Computer-aided diagnosis in rheumatic diseases using ultrasound: an overview

被引：0
作者：
Josefina Gutiérrez-Martínez
Carlos Pineda
Hugo Sandoval
Araceli Bernal-González
机构：
[1] Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra,Division of Medical Engineering Research
[2] Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra,Division of Musculoskeletal and Rheumatic Disorders
[3] Instituto Nacional de Rehabilitación Luis Guillermo Ibarra Ibarra,Sociomedical Research Unit
来源：
Clinical Rheumatology | 2020年 / 39卷
关键词：
Artificial intelligence; Computer-assisted diagnosis; Expert systems; Machine learning; Rheumatology;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Clinical evaluation of rheumatic and musculoskeletal diseases through images is a challenge for the beginner rheumatologist since image diagnosis is an expert task with a long learning curve. The aim of this work was to present a narrative review on the main ultrasound computer-aided diagnosis systems that may help clinicians thanks to the progress made in the application of artificial intelligence techniques. We performed a literature review searching for original articles in seven repositories, from 1970 to 2019, and identified 11 main methods currently used in ultrasound computer-aided diagnosis systems. Also, we found that rheumatoid arthritis, osteoarthritis, systemic lupus erythematosus, and idiopathic inflammatory myopathies are the four musculoskeletal and rheumatic diseases most studied that use these innovative systems, with an overall accuracy of > 75%.
引用
收藏
页码：993 / 1005
页数：12
相关论文
共 257 条
[1]  
Tins BJ(2013)Imaging in rheumatology: reconciling radiology and rheumatology Insights Imaging 4 799-810
[2]  
Butler R(2011)Computer-aided diagnosis: how to move from the laboratory to the clinic Radiology 261 719-732
[3]  
Van Ginneken B(2014)Synovial pathology detected on ultrasound correlates with the severity of radiographic knee osteoarthritis more than with symptoms Osteoarthr Cartil 22 1627-1633
[4]  
Schaefer-Prokop CM(2002)Computer-aided diagnosis in radiology Acad Radiol 9 1-3
[5]  
Prokop M(2007)Computer-aided diagnosis in medical imaging: historical review, current status and future potential Comput Med Imaging Graph 31 198-211
[6]  
Hall M(2013)Computer-aided diagnosis of rheumatoid arthritis with optical tomography, part 1: feature extraction J Biomed Opt 18 076001-10
[7]  
Doherty S(2018)Ultrasound and its clinical use in rheumatoid arthritis: where do we stand? Adv Rheumatol 58 19-61
[8]  
Courtney P(2010)Early detection of bony alterations in rheumatoid and erosive arthritis of finger joints with high-resolution single photon emission computed tomography, and differentiation between them Skelet Radiol 39 55-394
[9]  
Latief K(2009)Ultrasound imaging for the rheumatologist. XXI. Role of ultrasound imaging in early arthritis Clin Exp Rheumatol 27 391-8
[10]  
Zhang W(2017)The third eye of the rheumatologist: applications of musculoskeletal ultrasound in rheumatic diseases J Med Ultrasound 25 4-536
12345678910