To date, one paper has been published, providing an up-to-date overview of brain 5-HT signalling and cognition (Ligneul & Mainen, Current Biology, 2023).
An online pilot study with the human 6-port foraging task (Aim 3) showed that SSRI-treated participants (N=73) were significantly impaired in learning and prediction in controllable contexts, with no difference from controls (N=52) in uncontrollable contexts (Fig. 1). Aim 3 hypothesizes that this impairment occurs in a subset of depressed patients, and that SSRIs should mitigate it. Our results confirm the impairment but suggest antidepressants alone do not normalize behaviour. The upcoming pre–post neuroimaging study will be crucial for assessing how antidepressants influence learning and prediction in controllable environments.
International collaborations have also yielded important results. With Roshan Cools's lab, we are replicating findings on the effects of prior exposure to uncontrollable stressors and have examined the impact of controllability estimates on low-level cognitive control (results presented at RLDM 2025). With Hanneke Den Ouden's lab, we showed that controllability estimation biases (assessed by the explore-and-predict task) have excellent test–retest reliability, and we are investigating how acute SSRI treatment affects behaviour and model parameters. While not overlapping with experiments in my group, these collaborations highlight broad interest in the framework, models, and behavioural tasks developed within CRACK-5HT.
Since our seminal paper (Ligneul, Trends in Cognitive Science, 2021), controllability estimation models have been refined. We developed a Bayesian version enabling optimal inference of controllability, allowing investigation of bias origins in health and disease. We also refactored actor–spectator computations to estimate transfer entropy in changing environments, overcoming a long-standing limitation in applying information-theory metrics to real-world cognitive problems. A manuscript describing these advances is in preparation.
Finally, for animal experiments, we have validated the apparatus for the 6-port foraging task and plan to make its design open source, enabling other groups to exploit its versatility.