Recent Advances of Artificial Intelligence Applications in Interstitial Lung Diseases

被引:8
|
作者
Exarchos, Konstantinos P. [1 ]
Gkrepi, Georgia [1 ]
Kostikas, Konstantinos [1 ]
Gogali, Athena [1 ]
机构
[1] Univ Ioannina, Sch Med, Resp Med Dept, Ioannina 45110, Greece
关键词
interstitial lung diseases; diffuse parenchymal lung diseases; artificial intelligence; machine learning; deep learning;
D O I
10.3390/diagnostics13132303
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Interstitial lung diseases (ILDs) comprise a rather heterogeneous group of diseases varying in pathophysiology, presentation, epidemiology, diagnosis, treatment and prognosis. Even though they have been recognized for several years, there are still areas of research debate. In the majority of ILDs, imaging modalities and especially high-resolution Computed Tomography (CT) scans have been the cornerstone in patient diagnostic approach and follow-up. The intricate nature of ILDs and the accompanying data have led to an increasing adoption of artificial intelligence (AI) techniques, primarily on imaging data but also in genetic data, spirometry and lung diffusion, among others. In this literature review, we describe the most prominent applications of AI in ILDs presented approximately within the last five years. We roughly stratify these studies in three categories, namely: (i) screening, (ii) diagnosis and classification, (iii) prognosis.
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页数:13
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