Project Summary
This project applies advanced computational signal analysis to investigate rare seizure semiologies, such as ictal smiling, laughter, neck athetotic movements, postictal face wiping, and the “chill-out” arm pose. While these behaviors are clinically recognized, their neurophysiological underpinnings remain poorly understood. Using stereo-electroencephalography (SEEG) data, we developed a MATLAB-based pipeline to preprocess signals, apply event-related desynchronization/synchronization (ERDS) analysis, and quantitatively characterize frequency dynamics from delta through high-frequency oscillations. This computational framework enables high-resolution mapping of semiology onset to the corresponding brain regions, offering an objective approach beyond traditional visual interpretation.
By integrating quantitative ERDS metrics, statistical modeling and network-level analysis, the project links clinical semiology to measurable signal features in specific brain regions. The expected outcomes include improved identification of seizure-related dynamics, novel computational biomarkers for uncommon semiologies, and tools that support presurgical evaluation. More broadly, this work demonstrates how computational neuroscience can transform semiology into a data-driven framework, enhancing epilepsy surgery planning, and paving the groundwork for AI-enabled diagnostics and therapeutics.
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Other Projects by Jackie Ying
- Peptide-Based Radiopharmaceuticals.
- Peptide-Based Cancer Nanovaccines.
- Antimicrobial Peptides.
- Novel Organic and Inorganic Antimicrobial Materials.
- Targeted RNA Therapeutics for Genetic, Infectious and Oncologic Diseases.
- Unnatural Oligonucleotides for RNA Therapeutics.
- CAR-T Cells for Treating Acute Myeloid Leukemia.
- Synthetic Cell Culture Substrates.
- Antibiofouling Nano-Coatings for Medical Implants.
- Surgical Adhesives and Glues.
- Diagnostic Panels for Pediatric Sarcomas.
- Liquid Biopsy Diagnostics, Targeted Sequencing, and qPCR and dPCR Panels.
- Molecular Diagnostics for Pathogens in Organ Transplant.
- One Health Wastewater Surveillance of Viral Pathogens.
- Lateral Flow Assays for Rapid Detection of Invasive Aspergillosis.
- From Heart Failure to Holistic Cardiac: CardioScope AI-ECG Platform.
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