Linking brain structure, cognition, and sleep: insights from clinical data.
Ruoqi Wei1,2,3,4, Wolfgang Ganglberger2,3,5,6, Haoqi Sun2,3,5
1Division of Pulmonary Critical Care & Sleep Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
Routine clinical data from brain MRI and sleep recordings reveals significant links between brain structure, sleep physiology, and cognition. These findings highlight the potential for using everyday clinical data to understand and manage brain health.
Area of Science:
- Neuroscience
- Medical Imaging
- Sleep Medicine
Background:
- Routinely collected clinical data, including brain MRI and polysomnography (PSG), often contain valuable information.
- Understanding the interplay between brain structure, physiology, and cognition is crucial for diagnosing and managing neurological and psychiatric conditions.
Purpose of the Study:
- To investigate relationships between brain physiology, structure, and cognition using noisy, routinely collected clinical data.
- To explore both hypothesis-driven and data-driven associations between sleep (PSG), brain structure (MRI), and cognitive function.
Main Methods:
- Analysis of data from 623 patients with sleep PSG and brain MRI data, including 160 with cognitive evaluations.
- Utilized SynthSeg for high-quality brain MRI segmentation and explored associations between PSG, MRI, and cognitive scores.
- Employed both a priori hypotheses and exploratory data-driven approaches to examine age-structure-physiology-cognition links.
Main Results:
- Positive correlations found between PSG delta power and frontal/thalamic volumes, and sleep spindle density and thalamic volume.
- Rapid eye movement (REM) duration and amygdala volume were positively associated with cognitive performance.
- Combined PSG and MRI features predicted chronological age (R2 = 0.67) and cognition (R2 = 0.40), with significant brain structure differences noted in dementia patients.
Conclusions:
- Routine clinical data, including brain MRI and sleep recordings, offers significant value for understanding brain-sleep-cognition relationships.
- These findings support the clinical utility of integrating physiological and structural brain data for improved patient assessment and management.
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