A non-invasive, automated diagnosis of Menière's disease using radiomics and machine learning on conventional magnetic resonance imaging: A multicentric, case-controlled feasibility study.

Journal: La Radiologia medica
PMID:

Abstract

PURPOSE: This study investigated the feasibility of a new image analysis technique (radiomics) on conventional MRI for the computer-aided diagnosis of Menière's disease.

Authors

  • Marly F J A van der Lubbe
    Department of Otolaryngology and Head and Neck Surgery, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Akshayaa Vaidyanathan
    The D-Lab, Department of Precision Medicine, GROW-School for Oncology, Maastricht University, Maastricht, The Netherlands. akshayaa.vaidyanathan@oncoradiomics.com.
  • Marjolein de Wit
    Department of Otolaryngology and Head and Neck Surgery, Maastricht University Medical Center +, Maastricht, The Netherlands.
  • Elske L van den Burg
    Department of Otolaryngology and Head and Neck Surgery, Maastricht University Medical Center +, Maastricht, The Netherlands.
  • Alida A Postma
    Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Tjasse D Bruintjes
    Department of Otorhinolaryngology, Gelre Hospital, Apeldoorn, The Netherlands.
  • Monique A L Bilderbeek-Beckers
    Department of Radiology, Viecuri Medical Center, Venlo, The Netherlands.
  • Patrick F M Dammeijer
    Department of Otorhinolaryngology, Viecuri Medical Center, Venlo, The Netherlands.
  • Stephanie Vanden Bossche
    Department of Radiology, Antwerp University Hospital, Antwerp, Belgium.
  • Vincent van Rompaey
    Department of Otorhinolaryngology and Head & Neck Surgery, Antwerp University Hospital, Antwerp, Belgium.
  • Philippe Lambin
    Department of Radiation Oncology (MAASTRO Clinic), Dr. Tanslaan 12, Maastricht, The Netherlands.
  • Marc van Hoof
    Department of Otolaryngology and Head and Neck Surgery, Maastricht University Medical Center, Maastricht, The Netherlands.
  • Raymond van de Berg
    Department of Otolaryngology and Head and Neck Surgery, Maastricht University Medical Center, Maastricht, The Netherlands.