Machine learning-based detection of sleep-disordered breathing in hypertrophic cardiomyopathy.

Journal: Heart (British Cardiac Society)
PMID: 38589224

Abstract

BACKGROUND: Hypertrophic cardiomyopathy (HCM) is often concomitant with sleep-disordered breathing (SDB), which can cause adverse cardiovascular events. Although an appropriate approach to SDB prevents cardiac remodelling, detection of concomitant SDB in patients with HCM remains suboptimal. Thus, we aimed to develop a machine learning-based discriminant model for SDB in HCM.

Authors

  • Keitaro Akita
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Shigetaka Kageyama
    Department of Cardiology, Shizuoka City Shizuoka Hospital, Shizuoka, Japan
  • Sayumi Suzuki
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Kazuto Ohno
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Masamitsu Kamakura
    Department of Cardiology, Shizuoka City Shizuoka Hospital, Shizuoka, Japan.
  • Ryuzo Nawada
    Department of Cardiology, Shizuoka City Shizuoka Hospital, Shizuoka, Japan.
  • Chiei Takanaka
    Takanaka Clinic, Hamamatsu, Shizuoka, Japan.
  • Yasushi Wakabayashi
    Department of Cardiology, Seirei Mikatahara Hospital, Hamamatsu, Shizuoka, Japan.
  • Takahiro Kanda
    Department of Cardiology, Hamamatsu Red Cross Hospital, Hamamatsu, Shizuoka, Japan.
  • Kei Tawarahara
    Department of Cardiology, Hamamatsu Red Cross Hospital, Hamamatsu, Shizuoka, Japan.
  • Masahiro Mutoh
    Department of Cardiology, Hamamatsu Medical Center, Hamamatsu, Shizuoka, Japan.
  • Masaki Matsunaga
    Department of Cardiology, Iwata City Hospital, Iwata, Shizuoka, Japan.
  • Satoru Suwa
    Department of Cardiovascular Medicine, Juntendo University Shizuoka Hospital, Izunokuni, Shizuoka, Japan.
  • Yasuyo Takeuchi
    Department of Cardiology, Shizuoka General Hospital, Shizuoka, Japan.
  • Hiroki Sakamoto
  • Hideki Saito
    Department of Cardiology, Seirei Hamamatsu General Hospital, Hamamatsu, Shizuoka, Japan.
  • Kazusa Hayashi
    Department of Internal Medicine, JA Shizuoka Kohseiren Enshu Hospital, Hamamatsu, Shizuoka, Japan.
  • Nobuyuki Wakahara
    Department of Cardiology, Fujinomiya City General Hospital, Fujinomiya, Shizuoka, Japan.
  • Kyoko Unno
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Takenori Ikoma
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Ryota Sato
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Keisuke Iguchi
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Terumori Satoh
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Makoto Sano
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Kenichiro Suwa
    Division of Cardiology, Internal Medicine 3, Hamamatsu University School of Medicine, Hamamatsu, Japan.
  • Yoshihisa Naruse
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Hayato Ohtani
    Division of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Shizuoka, Japan.
  • Masao Saotome
    Department of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Japan.
  • Yuichiro Maekawa
    Department of Cardiology, Internal Medicine III, Hamamatsu University School of Medicine, Hamamatsu, Japan.

Keywords

External Resources

Popular Topics
Recent Journals