Automated pancreatic extracellular volume fraction as a biomarker for microangiopathy in type 2 diabetes mellitus.

IF 3.2 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Jiayu Wan, Dan Zhao, Xue Lin, Peng Sun, Shen Gui, Weiwei Liu, Lian Yang, Feng Pan
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引用次数: 0

Abstract

Objective: To develop noninvasive, opportunistic screening methods using routine abdominal enhanced CT imaging to derive an automated pancreatic extracellular volume fraction (AP-ECV) as a novel biomarker for evaluating microangiopathy in type 2 diabetes mellitus (T2DM).

Methods: A retrospective study was conducted on 320 patients with T2DM who underwent routine enhanced abdominal CT examinations. Microangiopathy refers to retinopathy, nephropathy or peripheral neuropathy in patients with diabetes. An automated method was developed to calculate AP-ECV values from enhanced abdominal CT images. The association between AP-ECV and T2DM microangiopathy was evaluated using univariate and multivariate logistic regression analyses. Then, assess the sensitivity, specificity, and area under the receiver operating characteristic curve (AUC) for AP-ECV's diagnostic ability in T2DM microangiopathy. Ordinal logistic regression estimated risk factors associated with the severities of microangiopathy, categorized into three levels.

Results: AP-ECV and T2DM duration significantly increased in T2DM patients with microangiopathy (p < 0.01). The AUC for AP-ECV and T2DM duration were 0.767 and 0.761, respectively, with a combined AUC of 0.881. As AP-ECV increased (OR 1.406) and T2DM duration lengthened (OR 1.163), microangiopathy severity significantly escalated.

Conclusion: AP-ECV is a potential imaging biomarker for T2DM microangiopathy, offering a valuable noninvasive diagnostic tool benefitting early management in T2DM patients.

自动胰腺细胞外体积分数作为2型糖尿病微血管病变的生物标志物。
目的:发展无创、机会性筛查方法,通过常规腹部增强CT成像获得胰腺细胞外体积分数(AP-ECV),作为评估2型糖尿病(T2DM)微血管病变的一种新的生物标志物。方法:对320例例行腹部CT增强检查的T2DM患者进行回顾性研究。微血管病变是指糖尿病患者的视网膜病变、肾病或周围神经病变。开发了一种自动方法来计算增强腹部CT图像的AP-ECV值。应用单变量和多变量logistic回归分析评估AP-ECV与T2DM微血管病变之间的关系。然后,评估AP-ECV诊断T2DM微血管病变的敏感性、特异性和受试者工作特征曲线下面积(AUC)。有序逻辑回归估计与微血管病变严重程度相关的危险因素,分为三个级别。结论:AP-ECV是T2DM微血管病变的潜在成像生物标志物,为T2DM患者的早期治疗提供了一种有价值的无创诊断工具。
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来源期刊
BMC Medical Imaging
BMC Medical Imaging RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING-
CiteScore
4.60
自引率
3.70%
发文量
198
审稿时长
27 weeks
期刊介绍: BMC Medical Imaging is an open access journal publishing original peer-reviewed research articles in the development, evaluation, and use of imaging techniques and image processing tools to diagnose and manage disease.
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