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Published on: August 28, 2018
Opportunistic Screening for Atrial Fibrillation on Routine Chest Computed Tomography
William A Parker1, Davis M Vigneault1, Issac Yang1
1Stanford University School of Medicine, Stanford, CA.
Insights
Left atrial enlargement (LAE) on chest CT scans can predict atrial fibrillation (AFib). Measurements of left atrial maximal axial cross-sectional area (LA-MACSA) and left atrium anterior-posterior dimension (LA-AP) are specific indicators for AFib risk.
Area of Science:
- Radiology and Cardiology
- Medical Imaging Biomarkers
- Atrial Fibrillation Detection
Background:
- Atrial fibrillation (AFib) significantly elevates stroke risk.
- Quantitative imaging biomarkers from chest CT aid in disease detection.
- Left atrial enlargement (LAE) is a known consequence of AFib.
Purpose of the Study:
- To investigate the association between AFib status and LAE on non-gated chest CT.
- To determine if CT-derived LA measurements can predict AFib.
- To evaluate the diagnostic performance of LA measurements for AFib detection.
Main Methods:
- 500 patients undergoing non-gated chest CT were analyzed.
- Left atrium maximal axial cross-sectional area (LA-MACSA) and left atrium anterior-posterior dimension (LA-AP) were measured.
- Statistical analyses and machine learning models were employed to predict AFib using LA measurements and clinical data.
Main Results:
- Patients with AFib exhibited significantly larger LA-MACSA and LA-AP compared to those without AFib (P <0.000001).
- LA-MACSA and LA-AP showed an AUC of 0.73 for AFib prediction.
- Multivariable analysis and machine learning models improved AFib prediction accuracy, with AUCs up to 0.77.
Conclusions:
- LA-MACSA (>30 cm²) and LA-AP (>4.5 cm) are specific CT-based indicators for predicting AFib risk.
- These measurements can be rapidly obtained from routine chest CT scans.
- Utilizing CT-derived LA metrics can aid in identifying patients at increased risk for AFib.
Purpose:
Quantitative biomarkers from chest computed tomography (CT) can facilitate the incidental detection of important diseases. Atrial fibrillation (AFib) substantially increases the risk for comorbid conditions including stroke. This study investigated the relationship between AFib status and left atrial enlargement (LAE) on CT.
Materials And Methods:
A total of 500 consecutive patients who had undergone nongated chest CTs were included, and left atrium maximal axial cross-sectional area (LA-MACSA), left atrium anterior-posterior dimension (LA-AP), and vertebral body cross-sectional area (VB-Area) were measured. Height, weight, age, sex, and diagnosis of AFib were obtained from the medical record. Parametric statistical analyses and receiver operating characteristic curves were performed. Machine learning classifiers were run with clinical risk factors and LA measurements to predict patients with AFib.
Results:
Eighty-five patients with a diagnosis of AFib were identified. Mean LA-MACSA and LA-AP were significantly larger in patients with AFib than in patients without AFib (28.63 vs. 20.53 cm 2 , P <0.000001; 4.34 vs. 3.5 cm, P <0.000001, respectively), both with area under the curves (AUCs) of 0.73. Multivariable logistic regression analysis including age, sex, and VB-Area with LA-MACSA improved the AUC for predicting AFib (AUC=0.77). An LA-MACSA threshold of 30 cm 2 demonstrated high specificity for AFib diagnosis at 92% and sensitivity of 48%, and LA-AP threshold at 4.5 cm demonstrated 90% specificity and 42% sensitivity. A Bayesian machine learning model using age, sex, height, body surface area, and LA-MACSA predicted AFib with an AUC of 0.743.
Conclusions:
LA-MACSA or LA-AP can be rapidly measured from routine chest CT, and when >30 cm 2 and >4.5 cm, respectively, are specific indicators to predict patients at increased risk for AFib.
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