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

被引:10
|
作者
Gutierrez-Martinez, Josefina [1 ]
Pineda, Carlos [2 ]
Sandoval, Hugo [3 ]
Bernal-Gonzalez, Araceli [2 ]
机构
[1] Inst Nacl Rehabil Luis Guillermo Ibarra Ibarra, Div Med Engn Res, Calzada Mexico Xochimilco 289, Mexico City 14389, DF, Mexico
[2] Inst Nacl Rehabil Luis Guillermo Ibarra Ibarra, Div Musculoskeletal & Rheumat Disorders, Calzada Mexico Xochimilco 289, Mexico City 14389, DF, Mexico
[3] Inst Nacl Rehabil Luis Guillermo Ibarra Ibarra, Sociomed Res Unit, Calzada Mexico Xochimilco 289, Mexico City 14389, DF, Mexico
关键词
Artificial intelligence; Computer-assisted diagnosis; Expert systems; Machine learning; Rheumatology; X-RAY; SYSTEM; OSTEOARTHRITIS; ARTHRITIS; IMAGES; CLASSIFICATION; VALIDATION; CRITERIA;
D O I
10.1007/s10067-019-04791-z
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
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:13
相关论文
共 50 条
  • [1] Computer-aided diagnosis in rheumatic diseases using ultrasound: an overview
    Josefina Gutiérrez-Martínez
    Carlos Pineda
    Hugo Sandoval
    Araceli Bernal-González
    Clinical Rheumatology, 2020, 39 : 993 - 1005
  • [2] Computer-aided Diagnosis of Various Diseases Using Ultrasonography Images
    Mohit, Kumar
    Gupta, Rajeev
    Kumar, Basant
    CURRENT MEDICAL IMAGING, 2024, 20
  • [3] Computer-aided Characterization and Diagnosis of Diffuse Liver Diseases Based on Ultrasound Imaging: A Review
    Bharti, Puja
    Mittal, Deepti
    Ananthasivan, Rupa
    ULTRASONIC IMAGING, 2017, 39 (01) : 33 - 61
  • [4] COMPUTER-AIDED DIAGNOSIS FOR BREAST ULTRASOUND USING COMPUTERIZED BI-RADS FEATURES AND MACHINE LEARNING METHODS
    Shan, Juan
    Alam, S. Kaisar
    Garra, Brian
    Zhang, Yingtao
    Ahmed, Tahira
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2016, 42 (04) : 980 - 988
  • [5] Computer-Aided Diagnosis of Pulmonary Fibrosis Using Deep Learning and CT Images
    Christe, Andreas
    Peters, Alan A.
    Drakopoulos, Dionysios
    Heverhagen, Johannes T.
    Geiser, Thomas
    Stathopoulou, Thomai
    Christodoulidis, Stergios
    Anthimopoulos, Marios
    Mougiakakou, Stavroula G.
    Ebner, Lukas
    INVESTIGATIVE RADIOLOGY, 2019, 54 (10) : 627 - 632
  • [6] Computer-Aided Diagnosis in Hysteroscopic Imaging
    Neofytou, M. S.
    Tanos, V.
    Constantinou, I.
    Kyriacou, E. C.
    Pattichis, M. S.
    Pattichis, C. S.
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2015, 19 (03) : 1129 - 1136
  • [7] COMPUTER-AIDED DIAGNOSIS BASED ON SPECKLE PATTERNS IN ULTRASOUND IMAGES
    Moon, Woo Kyung
    Lo, Chung-Ming
    Huang, Chiun-Sheng
    Chen, Jeon-Hor
    Chang, Ruey-Feng
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2012, 38 (07) : 1251 - 1261
  • [8] Ultrasound Based Computer-Aided Diagnosis of Kidneys for Pediatric Hydronephrosis
    Cerrolaza, Juan J.
    Peters, Craig A.
    Martin, Aaron D.
    Myers, Emmarie
    Safdar, Nabile
    Linguraru, Marius George
    MEDICAL IMAGING 2014: COMPUTER-AIDED DIAGNOSIS, 2014, 9035
  • [9] COMPUTER-AIDED DIAGNOSIS OF DIFFERENT ROTATOR CUFF LESIONS USING SHOULDER MUSCULOSKELETAL ULTRASOUND
    Chang, Ruey-Feng
    Lee, Chung-Chien
    Lo, Chung-Ming
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2016, 42 (09) : 2315 - 2322
  • [10] Computer-aided diagnosis for colonoscopy
    Mori, Yuichi
    Kudo, Shin-ei
    Berzin, Tyler M.
    Misawa, Masashi
    Takeda, Kenichi
    ENDOSCOPY, 2017, 49 (08) : 813 - 819