Risk Prediction Model for Cerebrovascular Events in Carotid Artery Stenosis
Deep Learning-based Risk Prediction Model for Cerebrovascular Events in Patients With Carotid Artery Stenosis
2 other identifiers
observational
300
1 country
1
Brief Summary
Atherosclerotic carotid artery stenosis is a major cause of stroke, and early identification of high-risk patients combined with surgical intervention can significantly reduce stroke risk. Currently, stroke risk assessment in patients with carotid artery stenosis primarily relies on imaging indicators such as plaque morphology, composition, and degree of stenosis, with less emphasis on indicators directly related to inflammation, hemodynamics, and plaque instability. Certain circulating metabolites are closely linked to plaque progression and are direct risk factors for stroke. However, there is a lack of stroke risk prediction models for patients with carotid stenosis that incorporate these indicators, and the ability to identify high-risk patients needs improvement. This study proposes using deep learning technology to integrate multidimensional data from plaque imaging, fluid dynamics, circulating metabolomics, and proteomics to construct an accurate prediction model for cerebrovascular events in patients with carotid artery stenosis. Additionally, it aims to explore markers of plaque instability characteristics based on plaque pathology. The study is expected to provide a basis for identifying high-risk patients with carotid artery stenosis, thereby laying the foundation for reducing stroke risk and improving long-term patient outcomes.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Apr 2024
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
April 15, 2024
CompletedFirst Submitted
Initial submission to the registry
June 5, 2024
CompletedFirst Posted
Study publicly available on registry
June 11, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
October 31, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2026
June 13, 2024
June 1, 2024
2.5 years
June 5, 2024
June 11, 2024
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Number of Patients with Cerebrovascular Events
Patients will be categorized as having a cerebrovascular event if they meet one of the following indicators: i. cerebral infarction in the middle cerebral artery territory on the side of carotid stenosis; ii. transient ischemic attack symptoms (including motor and sensory) in the hemisphere on the side of stenosis; and iii. transient amaurosis on the side of stenosis.
Within six months from the date of consultation
Study Arms (2)
high risk
Patients with cerebrovascular events within six months, including i. cerebral infarction in the middle cerebral artery territory on the side of carotid stenosis; ii. transient ischemic attack symptoms (including motor and sensory) in the hemisphere on the side of stenosis; and iii. transient amaurosis on the side of stenosis. This indicates an unstable condition and such patients are defined as high-risk carotid stenosis patients.
low risk
Patients without cerebrovascular events within six months are defined as low-risk carotid stenosis patients.
Interventions
Plasma levels of metabolites and some proteins will be further determined
Define plaque composition and morphological characteristics
Eligibility Criteria
All patients who met the enrollment criteria at Beijing Tiantan Hospital.
You may qualify if:
- Patients diagnosed with atherosclerotic carotid stenosis;
- Those who signed informed consent and volunteered to participate in this study.
You may not qualify if:
- Patients with combined severe stenosis of intracranial arteries;
- Patients with combined cardiogenic embolism, vasculitis, entrapment aneurysm and other related cerebral infarction;
- Combination of tumors, rheumatic immune system diseases, hematologic diseases and other diseases that change blood metabolism and proteomic characteristics;
- There are contraindications to magnetic resonance scanning and allergy to gadolinium contrast agent;
- Inability to cooperate in completing the relevant examinations.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Beijing Tiantan Hospitallead
- Beijing Neurosurgical Institutecollaborator
Study Sites (1)
Beijing Tiantan hospital
Beijing, Beijing Municipality, 100070, China
Biospecimen
blood and plaque specimen
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Yan Zhang, MD
Beijing Neurosurgical Institution
Study Design
- Study Type
- observational
- Observational Model
- CASE CONTROL
- Time Perspective
- CROSS SECTIONAL
- Target Duration
- 1 Week
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
June 5, 2024
First Posted
June 11, 2024
Study Start
April 15, 2024
Primary Completion (Estimated)
October 31, 2026
Study Completion (Estimated)
December 31, 2026
Last Updated
June 13, 2024
Record last verified: 2024-06
Data Sharing
- IPD Sharing
- Will not share