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PURPOSE: Recent breakthroughs in natural language processing and machine learning, exemplified by ChatGPT, have spurred a paradigm shift in healthcare. Released by OpenAI in November 2022, ChatGPT rapidly gained global attention. Trained on massive text datasets, this large language model holds immense potential to revolutionize healthcare. However, existing literature often overlooks the need for rigorous validation and real-world applicability. METHODS: This head-to-head comparative study assesses ChatGPT's capabilities in providing therapeutic recommendations for head and neck cancers. Simulating every NCCN Guidelines scenarios. ChatGPT is queried on primary treatments, adjuvant treatment, and follow-up, with responses compared to the NCCN Guidelines. Performance metrics, including sensitivity, specificity, and F1 score, are employed for assessment. RESULTS: The study includes 68 hypothetical cases and 204 clinical scenarios. ChatGPT exhibits promising capabilities in addressing NCCN-related queries, achieving high sensitivity and overall accuracy across primary treatment, adjuvant treatment, and follow-up. The study's metrics showcase robustness in providing relevant suggestions. However, a few inaccuracies are noted, especially in primary treatment scenarios. CONCLUSION: Our study highlights the proficiency of ChatGPT in providing treatment suggestions. The model's alignment with the NCCN Guidelines sets the stage for a nuanced exploration of AI's evolving role in oncological decision support. However, challenges related to the interpretability of AI in clinical decision-making and the importance of clinicians understanding the underlying principles of AI models remain unexplored. As AI continues to advance, collaborative efforts between models and medical experts are deemed essential for unlocking new frontiers in personalized cancer care.
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Adjuvantes Imunológicos , Neoplasias de Cabeça e Pescoço , Humanos , Benchmarking , Tomada de Decisão Clínica , Neoplasias de Cabeça e Pescoço/terapia , Inteligência ArtificialRESUMO
PURPOSE: In laryngeal squamous cell carcinoma (LSCC) treated with transoral laser microsurgery (TOLMS), the status of margins significantly affected local control. When a positive or close margin is present, there is no ubiquitous consensus regarding further treatments. The rationale of the present systematic review and meta-analysis is to investigate the survival impact of the status of the margins in patients affected by LSCC treated with TOLMS. DATA SOURCES: PubMed, EMBASE, and Cochrane Library. METHODS: We performed a systematic search, following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Inclusion criteria were: patients affected by LSCC, staged according to the American Joint Committee on Cancer Staging System and treated by TOLMS without any previous treatment; margins status (close, positive, negative) and the adjusted hazard ratios (aHRs) with 95% confidence intervals (CIs) of overall survival, disease-specific survival, and disease-free survival has to be reported. RESULTS: Nine studies were deemed eligible for the qualitative analysis, and 3 for the quantitative analysis to investigate the association between margin status and OS. The cumulative number of patients was 3130. The sample size ranged from 96 to 747 patients. The follow-up period ranged from 0 to 201 months. The meta-analysis results show that positive margins have an aHR of 1.30 yet with CI range (0.56 to 2.97). CONCLUSIONS: Our current meta-analysis results are unable to definitively assess the real impact of resection margins on OS. Few authors provide accurate data regarding position and types of margins. Further prospective or high-quality studies are required.
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PURPOSE: Informative image selection in laryngoscopy has the potential for improving automatic data extraction alone, for selective data storage and a faster review process, or in combination with other artificial intelligence (AI) detection or diagnosis models. This paper aims to demonstrate the feasibility of AI in providing automatic informative laryngoscopy frame selection also capable of working in real-time providing visual feedback to guide the otolaryngologist during the examination. METHODS: Several deep learning models were trained and tested on an internal dataset (n = 5147 images) and then tested on an external test set (n = 646 images) composed of both white light and narrow band images. Four videos were used to assess the real-time performance of the best-performing model. RESULTS: ResNet-50, pre-trained with the pretext strategy, reached a precision = 95% vs. 97%, recall = 97% vs, 89%, and the F1-score = 96% vs. 93% on the internal and external test set respectively (p = 0.062). The four testing videos are provided in the supplemental materials. CONCLUSION: The deep learning model demonstrated excellent performance in identifying diagnostically relevant frames within laryngoscopic videos. With its solid accuracy and real-time capabilities, the system is promising for its development in a clinical setting, either autonomously for objective quality control or in conjunction with other algorithms within a comprehensive AI toolset aimed at enhancing tumor detection and diagnosis.
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Aprendizado Profundo , Laringoscopia , Humanos , Laringoscopia/métodos , Gravação em Vídeo , Estudos de Viabilidade , Doenças da Laringe/diagnóstico , Doenças da Laringe/diagnóstico por imagemRESUMO
BACKGROUND: Transoral robotic surgery (TORS) has renovated the surgical management of oropharyngeal squamous cell carcinoma (OPSCC), allowing a minimally invasive surgical approach with optimal oncological outcomes. The recent introduction of the da Vinci Single Port (SP) system resulted in a considerable improvement of TORS technique. METHODS: In this video, we illustrate the transoral robotic lateral oropharyngectomy performed with the da Vinci SP system in a 50-year-old male patient suffering from a p16+ oropharyngeal squamous cell carcinoma cT4N1M0. RESULTS: The transoral robotic lateral oropharyngectomy is illustrated step by step. The structures encountered during the resection are described, and the surgical margins are defined based on anatomical landmarks. The most critical regions encountered during resection are pointed out, and the tip and tricks of this surgery are reported. CONCLUSIONS: A step-by-step transoral lateral oropharyngectomy is described to increase its reproducibility. The da Vinci SP system owns various benefits for performing transoral lateral oropharyngectomy due to the increased maneuverability in the narrower oral cavity working spaces.
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Neoplasias de Cabeça e Pescoço , Neoplasias Orofaríngeas , Procedimentos Cirúrgicos Robóticos , Masculino , Humanos , Pessoa de Meia-Idade , Carcinoma de Células Escamosas de Cabeça e Pescoço , Procedimentos Cirúrgicos Robóticos/métodos , Reprodutibilidade dos Testes , Boca/cirurgia , Boca/patologia , Neoplasias Orofaríngeas/cirurgia , Neoplasias Orofaríngeas/patologiaRESUMO
BACKGROUND: The squamous cell carcinoma (SCC) of the posterior pharyngeal wall (PPW) is associated with poor oncological outcomes based on current literature data. We reported the preliminary outcomes of a potential new treatment protocol based on neoadjuvant chemotherapy (NCT) and transoral robotic surgery (TORS). METHODS: A retrospective single-center case series was performed including a total of 20 patients diagnosed with a SCC of the PPW between October 2010 and September 2021. All patients successfully completed TORS with neck dissection after NCT. Adjuvant treatment was performed in the presence of adverse pathologic features. Loco-regional control (LRC), overall survival (OS), and disease-specific survival (DSS) were defined as the time from surgery to tumor recurrence or death, as appropriate. Survival estimates were calculated by Kaplan-Meier analysis. Surgical data and post-operative functional outcomes were also reported. RESULTS: Estimated 3-year LRC, OS, and DSS rates (95% Confidence interval) were 59.7% (39.7-89.6), 58.6% (38.7-88.8), and 69.4% (49.9-96.6). The median hospital stay was 21 days (IQR 17.0-23.5). Oral diet and decannulation were achieved after a median of 14 days (IQR 12.0-15.0). Feeding tube and tracheostomy dependence after 6 months was observed in 3 (15%) and 2 (10%) patients, respectively. CONCLUSIONS: The use of NCT followed by TORS for PPW SCC treatment appears to have good oncological and functional outcomes for both early and locally advanced cancers. Further randomized trials and site-specific guidelines are needed.
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Carcinoma de Células Escamosas , Neoplasias de Cabeça e Pescoço , Neoplasias Orofaríngeas , Neoplasias Faríngeas , Procedimentos Cirúrgicos Robóticos , Humanos , Estudos Retrospectivos , Terapia Neoadjuvante , Procedimentos Cirúrgicos Robóticos/métodos , Recidiva Local de Neoplasia/etiologia , Neoplasias Faríngeas/cirurgia , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/cirurgia , Neoplasias de Cabeça e Pescoço/etiologia , Neoplasias Orofaríngeas/patologia , Resultado do TratamentoRESUMO
OBJECTIVE: The aim of this study is to analyze functional outcomes of soft palate reconstruction after oncologic surgery. METHODS: This study was conducted in conformity with the PRISMA statement. A single arm meta-analysis was performed for feeding tube dependence (FTD) (primary outcome), velopharyngeal insufficiency (VPI) and hypernasality (HN) (secondary outcomes) incidences. RESULTS: A total of 510 patients (males: 77.75%, n = 353/454) with a median age of 58 years (n = 480/510; 95% CI 57.0-61.0) who underwent soft palate surgical resection with primary reconstruction were included. Overall, the cumulative FTD rate was 1.55% (n = 28/510; 95% CI 0.24-3.96%), the VPI rate was 22.18% (n = 119/379; 95% CI 12.99-33.02%), and the HN rate was 33.01% (n = 88/234; 95% CI 19.03-46.61%). CONCLUSIONS: Soft palate reconstruction results in a low incidence of FTD, and most patients resume a full oral diet. Both obturators, primary closure, local and free flaps seem good reconstructive options. Nevertheless, more specific postoperative functional deficiencies like VPI and HN owns higher incidences, potentially affecting the quality of the swallowing and speaking function and the patient's quality of life.
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Fissura Palatina , Demência Frontotemporal , Doenças Nasais , Procedimentos de Cirurgia Plástica , Insuficiência Velofaríngea , Masculino , Humanos , Pessoa de Meia-Idade , Demência Frontotemporal/complicações , Demência Frontotemporal/cirurgia , Qualidade de Vida , Palato Mole/cirurgia , Fissura Palatina/cirurgia , Insuficiência Velofaríngea/cirurgia , Doenças Nasais/cirurgia , Resultado do TratamentoRESUMO
OBJECTIVES: Bilateral adductor vocal cord paralysis (BAVCP) is a rare and challenging condition whose main consequence is reduction of airway patency at the glottic level, often causing respiratory distress, while vocal function tends to remain almost normal. We investigated the effect of transoral glottal widening on quality of life and decannulation rates in patients affected by BAVCP. METHODS: We retrospectively evaluated patients affected by BAVCP and treated by transoral CO2 posterior cordotomy with or without medial partial arytenoidectomy (PC ± MPA) at two referral centers. The primary outcome was change in quality of life, evaluated pre- and post-operatively by the ADVS, VHI-30, and EAT-10 questionnaires. Secondary outcomes were the need for retreatments and, for patients with tracheotomy, the time to decannulation. RESULTS: Thirty-three patients met selection criteria. The etiology was post-surgical in 27 cases (81.8%), idiopathic in 4 (12.1%), a trauma-related in 1 (6.0%), and to other causes in 1 (3.0%). In 22 cases (66.7%), PC was combined with MPA. A significant improvement in responses for the ADVS (p < .0001) and EAT-10 (p < .0001) was observed, whereas the VHI-30 score did not change significantly post-operatively. All nine patients with a tracheostomy were successfully decannulated within 18 months after the surgical procedure. CONCLUSIONS: For patients affected by BAVCP, PC ± MPA by transoral CO2 laser microsurgery is a safe, customizable and minimally invasive treatment that can guarantee an affordable balance between quality of life in terms of phonation and swallowing and acceptable airway patency.
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Terapia a Laser , Lasers de Gás , Paralisia das Pregas Vocais , Cartilagem Aritenoide/cirurgia , Dióxido de Carbono , Cordotomia , Humanos , Laringoscopia , Lasers de Gás/uso terapêutico , Qualidade de Vida , Estudos Retrospectivos , Resultado do Tratamento , Paralisia das Pregas Vocais/cirurgia , Prega VocalRESUMO
BACKGROUND: A worldwide personal protection equipment (PPE) shortage has emerged during COVID-19 pandemic, contributing to the high incidence of SARS-CoV-2 infection among health care providers. To address this lack of PEE, new solutions have been researched. Among those, full-face snorkeling masks demonstrated to be an interesting option. Among surgical specialties otolaryngologists and thoracic surgeons are at high risk of infection, due to the close contact with airway secretions. OBJECTIVES: We tested the comfort and usability of a modified full-face snorkeling mask (Ocean Reef Mask Aria QR+) as a protective device for otolaryngologic and thoracic surgeries. METHODS: The mask was customized with a 3D-printed adaptor supporting many industrial filter types, including FFP3 and heat and moisture ex- changers (HME). We evaluated surgical performances of the mask, both subjectively, with a questionnaire filled in by the surgeons, as well as objectively, monitoring transcutaneous PCO2 and PO2 values of surgeons during surgical procedures. RESULTS: The modified full-face snorkeling mask was tested during 9 otolaryngologic and 15 thoracic surgery procedures. The device demonstrated very good overall vision quality with some limitations regarding lateral vision and almost no difficulties in usability. Water condensation into the mask was absent in almost every case. Both PO2 and PCO2 param- eters remained within normal ranges during every procedure. DISCUSSION: The modified full-face snorkeling mask can be an innovative PPE. In the current COVID-19 pandemic scenario, the worldwide shortage of protective masks and goggles may exploit this ready-to-use and low-cost solution, especially for high-risk surgical procedures.
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COVID-19 , Otolaringologia , Cirurgia Torácica , Humanos , Máscaras , Pandemias , SARS-CoV-2 , Interface Usuário-ComputadorAssuntos
Laringe , Terapia a Laser , Humanos , Margens de Excisão , Microcirurgia , Laringe/cirurgia , LasersRESUMO
BACKGROUND: The recently developed da Vinci single-port (SP) system offers potential advantages in maneuverability within narrower surgical spaces. This study aims to compare intra- and post-operative outcomes, technical advantages, and limitations of transoral resections using the da Vinci SP and da Vinci Xi systems for oropharyngeal squamous cell carcinoma (OPSCC). METHODS: A single-center retrospective cohort study included patients with OPSCC who underwent transoral robotic surgery (TORS) after neoadjuvant chemotherapy (NCT). Data on pre-operative variables, intraoperative data, postoperative complications, and functional outcomes were collected. RESULTS: A total of 209 patients (males: 175; mean age: 59.0 ± 9.3) were included (SP: n = 136; Xi: n = 73). A significantly lower docking time was measured for the SP group (5.7 ± 2.5 min vs. 10.0 ± 4.4 min; p <.001). Similarly, the console time was reduced for the SP group though not reaching statistical significance (76.3 ± 30.7 min vs. 88.1 ± 36.9 min; p =.06). A greater proportion of patients showed wide negative resection margins in the SP group (71 % vs. 56 %; p =.10), although not statistically significant. No significant differences were observed in complication rates or postoperative functional outcomes. DISCUSSION: This study demonstrates the safety and efficacy of the da Vinci SP system in oropharyngeal surgery, with potential advantages in terms of reduced docking and console times. The findings suggest that the SP system offers improved maneuverability and instrument placement compared to the da Vinci Xi system.
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Neoplasias de Cabeça e Pescoço , Procedimentos Cirúrgicos Robóticos , Masculino , Humanos , Pessoa de Meia-Idade , Idoso , Carcinoma de Células Escamosas de Cabeça e Pescoço , Estudos Retrospectivos , Complicações Pós-Operatórias , Resultado do TratamentoRESUMO
PURPOSE: To predict the necessity of enteral nutrition at 28 days after surgery in patients undergoing major head and neck oncologic procedures for oral and oropharyngeal cancers. MATERIAL AND METHODS: Data from 193 patients with oral cavity and oropharyngeal squamous cell carcinoma were retrospectively collected at two tertiary referral centers to train (n = 135) and validate (n = 58) six supervised machine learning (ML) models for binary prediction employing 29 clinical variables available pre-operatively. RESULTS: The accuracy of the six ML models ranged between 0.74 and 0.88, while the measured area under the curve (AUC) between 0.75 and 0.87. The ML algorithms showed high specificity (range 0.87-0.96) and moderate sensitivity (range: 0.31-0.77) in detecting patients with ≥28 days feeding tube dependence. Negative predictive value was higher (range: 0.81-0.93) compared to positive predictive value (range: 0.40-0.71). Finally, the F1 score ranged between 0.35 and 0.74. CONCLUSIONS: Classification performance of the ML algorithms showed optimistic accuracy in the prediction of enteral nutrition at 28 days after surgery. Prospective studies are mandatory to define the clinical benefit of a ML-based pre-operative prediction of a personalized nutrition protocol.
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Neoplasias de Cabeça e Pescoço , Neoplasias Orofaríngeas , Humanos , Estudos Retrospectivos , Estudos Prospectivos , Neoplasias Orofaríngeas/cirurgia , Aprendizado de MáquinaRESUMO
Introduction: The increasing population of survivors of head and neck carcinomas is becoming more conspicuous. Consequently, the pivotal role of quality of life, particularly elucidated through the assessment of dysphagia and dysphonia, is progressively influencing the decision-making process. The current study aims to assess whether VITOM 3D could offer a comparable post-treatment quality of life to traditional approaches for patients with laryngeal cancer and oro-hypopharyngeal cancer. Methods: A case series of laryngeal cancer and oro-hypopharyngeal cancer patients treated either with an exoscopic-assisted surgical setup and with conventional treatments (transoral microsurgery and radio-chemotherapy) at the Otolaryngology Unit of IRCCS San Martino Hospital, Genoa, is presented. The post-treatment quality of life of the two cohorts were compared through the administration of the University of Washington Quality of Life Questionnaire, Voiceik Handicap Index-10, M.D. Anderson Dysphagia Inventory were administrated to both cohorts of patients. Results: In the laryngeal cancer group, a total of 79 patients were included. Of these, 50.1% underwent transoral exoscope-assisted surgery, while 49.9% underwent primary transoral microscopic-assisted surgical approach. No significant differences were observed in terms of the University of Washington Quality of Life Questionnaire and Voice Handicap Index-10 between the two subgroups. Conversely, in the oro-hypopharyngeal cancer group, 43 patients were included. Of these, 37.2% underwent primary transoral exoscope-assisted surgery, while 62.8% received (chemo)radiotherapy. No notable differences were reported in terms of the University of Washington Quality of Life Questionnaire and M.D. Anderson Dysphagia Inventory between the transoral exoscope-assisted surgery and (chemo)radiotherapy subgroups. Conclusions: Assessments of quality of life, conducted through the University of Washington Quality of Life Questionnaire questionnaire, dysphonia evaluations using the Voice Handicap Index-10, and dysphagia assessments employing the M.D. Anderson Dysphagia Inventory questionnaire, demonstrate analogous outcomes between conventional treatment modalities and transoral interventions utilizing the 3D exoscope.
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OBJECTIVE: To investigate the potential of deep learning for automatically delineating (segmenting) laryngeal cancer superficial extent on endoscopic images and videos. METHODS: A retrospective study was conducted extracting and annotating white light (WL) and Narrow-Band Imaging (NBI) frames to train a segmentation model (SegMENT-Plus). Two external datasets were used for validation. The model's performances were compared with those of two otolaryngology residents. In addition, the model was tested on real intraoperative laryngoscopy videos. RESULTS: A total of 3933 images of laryngeal cancer from 557 patients were used. The model achieved the following median values (interquartile range): Dice Similarity Coefficient (DSC) = 0.83 (0.70-0.90), Intersection over Union (IoU) = 0.83 (0.73-0.90), Accuracy = 0.97 (0.95-0.99), Inference Speed = 25.6 (25.1-26.1) frames per second. The external testing cohorts comprised 156 and 200 images. SegMENT-Plus performed similarly on all three datasets for DSC (p = 0.05) and IoU (p = 0.07). No significant differences were noticed when separately analyzing WL and NBI test images on DSC (p = 0.06) and IoU (p = 0.78) and when analyzing the model versus the two residents on DSC (p = 0.06) and IoU (Senior vs. SegMENT-Plus, p = 0.13; Junior vs. SegMENT-Plus, p = 1.00). The model was then tested on real intraoperative laryngoscopy videos. CONCLUSION: SegMENT-Plus can accurately delineate laryngeal cancer boundaries in endoscopic images, with performances equal to those of two otolaryngology residents. The results on the two external datasets demonstrate excellent generalization capabilities. The computation speed of the model allowed its application on videolaryngoscopies simulating real-time use. Clinical trials are needed to evaluate the role of this technology in surgical practice and resection margin improvement. LEVEL OF EVIDENCE: III Laryngoscope, 134:2826-2834, 2024.
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Aprendizado Profundo , Neoplasias Laríngeas , Laringoscopia , Imagem de Banda Estreita , Humanos , Laringoscopia/métodos , Imagem de Banda Estreita/métodos , Neoplasias Laríngeas/diagnóstico por imagem , Neoplasias Laríngeas/cirurgia , Neoplasias Laríngeas/patologia , Estudos Retrospectivos , Gravação em Vídeo , Masculino , Feminino , Pessoa de Meia-Idade , Luz , IdosoRESUMO
BACKGROUND: Transoral robotic surgery (TORS) performed after neoadjuvant chemotherapy (NAC) is a promising treatment for advanced-stage oropharyngeal carcinoma (OPSCC) able to reduce the adjuvant therapy administration rate. METHODS: A retrospective bi-centric study was conducted to analyze NAC + TORS versus upfront TORS patients. A 1:1 propensity score matching was used to compare the two groups. RESULTS: Among the 300 patients with stage III-IV OPSCC, 204 patients were matched for comparing NAC + TORS versus upfront TORS. Between the two groups, no significant difference was observed in recurrences and in survival for RFS, OS, and DSS. In the NAC + TORS p16-positive population, adjuvant therapy could be spared in 51% versus 16% in the upfront surgery cohort (p < 0.001) due to the lower frequency of pathological risk factors after NAC. CONCLUSIONS: NAC followed by TORS for locoregionally advanced OPSCC demonstrated to achieve non-inferior survival outcomes to upfront surgery, while in the p16-positive population allowed to significantly spare adjuvant therapy.
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OBJECTIVE: The prognostic value of depth of invasion (DOI) in oral squamous cell cancer carcinoma and cutaneous melanoma is well established, while there is a lack of reports investigating the role of DOI in laryngeal cancer. This study aims to explore the association of glottic cancer DOI with other established pathological risk factors and nodal metastasis and evaluate the feasibility of measuring DOI preoperatively using tomographic imaging. METHODS: The medical records of glottic cancer patients treated between 2015 and 2020 in a single tertiary referral center were screened retrospectively. Pathologically measured DOI (pDOI) value was also reviewed and registered. Preoperative computer tomography (CT) was used to obtain the radiological DOI (rDOI) measured by two dedicated radiologists. Their inter-rated agreement was assessed and the correlation between pDOI and rDOI was calculated. pDOI association with the main pathology report features was assessed with univariable analysis. Cox univariable and multivariable models were used to explore the role of pDOI on survival. RESULTS: Ninety-one patients had pDOI data available, of which 59 also had rDOI data. A strong concordance between the two radiologists was found (concordance correlation coefficient = 0.96); rDOI and pDOI were highly and significantly correlated (R = 0.85; p < 0.001). pDOI was significantly higher in patients with perineural invasion (PNI; p < 0.001), lymphovascular invasion (LVI; p < 0.001), and nodal metastasis (p < 0.001). pDOI was associated with disease-free survival at univariable analysis (p = 0.04) while it did not show a significant impact (p = 0.10) at multivariable analysis. CONCLUSION: Glottic carcinoma DOI correlates with PNI, LVI, and nodal metastasis and it can be reliably assessed in a preoperative setting using CT imaging. LEVEL OF EVIDENCE: 3 Laryngoscope, 134:3230-3237, 2024.
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Glote , Neoplasias Laríngeas , Invasividade Neoplásica , Tomografia Computadorizada por Raios X , Humanos , Neoplasias Laríngeas/patologia , Neoplasias Laríngeas/cirurgia , Neoplasias Laríngeas/diagnóstico por imagem , Neoplasias Laríngeas/mortalidade , Masculino , Feminino , Glote/patologia , Glote/diagnóstico por imagem , Glote/cirurgia , Estudos Retrospectivos , Pessoa de Meia-Idade , Idoso , Prognóstico , Cuidados Pré-Operatórios/métodos , Estudos de Viabilidade , Metástase Linfática/diagnóstico por imagem , Metástase Linfática/patologia , Idoso de 80 Anos ou mais , AdultoRESUMO
OBJECTIVE: The aim of this study is to analyze oncologic outcomes and complications rate after common or internal carotid artery (CCA/ICA) resection for head and neck squamous cell carcinoma (HNSCC). METHODS: This study was conducted in conformity with the PRISMA statement. A systematic review and pooled analysis was performed for overall survival (OS), disease specific survival (DSS) (primary outcomes), and perioperative death rate (secondary outcome). RESULTS: A total of 276 patients (males: 76.7%, n = 191/249) with a median age of 59 years (n = 239/276; 95% CI 55.0-61.7) who underwent CCA/ICA resection for HNSCC were included. The median follow-up time was 11 months (n = 276). Estimated pooled OS rates (95% CI) at 1 and 2 years were 52.7% (46.9-59.2) and 29.8% (24.3-36.5), respectively. The median OS (95% CI) was 14 months (12-17). Estimated pooled DSS rates (95% CI) at 1 and 2 years were 58.6% (52.7-65.2) and 34.6% (28.5-41.9), respectively. The median DSS (95% CI) was 16 months (14-19). The perioperative death rate was 6.9% (n = 19/276). CONCLUSIONS: CCA/ICA resection should be considered as a treatment option for accurately selected patients. Multicentric prospective studies are recommended to develop a predictive score guiding the decision-making process.
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Neoplasias de Cabeça e Pescoço , Complicações Pós-Operatórias , Carcinoma de Células Escamosas de Cabeça e Pescoço , Humanos , Neoplasias de Cabeça e Pescoço/cirurgia , Neoplasias de Cabeça e Pescoço/mortalidade , Carcinoma de Células Escamosas de Cabeça e Pescoço/cirurgia , Carcinoma de Células Escamosas de Cabeça e Pescoço/mortalidade , Complicações Pós-Operatórias/mortalidade , Complicações Pós-Operatórias/epidemiologia , Feminino , Artéria Carótida Interna/cirurgia , Masculino , Pessoa de Meia-Idade , Taxa de Sobrevida , Artéria Carótida Primitiva/cirurgiaRESUMO
PURPOSE: To develop machine learning (ML) models for predicting positive margins in patients undergoing transoral robotic surgery (TORS). METHODS: Data from 453 patients with laryngeal, hypopharyngeal, and oropharyngeal squamous cell carcinoma were retrospectively collected at a tertiary referral center to train (n = 316) and validate (n = 137) six two-class supervised ML models employing 14 variables available pre-operatively. RESULTS: The accuracy of the six ML models ranged between 0.67 and 0.75, while the measured AUC between 0.68 and 0.75. The ML algorithms showed high specificity (range: 0.75-0.89) and low sensitivity (range: 0.26-0.64) in detecting patients with positive margins after TORS. NPV was higher (range: 0.73-0.83) compared to PPV (range: 0.45-0.63). T classification and tumor site were the most important predictors of positive surgical margins. CONCLUSIONS: ML algorithms can identify patients with low risk of positive margins and therefore amenable to TORS.
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Carcinoma de Células Escamosas , Neoplasias de Cabeça e Pescoço , Neoplasias Orofaríngeas , Procedimentos Cirúrgicos Robóticos , Humanos , Procedimentos Cirúrgicos Robóticos/efeitos adversos , Carcinoma de Células Escamosas/patologia , Margens de Excisão , Estudos Retrospectivos , Resultado do Tratamento , Aprendizado de Máquina , Neoplasias de Cabeça e Pescoço/cirurgia , Neoplasias de Cabeça e Pescoço/etiologia , Neoplasias Orofaríngeas/cirurgia , Neoplasias Orofaríngeas/etiologiaRESUMO
PURPOSE: To analyze the oncological outcomes and patterns of recurrence of patients with locoregionally advanced oropharyngeal squamous cell carcinoma (OPSCC) who underwent neo-adjuvant chemotherapy (NCT) with subsequent transoral robotic surgery (TORS). METHODS: A single-center retrospective cohort study was performed, including 198 patients (mean age: 58.6, SD: 9.2). The primary outcome was disease-free survival (DFS). RESULTS: The median follow-up time was 26.5 months (IQR: 16.0-52.0). Estimated DFS rates (95 % CI) at 1 and 3 years were 86.6 % (81.9-91.7), and 81.4 % (75.7-87.6), respectively. Estimated DSS rates (95 % CI) at 1 and 3 years were 96.7 % (94.1-99.3), and 92.6 % (88.4-97.0), respectively. Estimated OS rates (95 % CI) at 1 and 3 years were 96.2 % (93.4-99.0), and 88.7 % (83.4-94.2), respectively. A total of 31 (15.6 %) patients showed a disease relapse after a median time of 8 months (IQR: 4.0-12.0), but only 12 (6 %) patients died of the disease during the study period. CONCLUSIONS: This study demonstrates that NCT and TORS can obtain excellent tumor control and survival in locoregionally advanced OPSCC. NCT might reduce the need for adjuvant treatments, and randomized clinical trials should be conducted to better define this aspect.
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Carcinoma de Células Escamosas , Neoplasias de Cabeça e Pescoço , Neoplasias Orofaríngeas , Procedimentos Cirúrgicos Robóticos , Humanos , Pessoa de Meia-Idade , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/cirurgia , Estudos Retrospectivos , Procedimentos Cirúrgicos Robóticos/métodos , Terapia Neoadjuvante , Recidiva Local de Neoplasia , Carcinoma de Células Escamosas de Cabeça e Pescoço , Neoplasias Orofaríngeas/tratamento farmacológico , Neoplasias Orofaríngeas/cirurgiaRESUMO
OBJECTIVES: To analyze the oncological and functional outcomes of patients with stage III-IV laryngo-hypopharyngeal cancer who underwent neoadjuvant chemotherapy (NAC) with subsequent transoral robotic surgery (TORS). MATERIALS AND METHODS: A single-center retrospective cohort study included a total of 100 patients (median age of 67.0) affected by stage III-IV supraglottic or hypopharyngeal cancer. All patients underwent NAC followed by TORS and risk-adjusted adjuvant therapy. The primary outcome was recurrence-free survival (RFS). RESULTS: The median follow-up time was 24.0 months. Estimated 2-year (95% CI) OS, DSS, and RFS were 75% (66% - 85%), 84% (76% - 92%), and 65% (56% - 76%), respectively. Among the 11 patients who relapsed on the primary site, 3 underwent salvage total laryngectomy, 3 underwent salvage CRT, and the others receive palliation or supportive care. At 6 months from surgery, 17 patients were still tracheostomized or had a stoma retainer, while 15 were gastrostomy dependent. At the Cox multivariable analysis, the clinical stage at presentation, the number of NAC cycles, and the presence of LVI were found to be independently correlated with the RFS. CONCLUSION: This study demonstrates that NAC followed by TORS can obtain good tumor control, survival, and organ preservation rates in stage III-IV laryngo-hypopharyngeal cancer.