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Musio D, DE Vincentiis M, D'Urso P, Musacchio A, Maiuri V, Zaccaro L, Ralli M, Marchetti C, Turchetta R, Tombolini V, DE Felice F. Hearing Loss After Cisplatin-based Chemoradiotherapy for Locally Advanced Head and Neck Cancer: A Prospective Single-institution Study. Anticancer Res 2022; 42:3003-3009. [PMID: 35641273 DOI: 10.21873/anticanres.15784] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [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: 04/09/2022] [Revised: 04/23/2022] [Accepted: 04/26/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND/AIM A single-institution prospective study was conducted to evaluate hearing loss rate after intensity modulated radiotherapy with concomitant cisplatin-based chemotherapy (CRT) for locally advanced head and neck cancer and identify cochlear dosimetric parameters associated with hearing loss risk. PATIENTS AND METHODS Hearing assessment, patients' characteristics, tumor-related variables, and cochlear quantitative dosimetric factors for adults with locally advanced head and neck cancer treated with CRT were prospectively collected. Each patient repeated audiometry at baseline (pre-CRT), 1 month after CRT, and then every 3 to 6 months. For each cochlea minimum dose (Dmin), mean dose (Dmean), and maximum dose (Dmax) were extracted from treatment plans. Logistic analysis was used for multivariate modeling. The relation between cochlear dosimetric factors and significant hearing loss was also analyzed with receiver operating characteristic (ROC) curves. RESULTS Between January 2016 and December 2018, 35 patients (70 cochleae) were included. Most patients (n=29; 82.9%) had primary cancer in a low-risk region (oral cavity, oropharynx, larynx). All patients completed the programmed CRT. During follow-up, significant hearing loss was recorded in 13 cases (37.1%). The ROC areas for significant hearing loss in relation to Dmin, Dmean, and Dmax were 0.70, 0.66, and 0.66, respectively. A dose-dependent relationship was noted between cochlear Dmin and significant hearing loss. CONCLUSION Dmin <14.4 Gy is associated with reduced rates of significant hearing loss after concomitant cisplatin-based CRT in patients with locally advanced head and neck cancer.
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Affiliation(s)
- Daniela Musio
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Marco DE Vincentiis
- Department of Oral and Maxillofacial Sciences, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Pasqualina D'Urso
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Angela Musacchio
- Department of Sense Organs, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Veronica Maiuri
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Lucy Zaccaro
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Massimo Ralli
- Department of Sense Organs, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Claudia Marchetti
- Department of Woman, Child and Public Health, Fondazione Policlinico Universitario A. Gemelli IRCCS, Institute of Obstetrics and Gynecology, Università Cattolica Del Sacro Cuore, Rome, Italy
| | - Rosaria Turchetta
- Department of Sense Organs, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Vincenzo Tombolini
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Francesca DE Felice
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy;
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DE Felice F, Valentini V, DE Vincentiis M, DI Gioia CRT, Musio D, Tummulo AA, Ricci LI, Converti V, Mezi S, Messineo D, Tenore G, Della Monaca M, Ralli M, Vullo F, Botticelli A, Brauner E, Priore P, Umberto R, Marchetti P, Della Rocca C, Polimeni A, Tombolini V. Prediction of Recurrence by Machine Learning in Salivary Gland Cancer Patients After Adjuvant (Chemo)Radiotherapy. In Vivo 2021; 35:3355-3360. [PMID: 34697169 DOI: 10.21873/invivo.12633] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [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: 07/22/2021] [Revised: 08/07/2021] [Accepted: 08/09/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND/AIM To investigate survival outcomes and recurrence patterns using machine learning in patients with salivary gland malignant tumor (SGMT) undergoing adjuvant chemoradiotherapy (CRT). PATIENTS AND METHODS Consecutive SGMT patients were identified, and a data set included nine predictor variables and a dependent variable [disease-free survival (DFS) event] was standardized. The open-source R software was used. Survival outcomes were estimated by the Kaplan-Meier method. The random forest approach was used to select the important explanatory variables. A classification tree that optimally partitioned SGMT patients with different DFS rates was built. RESULTS In total, 54 SGMT patients were included in the final analysis. Five-year DFS was 62.1%. The top two important variables identified were pathologic node (pN) and pathologic tumor (pT). Based on these explanatory variables, patients were partitioned in three groups, including pN0, pT1-2 pN+ and pT3-4 pN+ with 26%, 38% and 75% probability of recurrence, respectively. Accordingly, 5-year DFS rates were 73.7%, 57.1% and 34.3%, respectively. CONCLUSION The proposed decision tree algorithm is an appropriate tool to partition SGMT patients. It can guide decision-making and future research in the SGMT field.
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Affiliation(s)
- Francesca DE Felice
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy;
| | - Valentino Valentini
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Marco DE Vincentiis
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Cira Rosaria Tiziana DI Gioia
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Daniela Musio
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Aida Angela Tummulo
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Ludovica Isabella Ricci
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Valeria Converti
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Silvia Mezi
- Department of Medical Oncology B, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Daniela Messineo
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Gianluca Tenore
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Marco Della Monaca
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Massimo Ralli
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Francesco Vullo
- Department of Radiological Sciences, Oncology and Pathology, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Andrea Botticelli
- Department of Clinical and molecular oncology, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Edoardo Brauner
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Paolo Priore
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Romeo Umberto
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Paolo Marchetti
- Department of Clinical and molecular oncology, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Carlo Della Rocca
- Department of Medical Oncology B, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
| | - Antonella Polimeni
- Department of Oral and Maxillo Facial Sciences, Policlinico Umberto I, "Sapienza" University of Rome, Rome, Italy
| | - Vincenzo Tombolini
- Department of Radiotherapy, Policlinico Umberto I "Sapienza" University of Rome, Rome, Italy
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