Development of a Digital Research Assistant for the Management of Patients' Enrollment in Oncology Clinical Trials within a Research Hospital.

artificial intelligence breast cancer clinical trial lung cancer machine learning oncology patient enrollment personalized medicine web app

Journal

Journal of personalized medicine
ISSN: 2075-4426
Titre abrégé: J Pers Med
Pays: Switzerland
ID NLM: 101602269

Informations de publication

Date de publication:
27 Mar 2021
Historique:
received: 05 03 2021
revised: 22 03 2021
accepted: 24 03 2021
entrez: 3 4 2021
pubmed: 4 4 2021
medline: 4 4 2021
Statut: epublish

Résumé

Clinical trials in cancer treatment are imperative in enhancing patients' survival and quality of life outcomes. The lack of communication among professionals may produce a non-optimization of patients' accrual in clinical trials. We developed a specific platform, called "Digital Research Assistant" (DRA), to report real-time every available clinical trial and support clinician. Healthcare professionals involved in breast cancer working group agreed nine minimal fields of interest to preliminarily classify the characteristics of patients' records (including omic data, such as genomic mutations). A progressive web app (PWA) was developed to implement a cross-platform software that was scalable on several electronic devices to share the patients' records and clinical trials. A specialist is able to use and populate the platform. An AI algorithm helps in the matchmaking between patient's data and clinical trial's inclusion criteria to personalize patient enrollment. At the same time, an easy configuration allows the application of the DRA in different oncology working groups (from breast cancer to lung cancer). The DRA might represent a valid research tool supporting clinicians and scientists, in order to optimize the enrollment of patients in clinical trials. User Experience and Technology The acceptance of participants using the DRA is topic of a future analysis.

Identifiants

pubmed: 33801668
pii: jpm11040244
doi: 10.3390/jpm11040244
pmc: PMC8066078
pii:
doi:

Types de publication

Journal Article

Langues

eng

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Auteurs

Alfredo Cesario (A)

Open Innovation Unit, Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Irene Simone (I)

Open Innovation Unit, Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Ida Paris (I)

Division of Gynecologic Oncology, Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Luca Boldrini (L)

Department of Imaging, Oncological Radiotherapy, and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Armando Orlandi (A)

Comprehensive Cancer Center, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Gianluca Franceschini (G)

Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Filippo Lococo (F)

Thoracic Surgery Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Emilio Bria (E)

Comprehensive Cancer Center, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Stefano Magno (S)

Center for Integrative Oncology, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Antonino Mulè (A)

Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Angela Santoro (A)

Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Andrea Damiani (A)

Department of Imaging, Oncological Radiotherapy, and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Daniele Bianchi (D)

Information and Communication Technology Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Daniele Picchi (D)

Information and Communication Technology Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.
Unikey srl, 00168 Roma, Italy.

Guido Rasi (G)

Clinical Trial Center S.p.A., 00168 Roma, Italy.

Gennaro Daniele (G)

Clinical Trial Center S.p.A., 00168 Roma, Italy.
Phase I Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Alessandra Fabi (A)

Precision Medicine in Senology Unit, Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Paolo Sergi (P)

Information and Communication Technology Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Giampaolo Tortora (G)

Comprehensive Cancer Center, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Riccardo Masetti (R)

Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.
Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Roma, Italy.

Vincenzo Valentini (V)

Department of Imaging, Oncological Radiotherapy, and Hematology, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Marika D'Oria (M)

Open Innovation Unit, Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Giovanni Scambia (G)

Division of Gynecologic Oncology, Department of Woman and Child Health and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.
Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Roma, Italy.

Classifications MeSH