic explanation of the latent processes underlying cognitive flexibility across two disorders of compulsivity.
Method
We present a re-analysis of probabilistic reversal data from individuals with either gambling disorder (n = 18) or cocaine use disorder (n = 20) and control participants (n = 18), using a hierarchical Bayesian approach. Furthermore, we relate behavioural findings to their underlying neural substrates through an analysis of task-based functional magnetic resonanceimaging (fMRI) data.
Results
We observed lower ‘stimulus stickiness’ in gambling disorder, and report differences in tracking expected values in individuals with gambling disorder compared to controls, with greater activity during reward expected value tracking in the cingulate gyrus and amygdala. In cocaine use disorder, we observed lower responses to positive punishment prediction errors and greater activity following negative punishment prediction errors in the superior frontal gyrus compared to controls.
Conclusions
Using a computational approach, we show that individuals with gambling disorder and cocaine use disorder differed in their perseverative tendencies and in how they tracked value neurally, which has implications for psychiatric classification.
This section summarises the psychology and neurobiology of stress responses in humans. It considers the adaptive value of stress in enabling humans to detect real or perceived threats in the environment and, through learning, to build resilience through helpful coping responses. The conditions that favour ‘toxic’ forms of stress to prevail and so cause chronic metabolic, inflammatory and cognitive disorders are highlighted and discussed from the perspective of dysregulated cortisol signalling.
Neurodevelopment begins in utero and continues throughout life. At each stage of development – from neurulation to adulthood – neural architecture is continuously and adaptively remodelled in response to experience. This experience-driven neural plasticity reaches its zenith during the early years of life, conferring an enormous potential for learning but also an innate vulnerability to the harmful effects of stress. In this section, we describe how brain development is shaped by sensory input, gonadal steroid hormones and experience over the lifespan. We cover concepts such as ‘bloom’ (synaptic overproliferation) and ‘prune’ (synaptic pruning), and present the evidence for critical periods of neuroplasticity for learning in humans. We specify critical periods for hormone-dependent organisational and activational effects from birth to adolescence, including sexually dimorphic neural plasticity. We also highlight specific examples of neuroplasticity during postnatal development and childhood such as language acquisition that may recruit activity-dependent plasticity mechanisms analogous to those that underlie the formation of ocular dominance columns in the primary visual cortex.
In this section, we describe key functions of neurons in the brain that synthesise and release noradrenaline (NA), serotonin (5-hydroxytryptamine; 5-HT), dopamine (DA), and acetylcholine (ACh). As classic ‘neuromodulators’, these widely researched neurotransmitter systems ascend from posterior and ventral regions of the braillopregna by optimising the performance of brain networks without inhibiting or exciting neurons directly. Traditionally considered in the context of ‘non-specific’ arousal states (i.e. sleep and wakefulness) and the ‘reticular activating system’ (), the ascending neurotransmitter systems contribute to a surprisingly diverse array of behavioural and cognitive functions via specific pathways in the brain. These pathways arise from discrete clusters of neurons in the midbrain and forebrain (Figure 4.6.1). As the loci for clinically effective drugs to treat neuropsychiatric conditions such as depression, schizophrenia, and attention deficit hyperactivity disorder, the ascending neurotransmitter systems are a major success story for the ‘receptor revolution’ in neuropsychiatry. For more on the synaptic physiology of these neurotransmitters, see Section 2.4.
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