Identifying minimal hepatic encephalopathy in cirrhotic patients by measuring spontaneous brain activity

被引:0
作者
Hua-Jun Chen
Ling Zhang
Long-Feng Jiang
Qiu-Feng Chen
Jun Li
Hai-Bin Shi
机构
[1] The First Affiliated Hospital of Nanjing Medical University,Department of Radiology
[2] The First Affiliated Hospital of Nanjing Medical University,Department of Infectious Diseases
[3] Central South University,School of Information Science and Engineering
来源
Metabolic Brain Disease | 2016年 / 31卷
关键词
Minimal hepatic encephalopathy; Cirrhosis; Amplitude of low-frequency fluctuations; Functional magnetic resonance imaging;
D O I
暂无
中图分类号
学科分类号
摘要
It has been demonstrated that minimal hepatic encephalopathy (MHE) is associated with aberrant regional intrinsic brain activity in cirrhotic patients. However, few studies have investigated whether altered intrinsic brain activity can be used as a biomarker of MHE among cirrhotic patients. In this study, 36 cirrhotic patients (with MHE, n = 16; without MHE [NHE], n = 20) underwent resting-state functional magnetic resonance imaging (fMRI). Spontaneous brain activity was measured by examining the amplitude of low-frequency fluctuations (ALFF) in the fMRI signal. MHE was diagnosed based on the Psychometric Hepatic Encephalopathy Score (PHES). A two-sample t-test was used to determine the regions of interest (ROIs) in which ALFF differed significantly between the two groups; then, ALFF values within ROIs were selected as classification features. A linear discriminative analysis was used to differentiate MHE patients from NHE patients. The leave-one-out cross-validation method was used to estimate the performance of the classifier. The classification analysis was 80.6 % accurate (81.3 % sensitivity and 80.0 % specificity) in terms of distinguishing between the two groups. Six ROIs were identified as the most discriminative features, including the bilateral medial frontal cortex/anterior cingulate cortex, posterior cingulate cortex/precuneus, left precentral and postcentral gyrus, right lingual gyrus, middle frontal gyrus, and inferior/superior parietal lobule. The ALFF values within ROIs were correlated with PHES in cirrhotic patients. Our findings suggest that altered regional brain spontaneous activity is a useful biomarker for MHE detection among cirrhotic patients.
引用
收藏
页码:761 / 769
页数:8
相关论文
共 283 条
[1]  
Ashburner J(2007)A fast diffeomorphic image registration algorithm Neuroimage 38 95-113
[2]  
Ashburner J(2005)Unified segmentation Neuroimage 26 839-851
[3]  
Friston KJ(2009)Spectrum of neurocognitive impairment in cirrhosis: Implications for the assessment of hepatic encephalopathy Hepatology 50 2014-2021
[4]  
Bajaj JS(2010)Persistence of cognitive impairment after resolution of overt hepatic encephalopathy Gastroenterology 138 2332-2340
[5]  
Wade JB(1999)Prognostic significance of hepatic encephalopathy in patients with cirrhosis J Hepatol 30 890-895
[6]  
Sanyal AJ(2010)DPARSF: a MATLAB toolbox for “pipeline” data analysis of resting-state fMRI Front Syst Neurosci 4 13-145
[7]  
Bajaj JS(2012)Abnormal baseline brain activity in low-grade hepatic encephalopathy: a resting-state fMRI study J Neurol Sci 318 140-2469
[8]  
Schubert CM(2012)Structural and functional cerebral impairments in cirrhotic patients with a history of overt hepatic encephalopathy Eur J Radiol 81 2463-9
[9]  
Heuman DM(2012)Changes in the regional homogeneity of resting-state brain activity in minimal hepatic encephalopathy Neurosci Lett 507 5-270
[10]  
Wade JB(2013)Brain dysfunction primarily related to previous overt hepatic encephalopathy compared with minimal hepatic encephalopathy: resting-state functional MR imaging demonstration Radiology 266 261-487