1
|
Pesapane F, Giambersio E, Capetti B, Monzani D, Grasso R, Nicosia L, Rotili A, Sorce A, Meneghetti L, Carriero S, Santicchia S, Carrafiello G, Pravettoni G, Cassano E. Patients' Perceptions and Attitudes to the Use of Artificial Intelligence in Breast Cancer Diagnosis: A Narrative Review. Life (Basel) 2024; 14:454. [PMID: 38672725 PMCID: PMC11051490 DOI: 10.3390/life14040454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2024] [Revised: 03/26/2024] [Accepted: 03/27/2024] [Indexed: 04/28/2024] Open
Abstract
Breast cancer remains the most prevalent cancer among women worldwide, necessitating advancements in diagnostic methods. The integration of artificial intelligence (AI) into mammography has shown promise in enhancing diagnostic accuracy. However, understanding patient perspectives, particularly considering the psychological impact of breast cancer diagnoses, is crucial. This narrative review synthesizes literature from 2000 to 2023 to examine breast cancer patients' attitudes towards AI in breast imaging, focusing on trust, acceptance, and demographic influences on these views. Methodologically, we employed a systematic literature search across databases such as PubMed, Embase, Medline, and Scopus, selecting studies that provided insights into patients' perceptions of AI in diagnostics. Our review included a sample of seven key studies after rigorous screening, reflecting varied patient trust and acceptance levels towards AI. Overall, we found a clear preference among patients for AI to augment rather than replace the diagnostic process, emphasizing the necessity of radiologists' expertise in conjunction with AI to enhance decision-making accuracy. This paper highlights the importance of aligning AI implementation in clinical settings with patient needs and expectations, emphasizing the need for human interaction in healthcare. Our findings advocate for a model where AI augments the diagnostic process, underlining the necessity for educational efforts to mitigate concerns and enhance patient trust in AI-enhanced diagnostics.
Collapse
Affiliation(s)
- Filippo Pesapane
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.R.); (L.M.); (E.C.)
| | - Emilia Giambersio
- Postgraduation School in Radiodiagnostics, Università degli Studi di Milano, 20122 Milan, Italy; (E.G.); (A.S.)
| | - Benedetta Capetti
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology, IRCCS, 20141 Milan, Italy; (B.C.); (D.M.); (R.G.); (G.P.)
| | - Dario Monzani
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology, IRCCS, 20141 Milan, Italy; (B.C.); (D.M.); (R.G.); (G.P.)
- Department of Psychology, Educational Science and Human Movement (SPPEFF), University of Palermo, 90133 Palermo, Italy
| | - Roberto Grasso
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology, IRCCS, 20141 Milan, Italy; (B.C.); (D.M.); (R.G.); (G.P.)
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy;
| | - Luca Nicosia
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.R.); (L.M.); (E.C.)
| | - Anna Rotili
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.R.); (L.M.); (E.C.)
| | - Adriana Sorce
- Postgraduation School in Radiodiagnostics, Università degli Studi di Milano, 20122 Milan, Italy; (E.G.); (A.S.)
| | - Lorenza Meneghetti
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.R.); (L.M.); (E.C.)
| | - Serena Carriero
- Foundation IRCCS Cà Granda-Ospedale Maggiore Policlinico, 20122 Milan, Italy; (S.C.); (S.S.)
| | - Sonia Santicchia
- Foundation IRCCS Cà Granda-Ospedale Maggiore Policlinico, 20122 Milan, Italy; (S.C.); (S.S.)
| | - Gianpaolo Carrafiello
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy;
- Foundation IRCCS Cà Granda-Ospedale Maggiore Policlinico, 20122 Milan, Italy; (S.C.); (S.S.)
| | - Gabriella Pravettoni
- Applied Research Division for Cognitive and Psychological Science, IEO European Institute of Oncology, IRCCS, 20141 Milan, Italy; (B.C.); (D.M.); (R.G.); (G.P.)
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy;
| | - Enrico Cassano
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.R.); (L.M.); (E.C.)
| |
Collapse
|
2
|
Pesapane F, Tantrige P, De Marco P, Carriero S, Zugni F, Nicosia L, Bozzini AC, Rotili A, Latronico A, Abbate F, Origgi D, Santicchia S, Petralia G, Carrafiello G, Cassano E. Advancements in Standardizing Radiological Reports: A Comprehensive Review. Medicina (Kaunas) 2023; 59:1679. [PMID: 37763797 PMCID: PMC10535385 DOI: 10.3390/medicina59091679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 08/18/2023] [Accepted: 09/14/2023] [Indexed: 09/29/2023]
Abstract
Standardized radiological reports stimulate debate in the medical imaging field. This review paper explores the advantages and challenges of standardized reporting. Standardized reporting can offer improved clarity and efficiency of communication among radiologists and the multidisciplinary team. However, challenges include limited flexibility, initially increased time and effort, and potential user experience issues. The efforts toward standardization are examined, encompassing the establishment of reporting templates, use of common imaging lexicons, and integration of clinical decision support tools. Recent technological advancements, including multimedia-enhanced reporting and AI-driven solutions, are discussed for their potential to improve the standardization process. Organizations such as the ACR, ESUR, RSNA, and ESR have developed standardized reporting systems, templates, and platforms to promote uniformity and collaboration. However, challenges remain in terms of workflow adjustments, language and format variability, and the need for validation. The review concludes by presenting a set of ten essential rules for creating standardized radiology reports, emphasizing clarity, consistency, and adherence to structured formats.
Collapse
Affiliation(s)
- Filippo Pesapane
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Priyan Tantrige
- Department of Radiology, King’s College Hospital NHS Foundation Trust, London SE5 9RS, UK;
| | - Paolo De Marco
- Medical Physics Unit, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (P.D.M.); (D.O.)
| | - Serena Carriero
- Postgraduate School of Radiodiagnostics, University of Milan, 20122 Milan, Italy;
| | - Fabio Zugni
- Division of Radiology, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (F.Z.); (G.P.)
| | - Luca Nicosia
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Anna Carla Bozzini
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Anna Rotili
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Antuono Latronico
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Francesca Abbate
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| | - Daniela Origgi
- Medical Physics Unit, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (P.D.M.); (D.O.)
| | - Sonia Santicchia
- Foundation IRCCS Cà Granda-Ospedale Maggiore Policlinico, 20122 Milan, Italy; (S.S.); (G.C.)
| | - Giuseppe Petralia
- Division of Radiology, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (F.Z.); (G.P.)
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy
| | - Gianpaolo Carrafiello
- Foundation IRCCS Cà Granda-Ospedale Maggiore Policlinico, 20122 Milan, Italy; (S.S.); (G.C.)
- Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy
| | - Enrico Cassano
- Breast Imaging Division, IEO European Institute of Oncology IRCCS, 20141 Milan, Italy; (L.N.); (A.C.B.); (A.R.); (F.A.); (E.C.)
| |
Collapse
|
3
|
Klinger M, Losurdo A, Lisa AVE, Morenghi E, Vinci V, Corsi F, Albasini S, Leonardi MC, Jereczek-Fossa BA, Veronesi P, Rietjens M, Fabiocchi L, Santicchia S, Klinger F, Loreti A, Fortunato L, Bocchiotti MA, Nicolò FA, Stringhini P, Parodi PC, Rampino E, Guarneri V, Pagura G, Venezia ED, Meneghini G, Kraljic T, Persichetti P, Barone M, Vaia N, Zerini I, Grimaldi L, Riccio M, Aquinati A, Bassetto F, Vindigni V, Ciuffreda L, Tinterri C, Santoro A. Safety of autologous fat grafting in breast cancer: a multicenter Italian study among 17 senonetwork breast units autologous fat grafting safety: a multicenter Italian retrospective study. Breast Cancer Res Treat 2021; 191:355-363. [PMID: 34755240 DOI: 10.1007/s10549-021-06444-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Accepted: 11/01/2021] [Indexed: 12/30/2022]
Abstract
BACKGROUND Autologous fat grafting (AFG), defined as the re-implant to the breast of fat tissue from different body areas, has been firstly applied to esthetic plastic surgery and then has moved to reconstructive surgery, mainly used for scar correction and opposite breast altering. Nevertheless, due to the potentially unsafe stem-like properties of adipocytes at the tumoral bed level, no clear evidence of the procedure's oncological safety has been clearly documented at present. PATIENTS AND METHODS We retrospectively collected data of early breast cancer (BC) patients from 17 Italian Breast Units and assessed differences in terms of locoregional recurrence rate (LRR) and locoregional recurrence-free survival (LRFS) between patients who underwent AFG and patients who did not. Differences were analyzed in the entire cohort of invasive tumors and in different subgroups, according to prognostic biological subtypes. RESULTS With a median follow-up time of 60 months, LRR was 5.3% (n = 71) in the matched population, 3.9% (n = 18) in the AFG group, and 6.1% (n = 53) in the non-AFG group, suggesting non-inferiority of AFG (p = 0.084). Building Kaplan-Meier curves confirmed non-inferiority of the AFG procedure for LRFS (aHR 0.73, 95% CI 0.41-1.30, p = 0.291). The same effect, in terms of LRFS, was also documented among different biological subtypes (luminal-like group, aHR 0.76, 95% CI 0.34-1.68, p = 0.493; HER2 enriched-like, aHR 0.89, 95% CI 0.19-4.22, p = 0.882; and TNBC, aHR 0.61, 95% CI 0.12-2.98, p = 0.543). CONCLUSIONS Our study confirms in a very large, multicenter cohort of early BC patients that, aside the well-known benefits on the esthetic result, AFG do not interfere negatively with cancer prognosis.
Collapse
Affiliation(s)
- Marco Klinger
- Reconstructive and Aesthetic Plastic Surgery School, Department of Medical Biotechnology and Translational Medicine BIOMETRA - Plastic Surgery Unit, University of Milan, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Agnese Losurdo
- UO of Medical Oncology, Department of Oncology and Hematology, Humanitas Clinical and Research Center, IRCCS, via Manzoni 56, 20089, Rozzano, Milan, Italy.
| | - Andrea V E Lisa
- Reconstructive and Aesthetic Plastic Surgery School, Department of Medical Biotechnology and Translational Medicine BIOMETRA - Plastic Surgery Unit, University of Milan, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Emanuela Morenghi
- Biostatistics Unit, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Valeriano Vinci
- Reconstructive and Aesthetic Plastic Surgery School, Department of Medical Biotechnology and Translational Medicine BIOMETRA - Plastic Surgery Unit, University of Milan, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Fabio Corsi
- Department of Biomedical and Clinical Sciences, "Luigi Sacco", Università di Milano, Milan, Italy
- Department of Surgery, Breast Unit, Istituti Clinici Scientifici Maugeri IRCCS, Pavia, Italy
| | - Sara Albasini
- Department of Surgery, Breast Unit, Istituti Clinici Scientifici Maugeri IRCCS, Pavia, Italy
| | | | - Barbara A Jereczek-Fossa
- Division of Radiotherapy, IEO, European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hematology, University of Milan, Milan, Italy
| | - Paolo Veronesi
- Department of Oncology and Hematology, University of Milan, Milan, Italy
- Division of Breast Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Mario Rietjens
- Division of Plastic and Reconstructive Surgery, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Luca Fabiocchi
- Plastic Surgery Unit, Breast Unit, Rimini Santarcangelo Hospital, Rimini, Italy
| | - Sonia Santicchia
- Department of Breast Diagnosis, Breast Unit, Rimini Santarcangelo Hospital, Rimini, Italy
| | - Francesco Klinger
- University of Milan, Reconstructive and Aesthetic Plastic Surgery School - MultiMedica Holding S.p.A.- Plastic Surgery Unit - Sesto San Giovanni, Milan, Italy
| | - Andrea Loreti
- Department of Plastic and Reconstructive Surgery, Azienda Ospedaliera San Giovanni Addolorata, Rome, Italy
| | - Lucio Fortunato
- Breast Surgery Unit, Azienda Ospedaliera San Giovanni Addolorata, Rome, Italy
| | - Maria A Bocchiotti
- Department of Plastic and Reconstructive Surgery, Università Città della Salute e della Scienza, Torino, Italy
| | - Fulvio A Nicolò
- Department of Plastic and Reconstructive Surgery, Università Città della Salute e della Scienza, Torino, Italy
| | - Paolo Stringhini
- Reconstructive Surgery, Fondazione Poliambulanza Brescia, Brescia, Italy
| | - Pier Camillo Parodi
- Department of Medical, Experimental and Clinical Sciences - Plastic and Aesthetic Surgery, University of Udine, Udine, Italy
| | - Emanuele Rampino
- Department of Medical, Experimental and Clinical Sciences - Plastic and Aesthetic Surgery, University of Udine, Udine, Italy
| | - Valentina Guarneri
- UO of Clinical Oncology, Università di Padova, Istituto Oncologico Veneto IRCCS, Padova, Italy
- Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
| | | | - Erica Dalla Venezia
- Department of Plastic and Reconstructive Surgery, ULSS3 Serenissima, Mestre, Italy
| | | | - Tanja Kraljic
- Breast Unit, Azienda ULSS8 Berica, Vicenza, Montecchio Maggiore, Italy
| | - Paolo Persichetti
- Department of Plastic and Reconstructive Surgery, Medico University of Rome, Campus Bio, Rome, Italy
| | - Mauro Barone
- Department of Plastic and Reconstructive Surgery, Medico University of Rome, Campus Bio, Rome, Italy
| | - Nicola Vaia
- Department of Plastic and Reconstructive Surgery, Belcolle Hospital, Viterbo, Italy
| | - Irene Zerini
- Department of Plastic and Reconstructive Surgery, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Luca Grimaldi
- Department of Plastic and Reconstructive Surgery, Azienda Ospedaliera Universitaria Senese, Siena, Italy
| | - Michele Riccio
- Department of Plastic and Reconstructive Hand Surgery, AOU Ospedali Riuniti di Ancona, Ancona, Italy
| | - Angelica Aquinati
- Regenerative Surgery Research and Formation Center, Accademia del Lipofilling, Montelabbate, Italy
| | - Franco Bassetto
- Clinic of Plastic and Reconstructive Surgery, Department of Neurosciences, University of Padova, Padova, Italy
| | - Vincenzo Vindigni
- Clinic of Plastic and Reconstructive Surgery, Department of Neurosciences, University of Padova, Padova, Italy
| | - Luigi Ciuffreda
- Breast Surgery Unit, IRCCS Fondazione Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Corrado Tinterri
- Breast Surgery Department, Humanitas Clinical and Research Center, IRCCS, Rozzano, Milan, Italy
| | - Armando Santoro
- UO of Medical Oncology, Department of Oncology and Hematology, Humanitas Clinical and Research Center, IRCCS, via Manzoni 56, 20089, Rozzano, Milan, Italy
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy
| |
Collapse
|