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肝细胞特异性对比增强磁共振成像的全肝直方图分析用于预测肝硬化患者的病情进展

Whole-liver histogram analysis of hepatocyte-specific contrast-enhanced magnetic resonance imaging for predicting progression in patients with cirrhosis.

作者信息

Qiao Xu, Wang Zirui, Zhang Xianru, Chen Wei, Wang Li, Chen Yen-Wei

机构信息

Department of Biomedical Engineering, School of Control Science and Engineering, Shandong University, Jinan, China.

Zhongtai Securities Institute for Financial Studies, Shandong University, Jinan, China.

出版信息

Quant Imaging Med Surg. 2024 Aug 1;14(8):6072-6086. doi: 10.21037/qims-24-109. Epub 2024 Jul 25.

DOI:10.21037/qims-24-109
PMID:39144000
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11320508/
Abstract

BACKGROUND

Liver cirrhosis, as the terminal phase of chronic liver disease fibrosis, is associated with high morbidity and mortality. Traditional methods for assessing liver function, such as clinical scoring systems, offer only a global evaluation and may not accurately reflect regional liver function variations. This study aimed at evaluating the diagnostic potential of whole-liver histogram analysis of gadobenate dimeglumine (Gd-BOPTA)-enhanced magnetic resonance imaging (MRI) for predicting the progression of cirrhosis.

METHODS

In this retrospective study, 265 consecutive patients with cirrhosis admitted to the Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University from August 2012 to September 2019 were enrolled. After the exclusion criteria were applied, 117 patients (84 males and 33 females) were divided into Child-Pugh A cirrhosis (n=43), Child-Pugh B cirrhosis (n=49), and Child-Pugh C cirrhosis (n=25). After correction for liver signal intensity with the spleen was completed, 19 histogram features of the whole liver were extracted and modeled to evaluate liver function, with the Child-Pugh class being incorporated as a clinical parameter. Receiver operating characteristic (ROC) curves were used to assess the diagnosis capability and determine the optimal cutoffs after a mean follow-up of 42.3±19.1 (range, 8-93) months. The association between significant histogram features and the cumulative incidence of hepatic insufficiency was analyzed with the adjusted Kaplan-Meier curve model.

RESULTS

Among 117 patients (12%), 14 developed hepatic insufficiency through a period of follow-up. Five features, including the median (P<0.01), 90th percentile (P<0.01), root mean squared (P<0.01), mean (P<0.01), and 10th percentile (P<0.05), were significantly different between the groups with and without hepatic insufficiency according to the Kruskal-Wallis test; in the ROC curve analysis, the area under the curve (AUC) of these features was 0.723 [95% confidence interval (CI): 0.653-0.793], 0.722 (95% CI: 0.652-0.792), 0.722 (95% CI: 0.652-0.792), 0.721 (95% CI: 0.651-0.791), and 0.674 (95% CI: 0.600-0.748) after correction, respectively (all P values <0.05). Median, 90th percentile, root mean squared, and mean were found to be significant factors in predicting liver insufficiency. The adjusted Kaplan-Meier curves revealed that patients with a feature level less than the cutoff, as compared to those with a level above the cutoff, showed a statistically shorter progression-free survival and higher incidences of hepatic insufficiency for significant features of median (cutoff =26.001; 21.28% versus 5.71%; P=0.02), 90th percentile (cutoff =86.263; 20.41% versus 5.88%; P<0.01), root mean squared (cutoff =1,028.477; 19.15% versus 7.14%; P=0.049), and mean (cutoff =27.484; 19.15% versus 7.14%; P=0.049). Patients with a 10th percentile less than -39.811 also showed a higher cumulative incidence of hepatic insufficiency than did those with a value higher than the cutoff (0.18% versus 7.46%; P=0.22).

CONCLUSIONS

Whole-liver histogram analysis of Gd-BOPTA-enhanced MRI may serve as a noninvasive analytical method to predict hepatic insufficiency in patients with cirrhosis.

摘要

背景

肝硬化作为慢性肝病纤维化的终末期,发病率和死亡率都很高。传统的肝功能评估方法,如临床评分系统,仅提供整体评估,可能无法准确反映肝脏区域功能的差异。本研究旨在评估钆贝葡胺(Gd-BOPTA)增强磁共振成像(MRI)全肝直方图分析对预测肝硬化进展的诊断潜力。

方法

在这项回顾性研究中,纳入了2012年8月至2019年9月在山东第一医科大学附属山东省立医院放射科连续收治的265例肝硬化患者。应用排除标准后,117例患者(84例男性和33例女性)被分为Child-Pugh A级肝硬化(n = 43)、Child-Pugh B级肝硬化(n = 49)和Child-Pugh C级肝硬化(n = 25)。在用脾脏校正肝脏信号强度后,提取全肝的19个直方图特征并进行建模以评估肝功能,将Child-Pugh分级作为临床参数纳入。在平均随访42.3±19.1(范围8 - 93)个月后,使用受试者操作特征(ROC)曲线评估诊断能力并确定最佳截断值。采用调整后的Kaplan-Meier曲线模型分析显著直方图特征与肝功能不全累积发生率之间的关联。

结果

在117例患者(12%)中,有14例在随访期间发生了肝功能不全。根据Kruskal-Wallis检验,包括中位数(P < 0.01)、第90百分位数(P < 0.01)、均方根(P < 0.01)、平均值(P < 0.01)和第10百分位数(P < 0.05)在内的5个特征在有和没有肝功能不全的组之间有显著差异;在ROC曲线分析中,校正后这些特征的曲线下面积(AUC)分别为0.723 [95%置信区间(CI):0.653 - 0.793]、0.722(95% CI:0.652 - 0.792)、0.722(95% CI:0.652 - 0.792)、0.721(95% CI:0.651 - 0.791)和0.674(95% CI:0.600 - 0.748)(所有P值 < 0.05)。中位数、第90百分位数、均方根和平均值被发现是预测肝功能不全的重要因素。调整后的Kaplan-Meier曲线显示,与特征水平高于截断值的患者相比,特征水平低于截断值的患者在无进展生存期方面在统计学上更短,并且对于中位数(截断值 = 26.001;21.28%对5.71%;P = 0.02)、第90百分位数(截断值 = 86.263;20.41%对5.88%;P < 0.01)、均方根(截断值 = 1,028.477;19.15%对7.14%;P = 0.049)和平均值(截断值 = 27.484;19.15%对7.14%;P = 0.049)等显著特征,肝功能不全的发生率更高。第10百分位数低于 - 39.811 的患者与高于截断值的患者相比,肝功能不全的累积发生率也更高(0.18%对7.46%;P = 0.22)。

结论

Gd-BOPTA增强MRI全肝直方图分析可作为一种无创分析方法来预测肝硬化患者的肝功能不全。

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