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Development and Prospective Validation of an AI Model for Prognosis in ITP Patients Undergoing Coronary Revascularization

An Artificial Intelligence-Enhanced Longitudinal Cohort Study to Optimize Revascularization Decisions in Patients With Coronary Artery Disease and Immune Thrombocytopenia (The ITP-CAD AI-REVASC Study)

Status
Not yet recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT07426107
Acronym
ITP with CAD
Enrollment
600
Registered
2026-02-23
Start date
2026-02-25
Completion date
2029-02-25
Last updated
2026-02-23

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Coronary Artery Disease, Immune Thrombocytopenic Purpura

Keywords

immune thrombocytopenia, coronary artery disease, coronary revascularization, prognostic model, MACE

Brief summary

This study employs a dual-cohort design to develop and validate a prognostic model for Major Adverse Cardiovascular Events (MACE) following revascularization in immune thrombocytopenia (ITP) patients with Coronary Artery Disease (CAD). The model will be developed and trained using a retrospective multi-center cohort (development/training cohort). Its performance will then be prospectively validated in a separate, consecutively enrolled prospective cohort (validation cohort). The goal is to create an AI-based tool to assist in personalized risk assessment and decision-making for this high-risk population.

Detailed description

Study Design: This is a dual-phase, multi-center observational study. Phase 1 (Retrospective Cohort): A retrospective cohort will serve as the development and training set. Data from eligible patients treated in the past will be collected to identify predictors and develop the initial AI prediction model. Phase 2 (Prospective Cohort): A prospective, observational cohort will serve as the validation set. Consecutively eligible patients will be enrolled and followed forward in time. The model derived from Phase 1 will be applied to this cohort to evaluate its predictive accuracy and clinical utility. Treatment Groups: Within both cohorts, patients will be categorized based on actual clinical care: 1. Revascularization Group: Patients undergoing PCI or CABG. 2. Medical Therapy Group: Patients managed with guideline-directed medical therapy alone. Objective: To compare MACE risk between groups and to develop and validate a model predicting MACE specifically in the revascularization group.

Interventions

None listed

Sponsors

Xiao Hui Zhang
Lead SponsorOTHER
Chinese Academy of Medical Sciences, Fuwai Hospital
CollaboratorOTHER
Beijing Anzhen Hospital
CollaboratorOTHER
Peking University Third Hospital
CollaboratorOTHER
Chinese PLA General Hospital
CollaboratorOTHER
Peking Union Medical College
CollaboratorOTHER

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to 90 Years
Healthy volunteers
No

Inclusion criteria

1. Age ≥ 18 years. 2. Diagnosis of primary Immune Thrombocytopenia (ITP) according to international working group criteria. 3. Diagnosis of Coronary Artery Disease (stable angina or Acute Coronary Syndrome) confirmed by coronary angiography. 4. The diagnosis of ITP must be established and documented prior to the diagnosis of CAD. 5. Capable of providing informed consent (for prospective enrollment and data collection).

Exclusion criteria

1. Secondary causes of thrombocytopenia (e.g., drug-induced, hematologic malignancy, hypersplenism, liver disease). 2. Conditions requiring long-term therapeutic anticoagulation (e.g., atrial fibrillation, mechanical heart valve). 3. Life expectancy less than 1 year due to non-cardiovascular disease. 4. Inability to comply with follow-up. 5. Inability to give informed consent. 6. Pregnancy or breastfeeding. 7. A history of Type 2 Myocardial Infarction prior to the index treatment decision.

Design outcomes

Primary

MeasureTime frameDescription
1-year incidence of Major Adverse Cardiovascular Events (MACE)from the date of CAD diagnosis (index date) until 1 year of follow-upMACE is a composite endpoint defined as the occurrence of any of the following: all-cause mortality, non-fatal myocardial infarction \[MI\], urgent coronary revascularization \[CRV\] and ischemic stroke. The time frame for assessment is from the date of diagnosis of CAD (index date) until 1 year of follow-up.
1-month incidence of Major Adverse Cardiovascular Events (MACE)from the date of CAD diagnosis (index date) until 1 month of follow-upMACE is a composite endpoint defined as the occurrence of any of the following: all-cause mortality, non-fatal myocardial infarction \[MI\], urgent coronary revascularization \[CRV\] and ischemic stroke. The time frame for assessment is from the date of CAD diagnosis (index date) until 1 month of follow-up.

Secondary

MeasureTime frameDescription
overall bleeding eventfrom the date of CAD diagnosis (index date) until 1 month and 1 year of follow-upthe bleeding event identified according to the BARC standardized bleeding Criteria
Hospitalization for CAD within 1 year.from the date of CAD diagnosis (index date) until 1 year of follow-upHospitalization for CAD within 1 year.
key predictors of adverse outcomes following revascularizationfrom the date of CAD diagnosis (index date) until 1 month and 1 year of follow-upIdentification of independent predictors for MACE in the revascularization group using a multivariate Cox proportional hazards regression model with stepwise selection or Lasso regularization. The model will include candidate clinical variables such as platelet count, type of CAD, comorbidities, and medication use. For each final predictor selected, the Hazard Ratio (HR), 95% confidence interval, and p-value will be reported. MACE is defined as a composite of all-cause death, non-fatal myocardial infarction, urgent coronary revascularization and ischemic stroke.
BARC type ≥2 bleeding eventfrom the date of CAD diagnosis (index date) until 1 month and 1 year of follow-upclinical-related bleeding with a BARC type ≥2 bleeding event
1-year overall survivalfrom the date of CAD diagnosis (index date) until 1 year of follow-upoverall survival from the date of CAD diagnosis (index date) until 1 year of follow-up

Contacts

CONTACTJin Wu
wujin1996@126.com010-17888838056
CONTACTYe-Jun Wu
wyejun1999@163.com010-18800181620

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 24, 2026