Development and Evaluation of a Convolutional Neural Network for Microscopic Diagnosis Between Pleomorphic Adenoma and Carcinoma Ex-Pleomorphic Adenoma.

Journal: Head & neck
PMID:

Abstract

AIMS: To develop a model capable of distinguishing carcinoma ex-pleomorphic adenoma from pleomorphic adenoma using a convolutional neural network architecture.

Authors

  • Sebastião Silvério Sousa-Neto
    Faculdade de Odontologia de Piracicaba, Universidade Estadual de Campinas (FOP-UNICAMP), Piracicaba, Brazil.
  • Thaís Cerqueira Reis Nakamura
    Institute of Science and Technology, Federal University of São Paulo (ICT-UNIFESP), São José dos Campos, São Paulo, Brazil.
  • Daniela Giraldo-Roldán
    Oral Diagnosis Department, Piracicaba Dental School, University of Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.
  • Giovanna Calabrese Dos Santos
    Institute of Science and Technology, Federal University of São Paulo (ICT-UNIFESP), São Paulo, Brazil.
  • Felipe Paiva Fonseca
    Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Brazil.
  • Cinthia Verónica Bardález López de Cáceres
    Department of Oral Surgery and Pathology, School of Dentistry, Federal University of Minas Gerais (UFMG), Belo Horizonte, Minas Gerais, Brazil.
  • Ana Lúcia Carrinho Ayroza Rangel
    Universidade Estadual Do Oeste Do Paraná (UNIOESTE), Cascavel, Paraná, Brazil.
  • Manoela Domingues Martins
    Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande do Sul, Porto Alegre, Brazil.
  • Marco Antonio Trevizani Martins
    Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande Do Sul, Porto Alegre, Rio Grande do Sul, Brazil.
  • Amanda De Farias Gabriel
    Department of Oral Pathology, School of Dentistry, Federal University of Rio Grande Do Sul, Porto Alegre, Rio Grande do Sul, Brazil.
  • Virgilio Gonzales Zanella
    Department of Head and Neck Surgery, Santa Rita Hospital, Federal University of Health Sciences of Porto Alegre (UFCSPA), Porto Alegre, Rio Grande do Sul, Brazil.
  • Alan Roger Santos-Silva
    Oral Diagnosis Department (Pathology and Semiology), Piracicaba Dental School, University of Campinas, Piracicaba, Brazil.
  • Márcio Ajudarte Lopes
    Oral Diagnosis Department (Pathology and Semiology), Piracicaba Dental School, University of Campinas, Piracicaba, Brazil.
  • Luiz Paulo Kowalski
    Department of Head and Neck Surgery and Otorhinolaryngology, AC Camargo Cancer Center, Sao Paulo, Brazil.
  • Anna Luíza Damaceno Araújo
    Oral Diagnosis Department, Piracicaba Dental School, University of Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.
  • Matheus Cardoso Moraes
    Institute of Science and Technology, Federal University of São Paulo (ICT-Unifesp), São José dos Campos, São Paulo, Brazil.
  • Pablo Agustin Vargas
    Oral Diagnosis Department, Piracicaba Dental School, University of Campinas (FOP-UNICAMP), Piracicaba, São Paulo, Brazil.