Left Atrial Enlargement: A Crucial Indicator for Identifying Atrial Fibrillation in Patients With Hypertension
NCT ID: NCT06359873
Last Updated: 2024-04-11
Study Results
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Basic Information
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COMPLETED
58427 participants
OBSERVATIONAL
2022-05-01
2023-05-01
Brief Summary
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Detailed Description
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Purpose This study aims to explore the role of left atrial size in identifying atrial fibrillation (AF) among hospitalized hypertensives, and to compare its recognition effectiveness with previous scoring systems.
Methods The investigators conducted a cross-sectional analysis within hospitalized hypertensives. The discovery, internal and external validation datasets were established. The eXtreme Gradient Boosting (XGBoost) was employed to identify key variables related to AF occurrence, which were ranked based on their importance scores. To gauge the predictive prowess of LAD regarding AF occurrence, the investigators plotted the receiver operating characteristic curve (ROC) and calculated the area under the curve (AUC). This enabled us to pinpoint the LAD cutoff value corresponding to the maximum Youden index, indicative of susceptibility to AF. Subsequently, Youden index determined the optimal cutoff value from the ROC curve. Delong's test compared the identification abilities of different tools within the same dataset. Logistic regression analysis assessed the correlation between clinical variables and left atrial size.
Conditions
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Study Design
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OTHER
CROSS_SECTIONAL
Study Groups
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Discovery dataset
The electronic medical records of inpatients with primary hypertension from March 2012 to February 2018 were collected from the electronic medical record system of the Second Affiliated Hospital of Chongqing Medical University, and the data were derived from electronic case reports. To ensure robustness, the investigators applied the createDataPartition function in the caret package to randomly split the dataset into a discovery dataset (70%) and an internal validation dataset (30%).
CHA2DS2-VASc score, C2HEST score, and left atrial diameter (LAD)
CHA2DS2-VASc Score: Congestive heart failure (HF) \[1 point\], hypertension \[1 point\], age ≥ 75 years \[2 points\], diabetes \[1 point\], prior stroke or transient ischemic attack \[2 points\], vascular disease \[1 point\], age 65-74 years \[1 point\], and female gender\[1 point\].
C2HEST Score: Coronary artery disease or chronic obstructive pulmonary disease \[1 point each, 2 total points\]; hypertension \[1 point\]; elderly \[2 points for age ≥ 75 years\]; systolic HF \[2 points\]; and thyroid disease \[1 point for hyperthyroidism\]\[10\].
LAD: The LAD values of the enrolled patients were extracted by keyword search based on the results of echocardiography in the database.
Internal validation dataset
The datasets utilized in this study were sourced from the electronic medical record system of the Second Affiliated Hospital of Chongqing Medical University. The investigators applied the createDataPartition function in the caret package to randomly split the dataset into a discovery dataset (70%) and an internal validation dataset (30%).
CHA2DS2-VASc score, C2HEST score, and left atrial diameter (LAD)
CHA2DS2-VASc Score: Congestive heart failure (HF) \[1 point\], hypertension \[1 point\], age ≥ 75 years \[2 points\], diabetes \[1 point\], prior stroke or transient ischemic attack \[2 points\], vascular disease \[1 point\], age 65-74 years \[1 point\], and female gender\[1 point\].
C2HEST Score: Coronary artery disease or chronic obstructive pulmonary disease \[1 point each, 2 total points\]; hypertension \[1 point\]; elderly \[2 points for age ≥ 75 years\]; systolic HF \[2 points\]; and thyroid disease \[1 point for hyperthyroidism\]\[10\].
LAD: The LAD values of the enrolled patients were extracted by keyword search based on the results of echocardiography in the database.
External validation dataset
The electronic medical record data of patients who came from other hospitals based in Chongqing from October 2011 to November 2021 were extracted from the DEMR database of the Medical Data Institute of Chongqing Medical University as external validation dataset.
CHA2DS2-VASc score, C2HEST score, and left atrial diameter (LAD)
CHA2DS2-VASc Score: Congestive heart failure (HF) \[1 point\], hypertension \[1 point\], age ≥ 75 years \[2 points\], diabetes \[1 point\], prior stroke or transient ischemic attack \[2 points\], vascular disease \[1 point\], age 65-74 years \[1 point\], and female gender\[1 point\].
C2HEST Score: Coronary artery disease or chronic obstructive pulmonary disease \[1 point each, 2 total points\]; hypertension \[1 point\]; elderly \[2 points for age ≥ 75 years\]; systolic HF \[2 points\]; and thyroid disease \[1 point for hyperthyroidism\]\[10\].
LAD: The LAD values of the enrolled patients were extracted by keyword search based on the results of echocardiography in the database.
Interventions
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CHA2DS2-VASc score, C2HEST score, and left atrial diameter (LAD)
CHA2DS2-VASc Score: Congestive heart failure (HF) \[1 point\], hypertension \[1 point\], age ≥ 75 years \[2 points\], diabetes \[1 point\], prior stroke or transient ischemic attack \[2 points\], vascular disease \[1 point\], age 65-74 years \[1 point\], and female gender\[1 point\].
C2HEST Score: Coronary artery disease or chronic obstructive pulmonary disease \[1 point each, 2 total points\]; hypertension \[1 point\]; elderly \[2 points for age ≥ 75 years\]; systolic HF \[2 points\]; and thyroid disease \[1 point for hyperthyroidism\]\[10\].
LAD: The LAD values of the enrolled patients were extracted by keyword search based on the results of echocardiography in the database.
Eligibility Criteria
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Inclusion Criteria
* Availability of one or more complete ECG and 24h holter data.
* Availability of complete echocardiogram data in the current hospitalization.
Exclusion Criteria
* Cases with incomplete or unidentifiable results from extracted data.
18 Years
ALL
No
Sponsors
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The Second Affiliated Hospital of Chongqing Medical University
OTHER
Responsible Party
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Yuehui Yin
Prof. Yuehui Yin, Director, Head of Cardiovascular Medicine, Principal Investigator, Clinical Professor
Principal Investigators
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Yuehui Yin, MD
Role: PRINCIPAL_INVESTIGATOR
The Second Affiliated Hospital of Chongqing Medical University
Locations
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2ndChongqingMU
Chongqing, Chongqing Municipality, China
Countries
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Other Identifiers
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LAD-AF
Identifier Type: -
Identifier Source: org_study_id
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