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规范建模揭示了非酒精性脂肪性肝病中肝脂肪变性和肝纤维化之间的年龄非典型皮质厚度差异。

Normative Modeling Reveals Age-Atypical Cortical Thickness Differences Between Hepatic Steatosis and Fibrosis in Non-Alcoholic Fatty Liver Disease.

作者信息

Kim Minchul, Hwang Inpyeong, Choi Kyu Sung, Lee Junhyeok, Ryu Minjung, Park Jung Hyun, Moon Joon Ho

机构信息

Department of Radiology, Samsung Kangbuk Hospital, Sungkyunkwan University School of Medicine, Seoul, South Korea.

Department of Radiology, Seoul National University Hospital and Seoul National University College of Medicine, Seoul, South Korea.

出版信息

Brain Behav. 2025 Apr;15(4):e70466. doi: 10.1002/brb3.70466.

Abstract

OBJECTIVES

To investigate individual variations and outliers in cortical thickness among non-alcoholic fatty liver disease (NAFLD) patients, ranging from hepatic steatosis to fibrosis, using neuroanatomical normative modeling.

MATERIALS AND METHODS

A cross-sectional study with 2637 health check-up subjects was conducted. Among NAFLD patients, hepatic steatosis (n = 556) and fibrosis (n = 57) were determined by hepatic steatosis index and fibrosis-4 score, respectively. Cortical thickness in 148 different brain regions was assessed using T1-weighted MRI scans. A publicly available neuroanatomical normative model analyzed cortical thickness distributions with data from around 58,000 participants. The hierarchical Bayesian regression was used to estimate cortical thickness deviation for each region, taking age, sex, and sites into account. On the basis of a normal adaptation set, Z-scores below -1.96 or above +1.96 per region were classified as outliers. The total outlier count (tOC) was then calculated to quantify regional heterogeneity. Mass univariate analysis was conducted to compare steatosis and fibrosis groups, and the spatial patterns of regional heterogeneity were qualitatively analyzed.

RESULTS

Patients with hepatic fibrosis had a higher number of positive outlier regions (mean 6.3 ± 10.3) than hepatic steatosis (mean 4.2 ± 6.2, p = 0.02). Mass univariate group difference testing of 148 brain regions revealed patients with hepatic fibrosis had 6 cortical areas thicker than hepatic steatosis. Two groups showed shared regional heterogeneity in the temporal cortex.

CONCLUSION

Distinct brain atrophy patterns were observed in NAFLD patients compared to the normal group, with more frequent temporal cortex outliers in both hepatic steatosis and fibrosis. Hepatic fibrosis showed slightly increased cortical thickness relative to steatosis.

摘要

目的

利用神经解剖学规范模型,研究非酒精性脂肪性肝病(NAFLD)患者从肝脂肪变性到肝纤维化过程中皮质厚度的个体差异和异常值。

材料与方法

对2637名健康体检受试者进行了一项横断面研究。在NAFLD患者中,分别通过肝脂肪变性指数和纤维化-4评分确定肝脂肪变性(n = 556)和肝纤维化(n = 57)。使用T1加权MRI扫描评估148个不同脑区的皮质厚度。一个公开可用的神经解剖学规范模型利用来自约58000名参与者的数据分析皮质厚度分布。采用分层贝叶斯回归估计每个区域的皮质厚度偏差,同时考虑年龄、性别和部位。基于正常适应集,每个区域Z分数低于-1.96或高于+1.96被分类为异常值。然后计算总异常值计数(tOC)以量化区域异质性。进行了大规模单变量分析以比较脂肪变性和纤维化组,并定性分析了区域异质性的空间模式。

结果

肝纤维化患者的正异常值区域数量(平均6.3±10.3)高于肝脂肪变性患者(平均4.2±6.2,p = 0.02)。对148个脑区进行的大规模单变量组差异测试显示,肝纤维化患者有6个皮质区域比肝脂肪变性患者厚。两组在颞叶皮质显示出共同的区域异质性。

结论

与正常组相比,NAFLD患者观察到明显不同的脑萎缩模式,肝脂肪变性和肝纤维化患者的颞叶皮质异常值更为常见。相对于脂肪变性,肝纤维化显示皮质厚度略有增加。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f551/11975609/921c53e07547/BRB3-15-e70466-g001.jpg

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