Normative modelling of molecular-based functional circuits captures clinical heterogeneity transdiagnostically in psychiatric patients.
Timothy LawnAlessio GiacomelDaniel MartinsMattia VeroneseMatthew A HowardFederico Edoardo TurkheimerOttavia DipasqualePublished in: Communications biology (2024)
Advanced methods such as REACT have allowed the integration of fMRI with the brain's receptor landscape, providing novel insights transcending the multiscale organisation of the brain. Similarly, normative modelling has allowed translational neuroscience to move beyond group-average differences and characterise deviations from health at an individual level. Here, we bring these methods together for the first time. We used REACT to create functional networks enriched with the main modulatory, inhibitory, and excitatory neurotransmitter systems and generated normative models of these networks to capture functional connectivity deviations in patients with schizophrenia, bipolar disorder (BPD), and ADHD. Substantial overlap was seen in symptomatology and deviations from normality across groups, but these could be mapped into a common space linking constellations of symptoms through to underlying neurobiology transdiagnostically. This work provides impetus for developing novel biomarkers that characterise molecular- and systems-level dysfunction at the individual level, facilitating the transition towards mechanistically targeted treatments.
Keyphrases
- resting state
- functional connectivity
- bipolar disorder
- mental health
- end stage renal disease
- ejection fraction
- newly diagnosed
- public health
- single cell
- healthcare
- major depressive disorder
- autism spectrum disorder
- oxidative stress
- risk assessment
- cancer therapy
- white matter
- drug delivery
- single molecule
- patient reported outcomes
- depressive symptoms
- climate change
- human health
- physical activity
- sleep quality