Development of machine learning models for fractional flow reserve prediction in angiographically intermediate coronary lesions.

Journal: Catheterization and cardiovascular interventions : official journal of the Society for Cardiac Angiography & Interventions
PMID:

Abstract

BACKGROUND: Fractional flow reserve (FFR) represents the gold standard in guiding the decision to proceed or not with coronary revascularization of angiographically intermediate coronary lesion (AICL). Optical coherence tomography (OCT) allows to carefully characterize coronary plaque morphology and lumen dimensions.

Authors

  • Marco Lombardi
    Department of Cardiovascular Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica Sacro Cuore, Rome, Italy.
  • Rocco Vergallo
    Department of Internal Medicine and Medical Specialties (DIMI), Università di Genova, Genova, Italy.
  • Andrea Costantino
    Department of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini, 4, 20090, Pieve Emanuele, MI, Italy; Otorhinolaryngology Unit, IRCCS Humanitas Research Hospital, Via Manzoni 56, Rozzano, MI, Italy.
  • Francesco Bianchini
    Department of Philosophy and Communication Studies, University of Bologna, Italy. Electronic address: francesco.bianchini5@unibo.it.
  • Tsunekazu Kakuta
    Division of Cardiovascular Medicine, Tsuchiura Kyodo General Hospital, Ibaraki, Japan. kaz@joy.email.ne.jp.
  • Tomasz Pawłowski
    Third Division of Cardiology, Medical University of Silesia, Katowice, Poland.
  • Antonio M Leone
    Department of Cardiovascular Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica Sacro Cuore, Rome, Italy.
  • Gennaro Sardella
    Department of Cardiovascular Sciences, Policlinico Umberto I, Sapienza University of Rome, Rome, Italy.
  • Pierfrancesco Agostoni
    HartCentrum, Ziekenhuis Netwerk Antwerpen (ZNA) Middelheim, Antwerp, Belgium.
  • Jonathan M Hill
    Royal Brompton Hospital, London, UK.
  • Giovanni L De Maria
    Oxford Heart Centre, John Radcliffe Hospital, Oxford University Hospitals, NHS Foundation Trust, Oxford, UK.
  • Adrian P Banning
  • Tomasz Roleder
    Third Division of Cardiology, Medical University of Silesia, Katowice, Poland.
  • Anouar Belkacemi
    Department of Cardiology, AZ West Hospital, Veurne, Belgium.
  • Carlo Trani
    Department of Cardiovascular Sciences, Fondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica Sacro Cuore, Rome, Italy.
  • Francesco Burzotta
    Department of Cardiovascular Sciences, Università Cattolica Del Sacro Cuore, Rome, Italy.