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  • 标题:Texture analysis of muscle MRI: machine learning-based classifications in idiopathic inflammatory myopathies
  • 本地全文:下载
  • 作者:Keita Nagawa ; Masashi Suzuki ; Yuuya Yamamoto
  • 期刊名称:Scientific Reports
  • 电子版ISSN:2045-2322
  • 出版年度:2021
  • 卷号:11
  • DOI:10.1038/s41598-021-89311-3
  • 语种:English
  • 出版社:Springer Nature
  • 摘要:To develop a machine learning (ML) model that predicts disease groups or autoantibodies in patients with idiopathic inflammatory myopathies (IIMs) using muscle MRI radiomics features. Twenty-two patients with dermatomyositis (DM), 14 with amyopathic dermatomyositis (ADM), 19 with polymyositis (PM) and 19 with non-IIM were enrolled. Using 2D manual segmentation, 93 original features as well as 93 local binary pattern (LBP) features were extracted from MRI (short-tau inversion recovery [STIR
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