Comparing mono-exponential, bi-exponential, and stretched-exponential diffusion-weighted MR imaging for stratifying non-alcoholic fatty liver disease in a rabbit model

被引:7
作者
Li, Chang [1 ,2 ]
Ye, Jing [1 ]
Prince, Martin [3 ]
Peng, Yun [1 ]
Dou, Weiqiang [4 ]
Shang, Songan [1 ]
Wu, Jingtao [1 ]
Luo, Xianfu [1 ]
机构
[1] Yangzhou Univ, Clin Med Sch, Northern Jiangsu Peoples Hosp, Dept Radiol, 98 Nantong West Rd, Yangzhou 225001, Jiangsu, Peoples R China
[2] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Dept Radiol, 107 Yan Jiang West Rd, Guangzhou 510120, Peoples R China
[3] Cornell Univ, Weill Med Coll, Dept Radiol, 407 E 61st St, New York, NY 10065 USA
[4] MR Res China, GE Healthcare, Beijing 100176, Peoples R China
关键词
Non-alcoholic fatty liver disease (NAFLD); Non-alcoholic steatohepatitis (NASH); Diffusion magnetic resonance imaging; Diagnostic imaging; INTRAVOXEL INCOHERENT MOTION; FIBROSIS PROGRESSION; HEPATIC STEATOSIS; UNITED-STATES; STEATOHEPATITIS; NASH; DIFFERENTIATION; CARCINOMA; DIAGNOSIS; BIOMARKER;
D O I
10.1007/s00330-020-07005-2
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Objectives To compare diffusion parameters obtained from mono-exponential, bi-exponential, and stretched-exponential diffusion-weighted imaging (DWI) in stratifying non-alcoholic fatty liver disease (NAFLD). Methods Thirty-two New Zealand rabbits were fed a high-fat/cholesterol or standard diet to obtain different stages of NAFLD before 12b-values (0-800 s/mm(2)) DWI. The apparent diffusion coefficient (ADC) from the mono-exponential model; pure water diffusion (D), pseudo-diffusion (D*), and perfusion fraction (f) from bi-exponential DWI; and distributed diffusion coefficient (DDC) and water molecular diffusion heterogeneity index (alpha) from stretched-exponential DWI were calculated for hepatic parenchyma. The goodness of fit of the three models was compared. NAFLD severity was pathologically graded as normal, simple steatosis, borderline, and non-alcoholic steatohepatitis (NASH). Spearman rank correlation analysis and receiver operating characteristic curves were used to assess NAFLD severity. Results Upon comparison, the goodness of fit chi-square from stretched-exponential fitting (0.077 +/- 0.012) was significantly lower than that for the bi-exponential (0.110 +/- 0.090) and mono-exponential (0.181 +/- 0.131) models (p < 0.05). Seven normal, 8 simple steatosis, 6 borderline, and 11 NASH livers were pathologically confirmed from 32 rabbits. Both alpha andDincreased with increasing NAFLD severity (r = 0.811 and 0.373, respectively;p < 0.05). ADC,f, and DDC decreased as NAFLD severity increased (r = - 0.529, - 0.717, and - 0.541, respectively;p < 0.05). Both alpha(area under the curve [AUC] = 0.952) andf(AUC = 0.931) had significantly greater AUCs than ADC (AUC = 0.727) in the differentiation of NASH from borderline or less severe groups (p < 0.05). Conclusions Stretched-exponential DWI with higher fitting efficiency performed, as well as bi-exponential DWI, better than mono-exponential DWI in the stratification of NAFLD severity.
引用
收藏
页码:6022 / 6032
页数:11
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