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Fully automated epicardial adipose tissue volume quantification with deep learning and relationship with CAC score and micro/macrovascular complications in people living with type 2 diabetes: the multicenter EPIDIAB study

Authors :
Bénédicte Gaborit
Jean Baptiste Julla
Joris Fournel
Patricia Ancel
Astrid Soghomonian
Camille Deprade
Adèle Lasbleiz
Marie Houssays
Badih Ghattas
Pierre Gascon
Maud Righini
Frédéric Matonti
Nicolas Venteclef
Louis Potier
Jean François Gautier
Noémie Resseguier
Axel Bartoli
Florian Mourre
Patrice Darmon
Alexis Jacquier
Anne Dutour
Source :
Cardiovascular Diabetology, Vol 23, Iss 1, Pp 1-10 (2024)
Publication Year :
2024
Publisher :
BMC, 2024.

Abstract

Abstract Background The aim of this study (EPIDIAB) was to assess the relationship between epicardial adipose tissue (EAT) and the micro and macrovascular complications (MVC) of type 2 diabetes (T2D). Methods EPIDIAB is a post hoc analysis from the AngioSafe T2D study, which is a multicentric study aimed at determining the safety of antihyperglycemic drugs on retina and including patients with T2D screened for diabetic retinopathy (DR) (n = 7200) and deeply phenotyped for MVC. Patients included who had undergone cardiac CT for CAC (Coronary Artery Calcium) scoring after inclusion (n = 1253) were tested with a validated deep learning segmentation pipeline for EAT volume quantification. Results Median age of the study population was 61 [54;67], with a majority of men (57%) a median duration of the disease 11 years [5;18] and a mean HbA1c of7.8 ± 1.4%. EAT was significantly associated with all traditional CV risk factors. EAT volume significantly increased with chronic kidney disease (CKD vs no CKD: 87.8 [63.5;118.6] vs 82.7 mL [58.8;110.8], p = 0.008), coronary artery disease (CAD vs no CAD: 112.2 [82.7;133.3] vs 83.8 mL [59.4;112.1], p = 0.0004, peripheral arterial disease (PAD vs no PAD: 107 [76.2;141] vs 84.6 mL[59.2; 114], p = 0.0005 and elevated CAC score (> 100 vs

Details

Language :
English
ISSN :
14752840
Volume :
23
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Cardiovascular Diabetology
Publication Type :
Academic Journal
Accession number :
edsdoj.08e04aea8e0c40de957d6eb6ec5aef8c
Document Type :
article
Full Text :
https://doi.org/10.1186/s12933-024-02411-y