神经退行性变
肥胖
神经科学
医学
生物
老年学
内科学
疾病
作者
Sara Hosseinzadeh Kasani,Mahsa Dolatshahi,Mahshid Naghashzadeh,Paul K. Commean,Farzaneh Rahmani,Jingxia Liu,LaKisha Lloyd,Caitlyn Nguyen,Nancy Hantler,Abby McBee‐Kemper,Maria Ly,Gary Yu,Joseph E. Ippolito,Jake Weeks,Lael Ceriani,Claude B. Sirlin,John C. Morris,Tammie L.S. Benzinger,Cyrus A. Raji
摘要
Abstract Background Obesity in midlife, defined as body mass index (BMI) of 30 kg/m 2 or higher in those between 40‐60 years, is related to higher Alzheimer’s disease (AD) later in life. Non‐alcoholic fatty liver disease, as a complication of obesity is associated with impaired cognitive function. We investigated the relationship between hepatic fat quantification by use of MRI‐derived Positron Density Fat Fraction (PDFF) and brain cortical thickness in cognitively normal midlife individuals. Method Overall, 63 cognitively normal middle‐aged participants (Age: 50.46±6.19 years, female: 22 (71%), obesity: 32 (50.28 %), BMI: 36.46±4.9 kg/m 2 ) underwent brain and abdominal 3T MRI. PDFF values were calculated using a trained U‐Net convolutional neural network (CNN) model to infer the hepatic PDFF maps from conventional T1‐weighted images. The CNN included the Adam optimizer for training with a learning rate of 1e‐4. Visceral and subcutaneous adipose tissue (VAT, SAT) were automatically segmented using VOXel Analysis Suite (Voxa). FreeSurfer 7.1.1 was used for automatic segmentation of cortical and subcortical brain regions using a probabilistic atlas, followed by visual inspection and if needed, manual editing. A multivariable linear regression analysis was carried out to test the association of PDFF, VAT, SAT, and BMI with brain cortical thickness, with age and sex as covariates. Result We observed a statistically significant association between PDFF and VAT (p=3e‐7), BMI (p=2e‐4), and insulin resistance (1e‐4). Among late‐onset AD (LOAD) cortical regions, there was a significant inverse correlation (Adjusted R²=0.19, p<0.001) between left temporal pole thickness and PDFF. Similarly, higher VAT was associated with thinning in left temporal pole (Adjusted R²=0.22, p<0.001) and middle temporal lobe (Adjusted R²=0.12, p=0.014). Conclusion Overall, our data suggest a potential role of hepatic fat fraction in promoting neurodegeneration in cognitively normal midlife individuals. These findings lend insight into a pathway that can be utilized for future AD risk reduction.
科研通智能强力驱动
Strongly Powered by AbleSci AI