A Pilot Study Using Machine-learning Algorithms and Wearable Technology for the Early Detection of Postoperative Complications After Cardiothoracic Surgery.

Journal: Annals of surgery
Published Date:

Abstract

OBJECTIVE: To evaluate whether a machine-learning algorithm (ie, the "NightSignal" algorithm) can be used for the detection of postoperative complications before symptom onset after cardiothoracic surgery.

Authors

  • Jorind Beqari
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Joseph R Powell
    Department of Biochemistry, Case Western Reserve University, Cleveland, OH.
  • Jacob Hurd
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Alexandra L Potter
    Division of Thoracic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, Massachusetts.
  • Meghan L McCarthy
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Deepti Srinivasan
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Danny Wang
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • James Cranor
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Lizi Zhang
    Department of Biochemistry, Case Western Reserve University, Cleveland, OH.
  • Kyle Webster
    Department of Biochemistry, Case Western Reserve University, Cleveland, OH.
  • Joshua Kim
    Department of Radiation Oncology, Henry Ford Cancer Institute, Detroit, Michigan, USA.
  • Allison Rosenstein
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Zeyuan Zheng
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Tung Ho Lin
    Department of Biochemistry, Case Western Reserve University, Cleveland, OH.
  • Zhengyu Fang
    Department of Biochemistry, Case Western Reserve University, Cleveland, OH.
  • YuHang Zhang
    Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200031, China. Electronic address: yhzhang@sibs.ac.cn.
  • Alex Anderson
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • James Madsen
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Jacob Anderson
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Anne Clark
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Margaret E Yang
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Andrea Nurko
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Jing Li
    Department of Neurosurgery, Tianjin Medical University General Hospital, Tianjin, China.
  • Areej R El-Jawahri
    Department of Medicine, Massachusetts General Hospital, Boston, MA.
  • Thoralf M Sundt
    Division of Cardiac Surgery, Massachusetts General Hospital, Boston, Massachusetts.
  • Serguei Melnitchouk
    Division of Cardiac Surgery, Massachusetts General Hospital, Harvard University, Boston, Mass.
  • Arminder S Jassar
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • David D'Alessandro
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Nikhil Panda
    Division of Thoracic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, Massachusetts.
  • Lana Y Schumacher
    2348 Division of Thoracic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
  • Cameron D Wright
    Division of Thoracic Surgery, Massachusetts General Hospital, Boston, Mass. Electronic address: cdwright@mgh.harvard.edu.
  • Hugh G Auchincloss
    Division of Thoracic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, Massachusetts.
  • Uma M Sachdeva
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Michael Lanuti
    Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA.
  • Yolonda L Colson
    Department of Surgery , Brigham and Women's Hospital , Boston , MA 02215 , USA . Email: ycolson@bwh.harvard.edu.
  • Nathaniel B Langer
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Asishana Osho
    Department of Surgery, Massachusetts General Hospital, Boston, MA.
  • Chi-Fu Jeffrey Yang
    Department of Surgery, Division of Cardiovascular and Thoracic Surgery, Duke University Medical Center, Durham, North Carolina.
  • Xiao Li
    Department of Inner Mongolia Clinical Medicine College, Inner Mongolia Medical University, Hohhot, Inner Mongolia, China.