Prediction of breast cancer Invasive Disease Events using transfer learning on clinical data as image-form.

Journal: PloS one
PMID:

Abstract

BACKGROUND AND OBJECTIVE: Detecting patients at high risk of occurrence of an Invasive Disease Event after a first diagnosis of breast cancer, such as recurrence, distant metastasis, contralateral tumor and second tumor, could support clinical decision-making processes in the treatment of this malignancy. Though several machine learning models analyzing both clinical and histopathological information have been developed in literature to address this task, these approaches turned out to be unsuitable for describing this problem.

Authors

  • Annarita Fanizzi
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Samantha Bove
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Maria Colomba Comes
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Erika Francesca Di Benedetto
    I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Agnese Latorre
  • Francesco Giotta
    I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Annalisa Nardone
    Unità Operativa Complessa di Radioterapia, I.R.C.C.S. Istituto Tumori 'Giovanni Paolo II', Viale Orazio Flacco 65, 70124, Bari, Italy.
  • Alessandro Rizzo
    Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy. alessandro.rizzo@polito.it.
  • Clara Soranno
    Struttura Semplice Dipartimentale Fisica Sanitaria, I.R.C.C.S. Istituto Tumori 'Giovanni Paolo II', Viale Orazio Flacco 65, 70124, Bari, Italy.
  • Alfredo Zito
    I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Viale Orazio Flacco 65, 70124, Bari, Italy.
  • Raffaella Massafra
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.