Sleep and Brain Health

• Sleep staging: EEG, ECG, respiratory effort, and measuring sleep depth
• Sleep reflects brain health: sleep EEG-based brain age, sleep-based cognition prediction.
• Validation of brain age in cohorts including people with HIV and demented patients.
• Time-to-event modeling of Alzheimer patients based on actigraphy.
• Sleep in Alzheimer mice and the response to gamma-secretase modulator treatment.

Causal Inference

• Estimating average causal effects of burst suppression in ICU population.
• Estimating causal effects of treatment policies for seizure / seizure-like patterns on outcome.
• Mediation analysis for multiple comorbidities in HIV and brain age.
• Novel clinically relevant mediation analysis for multiple causally dependent mediators.

Modeling neuronal plasticity

• Decoding neuronal assembly from spike trains using joint weight-delay spike-timing dependent plasticity (joint STDP).

Interesting Posters

• Predicting Incidence of Outcomes from the Electroencephalogram of Sleep
• Brain Age Index from the Electroencephalogram of Sleep
• Sleep-Based Brain Age Is Increased In Adults with Treated HIV
• Measuring Brain Age Algorithm Night-to-Night Stability
• Brain Age Index Predicts Mortality
• Sleep Staging from ECG and Respiration with Deep Learning
• Sleep Staging with a Wearable Respiratory Device
• The Effect of Ictal-Interictal Continuum Burden on Discharge Disability based on a Large-Scale Cohort
• Sedation Prediction using EEG Spectrogram in ICU Patients
• Exploring unsupervised clustering of human electrocorticography at seizure onset

Grants

• Harvard University Center for AIDS Research (HU CFAR NIH/NIAID fund 5P30AI060354-16).