A Deep Learning Convolutional Neural Network Can Differentiate Between Helicobacter Pylori Gastritis and Autoimmune Gastritis With Results Comparable to Gastrointestinal Pathologists.

Journal: Archives of pathology & laboratory medicine
PMID:

Abstract

CONTEXT.—: Pathology studies using convolutional neural networks (CNNs) have focused on neoplasms, while studies in inflammatory pathology are rare. We previously demonstrated a CNN that differentiates reactive gastropathy, Helicobacter pylori gastritis (HPG), and normal gastric mucosa.

Authors

  • Michael M Franklin
    From the Department of Pathology, University of New Mexico School of Medicine, Albuquerque. Hanson and Martin are co-senior authors on the manuscript.
  • Fred A Schultz
    From the Departments of Pathology (Drs Martin, Hanson, Gullapalli, Sethi, and Clark, and Mr Schultz) and Chemical and Biological Engineering (Dr Gullapalli), University of New Mexico, Albuquerque.
  • Marissa A Tafoya
    From the Department of Pathology, University of New Mexico School of Medicine, Albuquerque. Hanson and Martin are co-senior authors on the manuscript.
  • Audra A Kerwin
    From the Department of Pathology, University of New Mexico School of Medicine, Albuquerque. Hanson and Martin are co-senior authors on the manuscript.
  • Cory J Broehm
    From the Department of Pathology, University of New Mexico School of Medicine, Albuquerque. Hanson and Martin are co-senior authors on the manuscript.
  • Edgar G Fischer
    From the Department of Pathology, University of New Mexico School of Medicine, Albuquerque. Hanson and Martin are co-senior authors on the manuscript.
  • Rama R Gullapalli
    Departments of Pathology and Chemical and Biological Engineering, University of New Mexico, Albuquerque, New Mexico.
  • Douglas P Clark
    From the Departments of Pathology (Drs Martin, Hanson, Gullapalli, Sethi, and Clark, and Mr Schultz) and Chemical and Biological Engineering (Dr Gullapalli), University of New Mexico, Albuquerque.
  • Joshua A Hanson
    From the Departments of Pathology (Drs Martin, Hanson, Gullapalli, Sethi, and Clark, and Mr Schultz) and Chemical and Biological Engineering (Dr Gullapalli), University of New Mexico, Albuquerque.
  • David R Martin
    From the Departments of Pathology (Drs Martin, Hanson, Gullapalli, Sethi, and Clark, and Mr Schultz) and Chemical and Biological Engineering (Dr Gullapalli), University of New Mexico, Albuquerque.