Department of Biostatistical Sciences, Wake Forest University Health Sciences, Winston-Salem, NC 27157, USA.
Neuroepidemiology. 2010;34(1):55-62. doi: 10.1159/000260071. Epub 2009 Nov 21.
Both the prevalence and extent of brain magnetic resonance imaging (MRI) abnormalities are related to risk factors for dementia. Typically these associations have been explored separately, but an integrated modeling approach would allow the separate relationships to be consistently described and contrasted.
Region-specific measures of ischemic lesion volumes were obtained from standardized brain MRI from 1,403 women enrolled in the Women's Health Initiative hormone therapy trials. Mixed-effects mixed-distribution models were fitted to explore jointly the relationships that the region-specific prevalence of ischemic lesions and region-specific ischemic lesion volumes had with risk factors and scores from tests of cognitive function.
Women with greater probabilities (prevalence) of having ischemic lesions in brain regions also tended to have larger volumes (extent) of ischemic lesions within the affected regions (p < 0.001). Across the 5 regions included in analyses (frontal, limbic, occipital, parietal and temporal), prevalence and extent varied (p < 0.001). Each was increased among women who were older, had hypertension or who had previously been classified as cognitively impaired (p < 0.01). Additionally, extent was significantly increased among women with a history of smoking (p = 0.02). Cognitive function tests were more strongly related to the extent than prevalence of ischemic lesions and relationships varied among cognitive domains (p < 0.001).
Mixed-effects mixed-distribution models provide a coherent basis for examining relationships involving the prevalence and extent of ischemic brain lesions. Across the cohort and regions we examined, relationships with risk factors and cognitive function appeared to be stronger for extent than for prevalence.
脑磁共振成像(MRI)异常的流行率和程度都与痴呆的危险因素有关。通常这些关联是分开探讨的,但综合建模方法可以一致地描述和对比这些独立的关系。
从参加妇女健康倡议激素治疗试验的 1403 名女性的标准化脑部 MRI 中获得了缺血性病变体积的区域特异性测量值。混合效应混合分布模型被拟合,以联合探索特定区域缺血性病变的流行率与特定区域缺血性病变体积与危险因素和认知功能测试评分的关系。
在大脑区域中具有更高缺血性病变概率(流行率)的女性,其病变区域内的病变体积(程度)也更大(p<0.001)。在包括的 5 个分析区域(额叶、边缘叶、枕叶、顶叶和颞叶)中,流行率和程度都有所不同(p<0.001)。在年龄较大、患有高血压或以前被归类为认知障碍的女性中,这两种情况都有所增加(p<0.01)。此外,有吸烟史的女性病变程度显著增加(p=0.02)。认知功能测试与缺血性病变的程度比流行率的关系更密切,并且在认知领域之间存在差异(p<0.001)。
混合效应混合分布模型为检查涉及缺血性脑病变的流行率和程度的关系提供了一个一致的基础。在我们检查的队列和区域中,与危险因素和认知功能的关系似乎与程度比流行率更强。