Heart volume on health checkup CT scans inversely correlates with pulse rate: data-driven analysis using deep-learning segmentation.

Journal: Japanese journal of radiology
Published Date: May 5, 2025

Abstract

PURPOSE: This study aims to elucidate correlation between heart volume on computed tomography (CT) and various health checkup examination data in the general population. Furthermore, this study aims to examine the utility of a deep-learning segmentation tool in the data-driven analysis of CT big data.

Authors

  • Kanato Masayoshi
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Masahiro Hashimoto
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan. m.hashimoto@rad.med.keio.ac.jp.
  • Naoki Toda
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Hirozumi Mori
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Goh Kobayashi
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Hasnine Haque
    GE Healthcare, Tokyo, Japan.
  • Kohei Furuya
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Takahiro Watanabe
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.
  • Masahiro Jinzaki
    Department of Radiology, Keio University School of Medicine, Tokyo, Japan.

Keywords

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