Literature DB >> 29477755

A new standardized data collection system for interdisciplinary thyroid cancer management: Thyroid COBRA.

Luca Tagliaferri1, Carlo Gobitti2, Giuseppe Ferdinando Colloca1, Luca Boldrini3, Eleonora Farina4, Carlo Furlan2, Fabiola Paiar5, Federica Vianello6, Michela Basso6, Lorenzo Cerizza7, Fabio Monari4, Gabriele Simontacchi8, Maria Antonietta Gambacorta9, Jacopo Lenkowicz9, Nicola Dinapoli1, Vito Lanzotti10, Renzo Mazzarotto11, Elvio Russi12, Monica Mangoni8.   

Abstract

The big data approach offers a powerful alternative to Evidence-based medicine. This approach could guide cancer management thanks to machine learning application to large-scale data. Aim of the Thyroid CoBRA (Consortium for Brachytherapy Data Analysis) project is to develop a standardized web data collection system, focused on thyroid cancer. The Metabolic Radiotherapy Working Group of Italian Association of Radiation Oncology (AIRO) endorsed the implementation of a consortium directed to thyroid cancer management and data collection. The agreement conditions, the ontology of the collected data and the related software services were defined by a multicentre ad hoc working-group (WG). Six Italian cancer centres were firstly started the project, defined and signed the Thyroid COBRA consortium agreement. Three data set tiers were identified: Registry, Procedures and Research. The COBRA-Storage System (C-SS) appeared to be not time-consuming and to be privacy respecting, as data can be extracted directly from the single centre's storage platforms through a secured connection that ensures reliable encryption of sensible data. Automatic data archiving could be directly performed from Image Hospital Storage System or the Radiotherapy Treatment Planning Systems. The C-SS architecture will allow "Cloud storage way" or "distributed learning" approaches for predictive model definition and further clinical decision support tools development. The development of the Thyroid COBRA data Storage System C-SS through a multicentre consortium approach appeared to be a feasible tool in the setup of complex and privacy saving data sharing system oriented to the management of thyroid cancer and in the near future every cancer type.
Copyright © 2018 European Federation of Internal Medicine. Published by Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Big data; Cancer management; Data pooling; Personalized medicine; Radiotherapy; Thyroid

Mesh:

Year:  2018        PMID: 29477755     DOI: 10.1016/j.ejim.2018.02.012

Source DB:  PubMed          Journal:  Eur J Intern Med        ISSN: 0953-6205            Impact factor:   4.487


  13 in total

Review 1.  Stereotactic radiotherapy (SRT) for differentiated thyroid cancer (DTC) oligometastases: an AIRO (Italian association of radiotherapy and clinical oncology) systematic review.

Authors:  Valentina Lancellotta; Giuseppe Fanetti; Fabio Monari; Monica Mangoni; Renzo Mazzarotto; Luca Tagliaferri; Carlo Gobitti; Elisa Lodi Rizzini; Sara Talomo; Irene Turturici; Fabiola Paiar; Renzo Corvò; Barbara Alicja Jereczek-Fossa; Vittorio Donato; Federica Vianello
Journal:  Radiol Med       Date:  2022-04-08       Impact factor: 3.469

2.  Observational multicenter Italian study on vulvar cancer adjuvant radiotherapy (OLDLADY 1.2): a cooperation among AIRO Gyn, MITO and MaNGO groups.

Authors:  Gabriella Macchia; Calogero Casà; Martina Ferioli; Valentina Lancellotta; Donato Pezzulla; Brigida Pappalardi; Concetta Laliscia; Edy Ippolito; Jacopo Di Muzio; Alessandra Huscher; Francesca Tortoreto; Mariangela Boccardi; Roberta Lazzari; Pierandrea De Iaco; Francesco Raspagliesi; Angiolo Gadducci; Giorgia Garganese; Gabriella Ferrandina; Alessio Giuseppe Morganti; Luca Tagliaferri
Journal:  Radiol Med       Date:  2022-09-10       Impact factor: 6.313

3.  A new standardized data collection system for brain stereotactic external radiotherapy: the PRE.M.I.S.E project.

Authors:  Silvia Chiesa; Barbara Tolu; Silvia Longo; Barbara Nardiello; Nikola Dino Capocchiano; Federica Rea; Luca Capone; Gerardina Stimato; Roberto Gatta; Alessandro Pacchiarotti; Mariangela Massaccesi; Giuseppe Minniti; Francesco Cellini; Andrea Damiani; Mario Balducci; Piercarlo Gentile; Vincenzo Valentini; Federico Bianciardi
Journal:  Future Sci OA       Date:  2020-05-27

4.  AVATAR: Analysis for Visual Acuity Prediction After Eye Interventional Radiotherapy.

Authors:  Monica Maria Pagliara; Luca Tagliaferri; Jacopo Lenkowicz; Luigi Azario; Dario Giattini; Bruno Fionda; Maria Grazia Sammarco; Valentina Lancellotta; Maria Antonietta Gambacorta; Maria Antonietta Blasi
Journal:  In Vivo       Date:  2020 Jan-Feb       Impact factor: 2.155

Review 5.  Personalized re-treatment strategy for uveal melanoma local recurrences after interventional radiotherapy (brachytherapy): single institution experience and systematic literature review.

Authors:  Luca Tagliaferri; Monica Maria Pagliara; Bruno Fionda; Andrea Scupola; Luigi Azario; Maria Grazia Sammarco; Rosa Autorino; Valentina Lancellotta; Silvia Cammelli; Carmela Grazia Caputo; Rafael Martinez-Monge; György Kovács; Maria Antonietta Gambacorta; Vincenzo Valentini; Maria Antonietta Blasi
Journal:  J Contemp Brachytherapy       Date:  2019-02-28

6.  Systematic Review of Privacy-Preserving Distributed Machine Learning From Federated Databases in Health Care.

Authors:  Fadila Zerka; Samir Barakat; Sean Walsh; Marta Bogowicz; Ralph T H Leijenaar; Arthur Jochems; Benjamin Miraglio; David Townend; Philippe Lambin
Journal:  JCO Clin Cancer Inform       Date:  2020-03

Review 7.  ENT COBRA ONTOLOGY: the covariates classification system proposed by the Head & Neck and Skin GEC-ESTRO Working Group for interdisciplinary standardized data collection in head and neck patient cohorts treated with interventional radiotherapy (brachytherapy).

Authors:  Luca Tagliaferri; Ashwini Budrukkar; Jacopo Lenkowicz; Mauricio Cambeiro; Francesco Bussu; Jose Luis Guinot; Guido Hildebrandt; Bengt Johansson; Jens E Meyer; Peter Niehoff; Angeles Rovirosa; Zoltán Takácsi-Nagy; Luca Boldrini; Nicola Dinapoli; Vito Lanzotti; Andrea Damiani; Roberto Gatta; Bruno Fionda; Valentina Lancellotta; Tamer Soror; Rafael Martìnez Monge; Vincenzo Valentini; György Kovács
Journal:  J Contemp Brachytherapy       Date:  2018-06-30

8.  Can brachytherapy be properly considered in the clinical practice? Trilogy project: The vision of the AIRO (Italian Association of Radiotherapy and Clinical Oncology) Interventional Radiotherapy study group.

Authors:  Luca Tagliaferri; Andrea Vavassori; Valentina Lancellotta; Vitaliana De Sanctis; Fernando Barbera; Vincenzo Fusco; Cristiana Vidali; Bruno Fionda; Giuseppe Colloca; Maria Antonietta Gambacorta; Cynthia Aristei; Renzo Corvò; Stefano Maria Magrini
Journal:  J Contemp Brachytherapy       Date:  2020-02-28

Review 9.  Could a Personalized Strategy Using Accelerated Partial Breast Irradiation be an Advantage for Elderly Patients? A Systematic Review of the Literature and Multidisciplinary Opinion.

Authors:  Luca Tagliaferri; Valentina Lancellotta; Giuseppe Colloca; Fabio Marazzi; Valeria Masiello; Giorgia Garganese; György Kovács; Vincenzo Valentini; Maria Antonietta Gambacorta
Journal:  J Oncol       Date:  2020-02-28       Impact factor: 4.375

10.  SKIN-COBRA (Consortium for Brachytherapy data Analysis) ontology: The first step towards interdisciplinary standardized data collection for personalized oncology in skin cancer.

Authors:  Valentina Lancellotta; Josè Luis Guinot; Bruno Fionda; Agata Rembielak; Alessandro Di Stefani; Stefano Gentileschi; Francesco Federico; Ernesto Rossi; Benjamin Guix; Artur Jan Chyrek; Arenas Meritxell; Silvia Rodriguez Villalba; Giuseppe Ferdinando Colloca; Nicola Dinapoli; Carlotta Masciocchi; Jacopo Lenkowicz; Nicola Dino Capocchiano; Andrea Damiani; Vincenzo Valentini; Gyorgy Kovács; Luca Tagliaferri
Journal:  J Contemp Brachytherapy       Date:  2020-04-30
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