Literature DB >> 22874260

Estimating rheumatoid arthritis activity with infrared image analysis.

Monique Frize1, Abiola Ogungbemile.   

Abstract

This work describes the development of a new diagnostic tool to assess the severity of rheumatoid arthritis (RA) using infrared image collection and analysis. Early work showed that the temperature distribution of joints of hands and knees of patients with RA was statistically significantly different from that of normal subjects. Current work identified ankles as also significant for an assessment of RA. Moreover, the patients were classified in three levels of RA severity (High, Medium, and Low) using a C5.0 decision tree classifier with excellent results: Sensitivity (true positive cases) of 96 % and a specificity (true negative cases) of 92%. Future work will automate the image analysis and test clinically by comparing to MR as ground truth.

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Mesh:

Year:  2012        PMID: 22874260

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  3 in total

Review 1.  Biomarkers for Musculoskeletal Pain Conditions: Use of Brain Imaging and Machine Learning.

Authors:  Jeff Boissoneault; Landrew Sevel; Janelle Letzen; Michael Robinson; Roland Staud
Journal:  Curr Rheumatol Rep       Date:  2017-01       Impact factor: 4.592

2.  Infrared Thermography for the Evaluation of Inflammatory and Degenerative Joint Diseases: A Systematic Review.

Authors:  Guglielmo Schiavon; Gianluigi Capone; Monique Frize; Stefano Zaffagnini; Christian Candrian; Giuseppe Filardo
Journal:  Cartilage       Date:  2021-12       Impact factor: 3.117

Review 3.  Application of infrared thermography in computer aided diagnosis.

Authors:  Oliver Faust; U Rajendra Acharya; E Y K Ng; Tan Jen Hong; Wenwei Yu
Journal:  Infrared Phys Technol       Date:  2014-06-20       Impact factor: 2.638

  3 in total

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