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非酒精性脂肪性肝病与冠状动脉周围脂肪组织和心包脂肪组织的关联研究:基于影像组学特征对合并非酒精性脂肪性肝病的稳定型冠心病患者进行诊断

Association study of NAFLD with pericoronary adipose tissue and pericardial adipose tissue: Diagnosis of stable CAD patients with NAFLD based on radiomic features.

作者信息

Li Na, Dong Xiaolin, Zhu Chentao, Shi Zhenzhou, Pan Hong, Wang Shuting, Chen Yue, Wang Wei, Zhang Tong

机构信息

Department of Radiology, Fourth Affiliated Hospital of Harbin Medical University, Harbin, CN, China.

Department of Radiology, Qilu Hospital of Shandong University Qingdao Branch, Jinan, CN, China.

出版信息

Nutr Metab Cardiovasc Dis. 2025 Jan;35(1):103678. doi: 10.1016/j.numecd.2024.06.020. Epub 2024 Jul 4.

Abstract

BACKGROUND AND AIM

Nonalcoholic fatty liver disease (NAFLD) is prone to complicated cardiovascular disease, and we aimed to identify patients with NAFLD who are prone to developing stable coronary artery disease (CAD).

METHODS AND RESULTS

We retrospectively recruited adults who underwent coronary computed tomography angiography (CTA). A total of 127 NAFLD patients and 127 non-NAFLD patients were included in this study. Clinical features and imaging parameters were analysed, mainly including pericardial adipose tissue (PAT), pericoronary adipose tissue (PCAT), and radiomic features of 6792 PCATs. The inflammatory associations of NAFLD patients with PAT and PCAT were analysed. Clinical features (model 1), CTA parameters (model 2), the radscore (model 3), and a composite model (model 4) were constructed to identify patients with NAFLD with stable CAD. The presence of NAFLD resulted in a greater inflammatory involvement in all three coronary arteries (all P < 0.01) and was associated with increased PAT volume (r = 0.178**, P < 0.05). In the presence of NAFLD, the mean CT value of the PAT was significantly correlated with the fat attenuation index (FAI) in all three vessels and had the strongest correlation with the RCA FAI (r = 0.55, p < 0.001). A total of 9 radiomic features were screened by LASSO regression to calculate radiomic scores. In the model comparison, model 4 had the best performance of all models (AUC 0.914 [0.863-0.965]) and the highest overall diagnostic value of the model (sensitivity: 0.814, specificity: 0.941).

CONCLUSIONS

NAFLD correlates with PAT volume and PCAT inflammation. Furthermore, combining clinical features, CTA parameters, and radiomic scores can improve the efficiency of early diagnosis of stable CAD in patients with NAFLD.

摘要

背景与目的

非酒精性脂肪性肝病(NAFLD)易并发心血管疾病,我们旨在识别易发生稳定型冠状动脉疾病(CAD)的NAFLD患者。

方法与结果

我们回顾性招募了接受冠状动脉计算机断层扫描血管造影(CTA)的成年人。本研究共纳入127例NAFLD患者和127例非NAFLD患者。分析了临床特征和影像学参数,主要包括心包脂肪组织(PAT)、冠状动脉周围脂肪组织(PCAT)以及6792个PCAT的放射组学特征。分析了NAFLD患者与PAT和PCAT的炎症关联。构建了临床特征(模型1)、CTA参数(模型2)、放射组学评分(模型3)和综合模型(模型4),以识别患有稳定型CAD的NAFLD患者。NAFLD的存在导致所有三支冠状动脉的炎症累及更严重(所有P < 0.01),并与PAT体积增加相关(r = 0.178**,P < 0.05)。在存在NAFLD的情况下,PAT的平均CT值与所有三支血管的脂肪衰减指数(FAI)显著相关,与右冠状动脉FAI的相关性最强(r = 0.55,p < 0.001)。通过LASSO回归筛选出9个放射组学特征以计算放射组学评分。在模型比较中,模型4在所有模型中表现最佳(AUC 0.914 [0.863 - 0.965]),且模型的总体诊断价值最高(敏感性:0.814,特异性:0.941)。

结论

NAFLD与PAT体积和PCAT炎症相关。此外,结合临床特征、CTA参数和放射组学评分可提高NAFLD患者稳定型CAD的早期诊断效率。

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