Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)NeurosciencePeer-reviewed journal article
Optogenetic Locus Coeruleus Stimulation Improves Pupil Size Tracking of Cortical State
Abstract
Brain state heavily influences our perception, cognition, and behavior. Multiple neuromodulatory systems, including the locus coeruleus - norepinephrine (LC-NE) system, contribute to the regulation of brain state. This research harnesses machine learning and optogenetics technologies to probe the impact of the LC on cortical state and pupillary responses in awake mice. Our integrative approach combines EEG recordings with pupillometry to capture the LCs optogenetic activation, evoking notable EEG spectral power shifts synchronized with pupil dilation. These changes provide a noninvasive glimpse into the cortical states, modulated by the LCs activity. Central to our methodology is the application of Support Vector Regression (SVR) modeling, which robustly correlates LC-induced pupillary changes with EEG power fluctuations. These insights help reinforce the LCs crucial role in modulating prefrontal activity and its regulatory influence over arousal states. Beyond advancing our comprehension of the LCs function, our work also highlights the potential for developing closed-loop stimulation systems. These systems, integrated with machine-learning techniques and multi-modal data, could offer precise therapeutic interventions for neurological disorders characterized by abnormal arousal states.
- organism: mouse
- assay: electronic health records
- research focus: cell type annotation
- approach: statistical model
- Citations
- 2
- FWCI
- 1.57
- Field percentile
- top 16%
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