Integration of Cine-cardiac Magnetic Resonance Radiomics and Machine Learning for Differentiating Ischemic and Dilated Cardiomyopathy.

Journal: Academic radiology
Published Date:

Abstract

RATIONALE AND OBJECTIVES: This study aims to evaluate the capability of machine learning algorithms in utilizing radiomic features extracted from cine-cardiac magnetic resonance (CMR) sequences for differentiating between ischemic cardiomyopathy (ICM) and dilated cardiomyopathy (DCM).

Authors

  • Jia Deng
    Vision and Learning Laboratory, Computer Science and Engineering Department, University of Michigan, Ann Arbor, MI 48109.
  • Langtao Zhou
    School of Cyberspace Security, Guangzhou University, Guangzhou, China.
  • Yueyan Li
    The First Affiliated Hospital, Department of Cardiology, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China (J.D., Y.L., Y.Y., J.Z., H.T.).
  • Ying Yu
    School of Chemistry and Environment, Guangzhou Key Laboratory of Analytical Chemistry for Biomedicine, South China Normal University, Guangzhou 510006, PR China. Electronic address: yuyhs@scnu.edu.cn.
  • Jingjing Zhang
    Department of Epidemiology and Medical Statistics School of Public Health, Guangdong Medical University, Dongguan, Guangdong, China.
  • Bihong Liao
    The First Affiliated Hospital, Department of Radiology, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China (J.D., B.L., G.L., H.Z.).
  • Guanghua Luo
    The First Affiliated Hospital, Department of Radiology, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China (J.D., B.L., G.L., H.Z.).
  • Jinwei Tian
    Department of Cardiology, The Second Affiliated Hospital of Harbin Medical University, Harbin 150086, China (J.T.).
  • Hong Zhou
    Department of TCM Orthopedics & Traumatology, Gansu province hospital of TCM, Lanzhou, China.
  • Huifang Tang
    The First Affiliated Hospital, Department of Cardiology, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China (J.D., Y.L., Y.Y., J.Z., H.T.); The First Affiliated Hospital, Institute of Cardiovascular Disease, Hengyang Medical School, University of South China, Hengyang, Hunan 421001, China (H.T.); Clinical Research Center for Myocardial Injury in Hunan Province, Hengyang, Hunan 421001, China (H.T.); Hunan Provincial Key Laboratory of Multi-omics And Artificial Intelligence of Cardiovascular Diseases, University of South China, Hengyang, Huna 421001, China (H.T.).