Project 453945

Leveraging neuroimaging and machine learning to optimize fornix Deep brain stimulation for the treatment of Alzheimer's disease

453945

Leveraging neuroimaging and machine learning to optimize fornix Deep brain stimulation for the treatment of Alzheimer's disease

$140,000
Project Information
Study Type: Unclear
Research Theme: Biomedical
Institution & Funding
Principal Investigator(s): Germann, Jurgen
Institution: Toronto Western Hospital
CIHR Institute: Aging
Program: Banting Postdoctoral Fellowship Program
Peer Review Committee: Banting Postdoctoral Fellowships Program
Competition Year: 2021
Term: 2 yrs 0 mth
Abstract Summary

Deep brain stimulation (DBS) utilizes a surgically implanted medical device, similar to a cardiac pacemaker, to send electrical signals to specific brain areas. These electric pulses alter local brain activity and modulate brain wide circuits that have become dysfunctional thereby easing cognitive deficits. DBS targeting the fornix (DBS-f) - an important memory-related brain structure - is being investigated to treat Alzheimer's disease (AD). DBS-f has been successful in improving memory function and slowing disease progression in many AD patients. The collective experience gained can now be thoroughly examined. The current proposal aims to employ analysis of the imaging and clinical data to identify factors that will help improve this new and exciting technique. The cumulative data of over 60 patients treated with DBS-f -including individual disease progression, demographics, and detailed brain imaging - will be systematically analyzed. Machine learning techniques will then be used to identify whether these factors predict treatment success and evaluate how we can use this information to improve treatment. DBS-f is a relatively new technique. This research will help increase its potential to treat AD, providing more patients with symptom relief and better quality of life. Specifically, the results will help to guide patient selection, refine the targeted brain area, and improve DBS device programming.

No special research characteristics identified

This project does not include any of the advanced research characteristics tracked in our database.

Keywords
Alzheimer's Disease Individualized Medicine Machine Learning Neuromodulation