Radiomics as a new frontier in modern rheumatology: Chest pathology visualization advances and prospects DOI Creative Commons
Т. V. Beketova, Е. Л. Насонов,

M. A. Alekseev

et al.

Rheumatology Science and Practice, Journal Year: 2025, Volume and Issue: 63(1), P. 24 - 36

Published: March 2, 2025

The article discusses the modern trends in development of digital technologies medicine, exemplified by rheumatology, especially, significance radiomics, which combines radiology, mathematical modeling, and deep machine learning. Texture analysis computed tomography images other imaging methods provides a more deeply characterization pathophysiological features tissues can be considered as non-invasive “virtual biopsy”. It is shown that radiomics enhances quality diagnostic predictive modeling. potential application radiomic models for studying predicting chest organ lesions various pathological conditions, including immune mediated inflammatory diseases, systemic vasculitis. Progress diagnosis treatment rheumatic diseases may facilitated integration omics technologies. era, opens up vast prospects advancements will undoubtedly require complex solutions to new technical, legal, ethical challenges.

Language: Английский

Radiomics as a new frontier in modern rheumatology: Chest pathology visualization advances and prospects DOI Creative Commons
Т. V. Beketova, Е. Л. Насонов,

M. A. Alekseev

et al.

Rheumatology Science and Practice, Journal Year: 2025, Volume and Issue: 63(1), P. 24 - 36

Published: March 2, 2025

The article discusses the modern trends in development of digital technologies medicine, exemplified by rheumatology, especially, significance radiomics, which combines radiology, mathematical modeling, and deep machine learning. Texture analysis computed tomography images other imaging methods provides a more deeply characterization pathophysiological features tissues can be considered as non-invasive “virtual biopsy”. It is shown that radiomics enhances quality diagnostic predictive modeling. potential application radiomic models for studying predicting chest organ lesions various pathological conditions, including immune mediated inflammatory diseases, systemic vasculitis. Progress diagnosis treatment rheumatic diseases may facilitated integration omics technologies. era, opens up vast prospects advancements will undoubtedly require complex solutions to new technical, legal, ethical challenges.

Language: Английский

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