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Funded Grants

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A machine-learning approach to personalized risk prediction for recurrent ischemic stroke using population-level event data and routine brain imaging

Project Overview

Ischemic stroke, caused by a blood clot in the brain, is a leading cause of death, disability, and dementia. One in four of these strokes happens in patients who already had a prior stroke or mini-stroke. These preventable “recurrent strokes” carry a 20% risk of death. Causes include blockages of neck or brain vessels, disease of small vessels of the brain, or atrial fibrillation (irregular heart beats). Routine brain imaging done for patients with stroke allows doctors to identify features of most of these causes. But it is very difficult for us to predict the risk of recurrent stroke for individual patients. It is also difficult to predict how specific treatments will reduce this risk – especially when patients have many possible stroke causes. High-quality data specific to women and non-White populations are also lacking. These issues limit our ability to advise patients about their risk and personalize their stroke prevention.

Using health records, we will find patients who had a stroke or mini-stroke in Alberta from 2017-2018. We will study the brain imaging and other tests that they had to investigate their stroke. We will analyze these tests in detail using novel automated tools to identify different potential causes of stroke. We will track these patients until December 2023 (5 years) to see how many had more strokes. We will use this large, detailed dataset to develop a tool to predict the risk of recurrent stroke in a personalized way. We will also be able to predict how a patient’s risk may change with specific treatments like surgery for a blocked carotid artery (neck vessel). This project will provide up-to-date data for more personalized prevention of recurrent strokes. It will also strengthen Canada’s position as a leader in imaging-guided stroke prevention.

Principal Investigator

Aravind Ganesh , University of Calgary

Partners and Donors

Azrieli Foundation

Project Ongoing

A machine-learning approach to personalized risk prediction for recurrent ischemic stroke using population-level event data and routine brain imaging

  • Grant Type

    Capacity building grants

  • Area of research

    Neurodegeneration

  • Disease Area

    Stroke

  • Competition

    Future Leaders in Canadian Brain Research

  • Province

    Alberta

  • Start Date

    2023

  • Total Grant Amount

    $100,000

  • Health Canada Contribution

    $50,000

Contact Us

1200 McGill College Avenue
Suite 1600, Montreal, Quebec
H3B 4G7

+1 (514) 989-2989 info@braincanada.ca

Please note all online donations will receive an electronic tax receipt, issued by Brain Canada Foundation.

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Territorial acknowledgement

The offices of Brain Canada Foundation are located on the traditional, ancestral territory of the Kanien'kehá:ka Peoples, a place which has long served as a site of meeting and exchange amongst nations. We honour and pay respect to elders past, present and emerging, and dedicate ourselves to moving forward in the spirit of partnership, collaboration, and reconciliation. In our work, we focus our efforts on the Truth and Reconciliation Commission’s Calls to Action, particularly those that pertain to improving health for Indigenous Peoples and that focus on advancing our own learning on Indigenous issues.

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Registration number: 89105 2094 RR0001

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  • About
    • What We Do
    • EDI Action Plan
    • Leadership
    • Team
    • Annual Report
    • Publications
    • Careers
  • Brain Conditions
    • One Brain
    • ALS
    • Autism (ASD)
    • Brain Cancer
    • Brain Injury
    • Dementia
    • Epilepsy
    • Mental Illness
    • Multiple Sclerosis
    • Parkinson’s
    • Stroke
    • More
  • Research
    • Programs
    • Funding Opportunities
    • Program Partners
    • Announcements
  • Impact
    • Research Impact Stories
    • Equity, Diversity and Inclusion
    • Brain Health in Indigenous Communities
    • Women’s Brain Health
    • Mind Over Matter
  • How You Can Help
    • Ways to Give
    • Start a Fundraiser
    • Workplace Giving
    • The Great Minds
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