Department of Radiology, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150086, China.
Department of Radiology, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China.
Brain Imaging Behav. 2024 Apr;18(2):368-377. doi: 10.1007/s11682-023-00808-z. Epub 2023 Dec 16.
Estrogen deficiency in the early postmenopausal phase is associated with an increased long-term risk of cognitive decline or dementia. Non-invasive characterization of the pathological features of the pathological hallmarks in the brain associated with postmenopausal women (PMW) could enhance patient management and the development of therapeutic strategies. Radiomics is a means to quantify the radiographic phenotype of a diseased tissue via the high-throughput extraction and mining of quantitative features from images acquired from modalities such as CT and magnetic resonance imaging (MRI). This study set out to explore the correlation between radiomics features based on MRI and pathological features of the hippocampus and cognitive function in the PMW mouse model. Ovariectomized (OVX) mice were used as PWM models. MRI scans were performed two months after surgery. The brain's hippocampal region was manually annotated, and the radiomic features were extracted with PyRadiomics. Chemiluminescence was used to evaluate the peripheral blood estrogen level of mice, and the Morris water maze test was used to evaluate the cognitive ability of mice. Nissl staining and immunofluorescence were used to quantify neuronal damage and COX1 expression in brain sections of mice. The OVX mice exhibited marked cognitive decline, brain neuronal damage, and increased expression of mitochondrial complex IV subunit COX1, which are pathological phenomena commonly observed in the brains of AD patients, and these phenotypes were significantly correlated with radiomics features (p < 0.05, |r|>0.5), including Original_firstorder_Interquartile Range, Original_glcm_Difference Average, Original_glcm_Difference Average and Wavelet-LHH_glszm_Small Area Emphasis. Meanwhile, the above radiomics features were significantly different between the sham-operated and OVX groups (p < 0.01) and were associated with decreased serum estrogen levels (p < 0.05, |r|>0.5). This initial study indicates that the above radiomics features may have a role in the assessment of the pathology of brain damage caused by estrogen deficiency using routinely acquired structural MR images.
绝经后早期雌激素缺乏与长期认知能力下降或痴呆的风险增加有关。对与绝经后妇女(PMW)相关的大脑病理特征的病理特征进行非侵入性特征描述,可以增强患者管理和治疗策略的开发。放射组学是一种通过从 CT 和磁共振成像(MRI)等模态获取的图像中高通量提取和挖掘定量特征来量化病变组织放射表型的方法。本研究旨在探索基于 MRI 的放射组学特征与 PMW 小鼠模型中海马的病理特征和认知功能之间的相关性。卵巢切除(OVX)小鼠被用作 PMW 模型。手术后两个月进行 MRI 扫描。手动注释大脑海马区,并使用 PyRadiomics 提取放射组学特征。化学发光法用于评估小鼠外周血雌激素水平,Morris 水迷宫试验用于评估小鼠的认知能力。尼氏染色和免疫荧光用于定量小鼠脑切片中的神经元损伤和 COX1 表达。OVX 小鼠表现出明显的认知能力下降、脑神经元损伤和线粒体复合物 IV 亚基 COX1 表达增加,这些是 AD 患者大脑中常见的病理现象,这些表型与放射组学特征显著相关(p < 0.05,|r|> 0.5),包括原始一阶四分位距、原始灰度共生矩阵差异平均值、原始灰度共生矩阵差异平均值和小波-LHH_glszm 小面积强调。同时,上述放射组学特征在假手术组和 OVX 组之间有显著差异(p < 0.01),并与血清雌激素水平降低相关(p < 0.05,|r|> 0.5)。这项初步研究表明,上述放射组学特征可能在使用常规获取的结构 MRI 评估由雌激素缺乏引起的大脑损伤病理方面发挥作用。