全球精选文摘 - 痴呆诊断的准确性——一项放射学医师与计算机方法间的直接比较

高级搜索

免费注册

首页

期刊文献

全球精选文摘

中国作者重要发表

爱思唯尔期刊精选全文

柳叶刀中文版精选全文

2009年诺贝尔奖得主文章

成功投稿经验系列访谈

2010年度诺贝尔奖得主

医药资讯

医学资讯

药品动态

诊疗指南

病例分析

数据库

会议精粹

柳叶刀流感峰会

2009世界高血压大会

辉瑞中国医学研究高峰论坛

上海东方呼吸病国际论坛

GAP-CCBC系列会议

精品书籍

爱思唯尔参考书

新书订购活动

疾病资源

专家博客

当前位置 > > > >

痴呆诊断的准确性——一项放射学医师与计算机方法间的直接比较

Accuracy of dementia diagnosis—A direct comparison between radiologists and a computerized method

Klöppel S, Stonnington CM, Barnes J 2009/7/24 12:13:21

【发表评论】【全球专家评论】

打印| 推荐给好友

Brain, 2009,

专家评级：

★★

循证评级：

View at Publisher

There has been recent interest in the application of machine learning techniques to neuroimaging-based diagnosis. These methods promise fully automated, standard PC-based clinical decisions, unbiased by variable radiological expertise. We recently used support vector machines (SVMs) to separate sporadic Alzheimer's disease from normal ageing and from fronto-temporal lobar degeneration (FTLD). In this study, we compare the results to those obtained by radiologists. A binary diagnostic classification was made by six radiologists with different levels of experience on the same scans and information that had been previously analysed with SVM. SVMs correctly classified 95% (sensitivity/specificity: 95/95) of sporadic Alzheimer's disease and controls into their respective groups. Radiologists correctly classified 65–95% (median 89%; sensitivity/specificity: 88/90) of scans. SVM correctly classified another set of sporadic Alzheimer's disease in 93% (sensitivity/specificity: 100/86) of cases, whereas radiologists ranged between 80% and 90% (median 83%; sensitivity/specificity: 80/85). SVMs were better at separating patients with sporadic Alzheimer's disease from those with FTLD (SVM 89%; sensitivity/specificity: 83/95; compared to radiological range from 63% to 83%; median 71%; sensitivity/specificity: 64/76). Radiologists were always accurate when they reported a high degree of diagnostic confidence. The results show that well-trained neuroradiologists classify typical Alzheimer's disease-associated scans comparable to SVMs. However, SVMs require no expert knowledge and trained SVMs can readily be exchanged between centres for use in diagnostic classification. These results are encouraging and indicate a role for computerized diagnostic methods in clinical practice.

请登录后发表评论，点击此处登录。

全部学科

疾病资源中心

高血压	慢性阻塞性肺病
脂肪性肝病	糖尿病
卒中	肺癌
冠心病	子宫内膜异位症
结直肠癌	乳腺癌
心力衰竭	心律失常

病例分析 [栏目介绍]

甲状腺功能亢进合并黄疸

王燕燕王曙

上海交通大学附属瑞金医院内分泌科

患者，女，69岁。2009年1月无明显诱因下出现乏力，当时程度较轻，未予以重视。2009年3月患者乏力症状加重，尿色逐渐加深，大便习惯改变，颜色变淡。4月18日入我院感染科治疗，诉轻度头晕、心慌，体重减轻10kg。无肝区疼痛，无发热，无腹痛、腹泻、腹胀、里急后重，无恶性、呕吐等。入院半月前于外院就诊，查肝功能：ALT 601IU/L，AST 785IU/L，TBIL 97.7umol/L，白蛋白 41g/L，甲状腺功能：游离T3 30.6pmol/L，游离T4 51.9pmol/L，心电图示快速房颤。

更多>>>

医学数据库