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基于 MRI 的泪腺放射组学分析对干燥综合征患者的诊断价值。

The Diagnostic Value of MRI-Based Radiomic Analysis of Lacrimal Glands in Patients with Sjögren's Syndrome.

机构信息

Radiology Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.

2nd Internal Medicine Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400006 Cluj-Napoca, Romania.

出版信息

Int J Mol Sci. 2022 Sep 2;23(17):10051. doi: 10.3390/ijms231710051.

Abstract

This study aimed to assess the effectiveness of MRI-based texture features of the lacrimal glands (LG) in augmenting the imaging differentiation between primary Sjögren’s Syndrome (pSS) affected LG and healthy LG, as well as to emphasize the possible importance of radiomics in pSS early-imaging diagnosis. The MRI examinations of 23 patients diagnosed with pSS and 23 healthy controls were retrospectively included. Texture features of both LG were extracted from a coronal post-contrast T1-weighted sequence, using a dedicated software. The ability of texture features to discriminate between healthy and pSS lacrimal glands was performed through univariate, multivariate, and receiver operating characteristics analysis. Two quantitative textural analysis features, RunLengthNonUniformityNormalized (RLNonUN) and Maximum2DDiameterColumn (Max2DDC), were independent predictors of pSS-affected glands (p < 0.001). Their combined ability was able to identify pSS LG with 91.67% sensitivity and 83.33% specificity. MRI-based texture features have the potential to function as quantitative additional criteria that could increase the diagnostic accuracy of pSS-affected LG.

摘要

本研究旨在评估基于 MRI 的泪腺(LG)纹理特征在增强原发性干燥综合征(pSS)患者 LG 与健康 LG 的影像鉴别诊断中的有效性,并强调放射组学在 pSS 早期影像诊断中的重要性。回顾性纳入 23 例确诊为 pSS 的患者和 23 名健康对照者的 MRI 检查。使用专用软件,从冠状位对比后 T1 加权序列中提取双侧 LG 的纹理特征。通过单变量、多变量和受试者工作特征分析,评估纹理特征区分健康和 pSS 泪腺的能力。两个定量纹理分析特征,RunLengthNonUniformityNormalized(RLNonUN)和 Maximum2DDiameterColumn(Max2DDC),是 pSS 受累腺体的独立预测因子(p < 0.001)。两者联合能够以 91.67%的敏感性和 83.33%的特异性识别 pSS 受累 LG。基于 MRI 的纹理特征具有作为定量附加标准的潜力,可能会提高 pSS 受累 LG 的诊断准确性。

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