Clinical performance of ultrasonic backscatter parametric and nonparametric statistics in detecting early hepatic steatosis

脂肪变性 回声 非参数统计 超声波传感器 Nakagami分布 超声波 脂肪肝 统计 医学 核医学 放射科 内科学 数学 疾病 解码方法 衰退
作者
Chih-Hao Lin,Ming‐Chih Ho,Po‐Chu Lee,Po‐Jen Yang,Yung‐Ming Jeng,Jia‐Huei Tsai,Chiung‐Nien Chen,Argon Chen
出处
期刊:Ultrasonics [Elsevier BV]
卷期号:142: 107391-107391
标识
DOI:10.1016/j.ultras.2024.107391
摘要

Diagnosis of early hepatic steatosis would allow timely intervention. B-mode ultrasound imaging was in question for detecting early steatosis, especially with a variety of concomitant parenchymal disease. This study aimed to use the surgical specimen as a reference standard to elucidate the clinical performance of ultrasonic echogenicity and backscatter parametric and nonparametric statistics in real-world scenarios. Ultrasound radio-frequency (RF) signals of right liver lobe and patient data were collected preoperatively. Surgical specimen was then used to histologically determine staging of steatosis. A backscatter nonparametric statistic (h), a known backscatter parametric statistic, i.e., the Nakagami parameter (m), and a quantitative echo intensity (env) were calculated. Among the 236 patients included in the study, 93 were grade 0 (<5% fat) and 143 were with steatosis. All the env, m and h statistics had shown significant discriminatory power of steatosis grades (AUC = 0.643–0.907 with p-value < 0.001). Mann-Whitney U tests, however, revealed that only the backscatter statistics m and h were significantly different between the groups of grades 0 and 1 steatosis. The two-way ANOVA showed a significant confounding effect of the elevated ALT on env (p-value = 0.028), but no effect on m or h. Additionally, the severe fibrosis was found to be a significant covariate for m and h. Ultrasonic signals acquired from different scanners were found linearly comparable.
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