AI-Based Cardiac Analysis Using 12-Lead and 1-Lead ECG
Prospective Observational Comparative Pilot Study to Evaluate Performance of an AI-based Cardiac Disease Analysis Algorithm Using Standard 12-lead ECG and Single-lead ECG Data
This pilot study is designed to evaluate the clinical performance and utility of the SmartECG-EF software in patients undergoing evaluations at Inha University Hospital. The primary objective is to assess how effectively the device assists clinicians in evaluating cardiac function and related clinical parameters. The study will prospectively enroll eligible participants to gather real-world clinical data, contributing to enhanced diagnostic accuracy and patient management.
연구 개요
상세 설명
This is a prospective, single-center pilot study conducted at Inha University Hospital to evaluate the clinical performance and feasibility of the SmartECG-EF software. Eligible participants will undergo standard clinical evaluations alongside the investigational device assessment. The study aims to investigate the diagnostic utility and operational workflow of integrating the software into routine clinical practice. Data regarding clinical parameters, primary and secondary outcome measures, and any device-related adverse events will be systematically collected and analyzed to assess safety and efficacy.
연구 유형
등록 (추정된)
연락처 및 위치
연구 연락처
- 이름: Yongsoo Baek, M.D., Ph.D.
- 전화번호: +82-32-890-2200
- 이메일: existsoo@inha.ac.kr
연구 장소
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Incheon
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Incheon, Incheon, 대한민국, 22332
- 모병
- Inha University Hospital
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연락하다:
- Yongsoo Baek, M.D., Ph.D.
- 전화번호: +82-32-890-2200
- 이메일: existsoo@inha.ac.kr
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-
참여기준
자격 기준
공부할 수 있는 나이
건강한 자원 봉사자를 받아들입니다
연구 대상 성별
샘플링 방법
연구 인구
Patients visiting Inha University Hospital who undergo standard 12-lead and additional 1-lead ECG evaluations for cardiac assessment.
설명
Inclusion Criteria:
- Written informed consent provided voluntarily by the subject
- Age ≥ 19 years
- Patients who undergo standard 12-lead ECG measurement during the study period
- Subjects with sinus rhythm on ECG at the time of examination
- Subjects available for additional 1-lead ECG measurement during the same visit
Exclusion Criteria:
- Subjects deemed inappropriate or unlikely to comply with the study requirements by the investigator
- Patients with atrial fibrillation or atrial flutter on ECG at the time of examination
- Patients with pacing rhythm due to a pacemaker
- Subjects with severe tremor, uncooperativity, or skin conditions that make 1-lead ECG measurement difficult
- Subjects whose additional study measurements would delay standard medical care due to a critical medical condition
- Withdrawal of consent or refusal to agree to personal information usage
- ECG with sub-standard quality (unanalyzable noise, lead disconnection, etc.; note: unanalyzable rate evaluation can be recorded separately)
공부 계획
연구는 어떻게 설계됩니까?
디자인 세부사항
- 관찰 모델: COHORT
- 시간 관점: PROSPECTIVE
코호트 및 개입
그룹/코호트 |
개입 / 치료 |
|---|---|
|
SmartECG-EF Evaluation Group
Patients undergoing prospective evaluation using the SmartECG-EF software for cardiac function assessment and ECG-based parameter analysis at Inha University Hospital. |
The SmartECG-EF software is used to analyze 12-lead and 1-lead electrocardiogram (ECG) data to evaluate cardiac function, including left ventricular systolic dysfunction (LVSD), heart failure indicators, and related arrhythmic parameters. |
연구는 무엇을 측정합니까?
주요 결과 측정
결과 측정 |
측정값 설명 |
기간 |
|---|---|---|
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Correlation and Agreement between 12-Lead and 1-Lead AI Scores
기간: Day 1
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To evaluate the correlation (using Pearson or Spearman correlation coefficients), agreement (ICC using absolute agreement, two-way random model), and Bland-Altman analysis (mean difference and 95% limits of agreement) between 12-lead and 1-lead based AI scores. |
Day 1
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2차 결과 측정
결과 측정 |
측정값 설명 |
기간 |
|---|---|---|
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Area Under the ROC Curve (AUC-ROC) of AI scores
기간: Baseline
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To assess the AUC-ROC of 1-lead and 12-lead based AI results against disease-specific reference standards, including heart failure, left ventricular systolic dysfunction (LVSD), and arrhythmic parameters. |
Baseline
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Sensitivity and Specificity of AI scores
기간: baseline
|
To assess sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of 1-lead and 12-lead based AI results against disease-specific reference standards, including heart failure, left ventricular systolic dysfunction (LVSD), and arrhythmic parameters. |
baseline
|
공동 작업자 및 조사자
연구 기록 날짜
연구 주요 날짜
연구 시작 (추정된)
기본 완료 (추정된)
연구 완료 (추정된)
연구 등록 날짜
최초 제출
QC 기준을 충족하는 최초 제출
처음 게시됨 (실제)
연구 기록 업데이트
마지막 업데이트 게시됨 (실제)
QC 기준을 충족하는 마지막 업데이트 제출
마지막으로 확인됨
추가 정보
이 연구와 관련된 용어
추가 관련 MeSH 약관
기타 연구 ID 번호
- 2026-03-034-001
개별 참가자 데이터(IPD) 계획
개별 참가자 데이터(IPD)를 공유할 계획입니까?
IPD 계획 설명
A specific plan for sharing individual participant data has not yet been finalized as this is a pilot study. Data sharing will be evaluated upon reasonable request and in accordance with institutional guidelines and IRB approvals.
약물 및 장치 정보, 연구 문서
미국 FDA 규제 의약품 연구
미국 FDA 규제 기기 제품 연구
미국에서 제조되어 미국에서 수출되는 제품
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