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人工智能在数字化胸部X线摄影阅片中用于肺结核筛查的应用。

Application of artificial intelligence in digital chest radiography reading for pulmonary tuberculosis screening.

作者信息

Cao Xue-Fang, Li Yuan, Xin He-Nan, Zhang Hao-Ran, Pai Madhukar, Gao Lei

机构信息

NHC Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, And Center for Tuberculosis Research, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, China.

JF Healthcare, Nanchang, Jiangxi 330072, China.

出版信息

Chronic Dis Transl Med. 2021 Mar 3;7(1):35-40. doi: 10.1016/j.cdtm.2021.02.001. eCollection 2021 Mar.

Abstract

Currently, the diagnosis of tuberculosis (TB) is mainly based on the comprehensive consideration of the patient's symptoms and signs, laboratory examinations and chest radiography (CXR). CXR plays a pivotal role to support the early diagnosis of TB, especially when used for TB screening and differential diagnosis. However, high cost of CXR hardware and shortage of certified radiologists poses a major challenge for CXR application in TB screening in resource limited settings. The latest development of artificial intelligence (AI) combined with the accumulation of a large number of medical images provides new opportunities for the establishment of computer-aided detection (CAD) systems in the medical applications, especially in the era of deep learning (DL) technology. Several CAD solutions are now commercially available and there is growing evidence demonstrate their value in imaging diagnosis. Recently, WHO published a rapid communication which stated that CAD may be used as an alternative to human reader interpretation of plain digital CXRs for screening and triage of TB.

摘要

目前,结核病(TB)的诊断主要基于对患者症状体征、实验室检查及胸部X线摄影(CXR)的综合考量。CXR在支持结核病的早期诊断方面发挥着关键作用,尤其是用于结核病筛查和鉴别诊断时。然而,CXR硬件成本高昂以及合格放射科医生短缺,对资源有限地区将CXR应用于结核病筛查构成了重大挑战。人工智能(AI)的最新发展以及大量医学图像的积累,为在医疗应用中建立计算机辅助检测(CAD)系统提供了新机遇,尤其是在深度学习(DL)技术时代。现在有几种CAD解决方案已商业化,越来越多的证据表明它们在影像诊断中的价值。最近,世界卫生组织发布了一份快速通报,指出CAD可作为人工阅片解读普通数字CXR用于结核病筛查和分流的替代方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/27ff/8110935/59785f5c691d/gr1.jpg

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