A multicentric study of radiomics and artificial intelligence analysis on contrast-enhanced mammography to identify different histotypes of breast cancer.

Journal: La Radiologia medica
PMID:

Abstract

OBJECTIVE: To evaluate the performance of radiomic analysis on contrast-enhanced mammography images to identify different histotypes of breast cancer mainly in order to predict grading, to identify hormone receptors, to discriminate human epidermal growth factor receptor 2 (HER2) and to identify luminal histotype of the breast cancer.

Authors

  • Antonella Petrillo
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131 Naples, Italy.
  • Roberta Fusco
    Radiology Division, 'Istituto Nazionale Tumori - IRCCS - Fondazione G. Pascale', via Mariano Semmola 53, 80131 Naples, Italy. Electronic address: r.fusco@istitutotumori.na.it.
  • Teresa Petrosino
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131 Naples, Italy.
  • Paolo Vallone
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131 Naples, Italy.
  • Vincenza Granata
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131 Naples, Italy.
  • Maria Rosaria Rubulotta
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131 Naples, Italy.
  • Paolo Pariante
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131, Naples, Italy.
  • Nicola Raiano
    Radiology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131, Naples, Italy.
  • Giosue Scognamiglio
    National Cancer Institute - IRCCS-Fondazione Pascale, Naples, Italy.
  • Annarita Fanizzi
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Raffaella Massafra
    Laboratorio di Biostatistica e Bioinformatica, Fisica Sanitaria, I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", Bari, Italy.
  • Miria Lafranceschina
    Struttura Semplice Dipartimentale Di Radiodiagnostica Senologica, IRCCS Istituto Tumori Giovanni Paolo II, Via Orazio Flacco 65, 70124, Bari, Italy.
  • Daniele La Forgia
    I.R.C.C.S. Istituto Tumori "Giovanni Paolo II", viale O. Flacco 65, Bari, Italy.
  • Laura Greco
    Radiology and Diagnostic Imaging, Istituto Di Ricovero E Cura a Carattere Scientifico (IRCCS) Regina Elena National Cancer Institute, Rome, Italy.
  • Francesca Romana Ferranti
    Radiology and Diagnostic Imaging, Istituto Di Ricovero E Cura a Carattere Scientifico (IRCCS) Regina Elena National Cancer Institute, Rome, Italy.
  • Valeria De Soccio
    Radiology and Diagnostic Imaging, Istituto Di Ricovero E Cura a Carattere Scientifico (IRCCS) Regina Elena National Cancer Institute, Rome, Italy.
  • Antonello Vidiri
    Radiology and Diagnostic Imaging, Istituto Di Ricovero E Cura a Carattere Scientifico (IRCCS) Regina Elena National Cancer Institute, Rome, Italy.
  • Francesca Botta
    Medical Physics Unit, Istituto Europeo di oncologia IRCCS, 20141 Milan, Italy.
  • Valeria Dominelli
    Breast Imaging Division, IEO Istituto Europeo Di Oncologia, 20141, Milan, Italy.
  • Enrico Cassano
    Breast Imaging Division, IEO European Institute of Oncology IRCCS, Milan, Italy.
  • Eugenio Sorgente
    Radiation Protection and Innovative Technology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131, Naples, Italy.
  • Biagio Pecori
    Radiation Protection and Innovative Technology Division, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131, Naples, Italy.
  • Vincenzo Cerciello
    Medical Physics, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, 80131, Naples, Italy.
  • Luca Boldrini
    Radiation Oncology, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.