Automated three-dimensional left atrial analysis on computed tomography angiography: reproducibility and workflow efficiency of eight clinically relevant metrics using a deep learning pipeline

The proposed pipeline enables rapid, reproducible, and expert-level quantification of eight LA metrics on CTA, demonstrating technical feasibility for clinical integration pending prospective validation of procedural impact.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2026-01-15
DOI
https://doi.org/10.3389/fbioe.2025.1697542
Primary Topic
Atrial Fibrillation Management and Outcomes
Type
article
Field-Weighted Citation Impact
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article

Automated three-dimensional left atrial analysis on computed tomography angiography: reproducibility and workflow efficiency of eight clinically relevant metrics using a deep learning pipeline

Youqi Fan, Liuguang Song, Ping Wang, Xiaoya Wang et al.
Frontiers in Bioengineering and Biotechnology
Atrial Fibrillation Management and Outcomes
article

Automated three-dimensional left atrial analysis on computed tomography angiography: reproducibility and workflow efficiency of eight clinically relevant metrics using a deep learning pipeline

Youqi Fan, Liuguang Song, Ping Wang, Xiaoya Wang, Jian Ye
article en

Abstract

The proposed pipeline enables rapid, reproducible, and expert-level quantification of eight LA metrics on CTA, demonstrating technical feasibility for clinical integration pending prospective validation of procedural impact.

Frontiers in Bioengineering and BiotechnologyVol. 13
Netherlands Heart Registration (NL), Second Affiliated Hospital of Zhejiang University (CN)
Openalex Percentile: Top 87%
Atrial Fibrillation Management and Outcomes
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