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The study aims to develop and validate predictive models for the mortality of patients receiving CIED (including CRT and ICD) implantation.
The study aims to develop and validate predictive models for the mortality of patients receiving cardiovascular implantable electronic devices (CIED) [including cardiac resynchronization therapy (CRT) and implantable cardioverter defibrillator (ICD)] implantation, with traditional statistical analysis and machine learning algorithms.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Zhongshan Hospital cohort | Patients receiving CIED implantation at Zhongshan Hospital |
| |
| Fuwai Hospital cohort | Patients receiving CIED implantation at Fuwai Hospital |
| |
| Shanghai Chest Hospital cohort | Patients receiving CIED implantation at Shanghai Chest Hospital |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| CRT/ICD | Device | The patients received implantation of CRT/ICD. |
|
| Measure | Description | Time Frame |
|---|---|---|
| All-cause mortality | All-cause death | 3 years |
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Inclusion Criteria:
Exclusion Criteria:
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The patients who received CRT/ICD implantation for heart failure or high risk of sudden cardiac death (SCD).
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Yixiu Liang, MD | Contact | +862164041990 | liang.yixiu@zs-hospital.sh.cn |
| Name | Affiliation | Role |
|---|---|---|
| Yixiu Liang, MD | Shanghai Zhongshan Hospital | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Zhongshan Hospital | Recruiting | Shanghai | China |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 40625105 | Derived | Pan L, Liu X, Zhu L, Yu Z, Wang J, Li X, Zhang W, Li R, Wang Z, Lu H, Yang S, Li P, Su Y, Hua W, Liang Y. Machine Learning-Based Prognostic Models for Mortality in Patients Receiving Implantable Cardioverter Defibrillators. Pacing Clin Electrophysiol. 2025 Aug;48(8):906-916. doi: 10.1111/pace.70008. Epub 2025 Jul 8. |
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| ID | Term |
|---|---|
| D054143 | Heart Failure, Systolic |
| D016757 | Death, Sudden, Cardiac |
| ID | Term |
|---|---|
| D006333 | Heart Failure |
| D006331 | Heart Diseases |
| D002318 | Cardiovascular Diseases |
| D006323 | Heart Arrest |
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| D003645 |
| Death, Sudden |
| D003643 | Death |
| D010335 | Pathologic Processes |
| D013568 | Pathological Conditions, Signs and Symptoms |