Chattopadhyay Trina, Chan Hsien-Jung, Le Duy Chi, Wang Chiao-Yin, Tai Dar-In, Zhou Zhuhuang, Tsui Po-Hsiang
Department of Medical Imaging and Radiological Sciences, College of Medicine, Chang Gung University, Taoyuan 333323, Taiwan.
Radiology Center, 103 Military Hospital, Vietnam Military Medical University, Hanoi 12108, Vietnam.
Diagnostics (Basel). 2025 Sep 1;15(17):2214. doi: 10.3390/diagnostics15172214.
: The FibroScan-aspartate transaminase (AST) score (FAST score) is a hybrid biomarker combining ultrasound and blood test data for identifying nonalcoholic steatohepatitis (NASH). This study aimed to assess the feasibility of using quantitative ultrasound (QUS) biomarkers related to hepatic steatosis for NASH detection and to compare their diagnostic performance with the FAST score. : A total of 137 participants, comprising 71 individuals with NASH and 66 with non-NASH (including 49 normal controls), underwent FibroScan and ultrasound exams. QUS imaging features (Nakagami parameter , homodyned-K parameter , entropy , and attenuation coefficient ) were extracted from backscattered radiofrequency data. A weighted QUS parameter based on , , , and was derived via linear discriminant analysis. NASH was diagnosed based on liver biopsy findings using the nonalcoholic fatty liver disease activity score (NAS). Diagnostic performance was evaluated using the area under the receiver operating characteristic curve (AUROC) and compared with the FAST score using the DeLong test. Separation metrics, including the complement of overlap coefficient, Bhattacharyya distance, Kullback-Leibler divergence, and silhouette score, were used to assess inter-group separability. : All QUS parameters were significantly elevated in NASH patients ( < 0.05). AUROC values for individual QUS features ranged from 0.82 to 0.91, with the weighted QUS parameter achieving 0.91. The FAST score had the highest AUROC (0.96), though differences with the weighted QUS and homodyned-K parameters were not statistically significant ( > 0.05). Separation metrics ranked the FAST score highest, closely followed by the weighted QUS parameter. : QUS biomarkers can be repurposed for NASH detection, with the weighted QUS parameter offering diagnostic accuracy comparable to the FAST score and serving as a promising, blood-free alternative.
FibroScan-天冬氨酸转氨酶(AST)评分(FAST评分)是一种结合超声和血液检测数据的混合生物标志物,用于识别非酒精性脂肪性肝炎(NASH)。本研究旨在评估使用与肝脂肪变性相关的定量超声(QUS)生物标志物进行NASH检测的可行性,并将其诊断性能与FAST评分进行比较。
共有137名参与者,包括71名NASH患者和66名非NASH患者(包括49名正常对照),接受了FibroScan和超声检查。从反向散射射频数据中提取QUS成像特征(中谷参数、同调K参数、熵和衰减系数)。通过线性判别分析得出基于、、和的加权QUS参数。根据使用非酒精性脂肪性肝病活动评分(NAS)的肝活检结果诊断NASH。使用受试者操作特征曲线下面积(AUROC)评估诊断性能,并使用德龙检验与FAST评分进行比较。使用包括重叠系数的互补、巴氏距离、库尔贝克-莱布勒散度和轮廓系数在内的分离指标来评估组间可分离性。
所有QUS参数在NASH患者中均显著升高(<0.05)。单个QUS特征的AUROC值范围为0.82至0.91,加权QUS参数达到0.91。FAST评分的AUROC最高(0.96),尽管与加权QUS和同调K参数的差异无统计学意义(>0.05)。分离指标将FAST评分排在最高,加权QUS参数紧随其后。
QUS生物标志物可重新用于NASH检测,加权QUS参数提供的诊断准确性与FAST评分相当,是一种有前景的无血替代方法。