Your browser doesn't support javascript.
loading
Mostrar: 20 | 50 | 100
Resultados 1 - 20 de 37
Filtrar
1.
BMC Med Inform Decis Mak ; 24(1): 81, 2024 Mar 20.
Artigo em Inglês | MEDLINE | ID: mdl-38509511

RESUMO

BACKGROUND: Effective communication and information delivery enhance doctor-patient relationships, improves adherence to treatment, reduces work burden, and supports decision-making. The study developed a head and neck cancer (HNC) communication platform to support effective delivery of information about HNC treatment and improve the doctor-patient relationship. METHODS: This study was structured in three main phases: 1) The requirement elicitation phase sought an understanding of the HNC treatment journey and service failure points (FPs) obtained through patient/medical staff interviews and observations, along with a review of the electronic health record system; 2) The development phase involved core needs analysis, solutions development through a co-creation workshop, and validation of the solutions through focus groups; and 3) the proposed HNC communication platform was integrated with the current treatment system, and the flow and mechanism of the interacting services were structured using a service blueprint (SB). RESULTS: Twenty-two service FPs identified through interviews and observations were consolidated into four core needs, and solutions were proposed to address each need: an HNC treatment journey map, cancer survivor stories, operation consent redesign with surgical illustrations, and a non-verbal communication toolkit. The communication platform was designed through the SB in terms of the stage at which the solution was applied and the actions and interactions of the service providers. CONCLUSIONS: The developed platform has practical significance, reflecting a tangible service improvement for both patients and medical staff, making it applicable in hospital settings.


Assuntos
Neoplasias de Cabeça e Pescoço , Relações Médico-Paciente , Humanos , Neoplasias de Cabeça e Pescoço/terapia , Comunicação , Grupos Focais , Pacientes
2.
J Craniofac Surg ; 2024 Feb 12.
Artigo em Inglês | MEDLINE | ID: mdl-38346019

RESUMO

Only a limited number of documented low-grade papillary Schneiderian carcinoma (LGPSC) cases have been reported since its initial description in 2015. In this study, the authors present a case report involving a young female patient who presented with this rare condition localized in the nasal cavity. On the basis of histologic examination of a small tumor sample, the initial diagnosis pointed to squamous cell carcinoma. After the surgery, however, the final histologic diagnosis was confirmed as LGPSC. Finally, after surgical intervention, the histologic diagnosis was confirmed as LGPSC. Remarkably, over a period of 22 months, the patient showed no signs of recurrence or metastasis. To achieve an accurate diagnosis and implement appropriate treatment strategies for LGPSC, a comprehensive understanding of both its clinical and histologic characteristics is necessary.

3.
J Craniofac Surg ; 2023 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-37938110

RESUMO

The occurrence of multiple malignant tumors with varying histological characteristics in bilateral parotid glands has never been documented previously in the literature. Here, the authors present a noteworthy case of a patient who exhibited the sequential development of primary carcinomas, each displaying distinct histologic types within the bilateral parotid glands. This case concerns a 57-year-old male patient who initially underwent surgery, followed by adjuvant radiotherapy, for squamous cell carcinoma diagnosed in the right parotid gland. Approximately 3 years after this treatment, a novel salivary duct carcinoma emerged within the left parotid gland, prompting a second round of surgical intervention, again followed by adjuvant radiotherapy. Subsequently, a recurrent tumor was identified within the left Stensen duct, necessitating additional surgical intervention. While monitoring for recurrence or metastases remains an important aspect of post-treatment care for salivary gland cancer, it is also imperative to consider the potential for developing a second primary salivary gland cancer.

4.
Cancers (Basel) ; 15(8)2023 Apr 12.
Artigo em Inglês | MEDLINE | ID: mdl-37190193

RESUMO

Based on the treatment journey, this study aimed to present insights into improving the patient-centered service experience for head and neck cancer (HNC) patients. We interviewed and observed patients, caregivers, and doctors. We conducted a qualitative content analysis and service clue analysis to identify barriers and enablers to patient care and to derive insights into the patient experience (PE). We received feedback from doctors considering the priority, importance, and feasibility of improvements and classified the insights into three service experience aspects, to suggest improvement directions. As a result, the 'functional' aspect of service experience stressed the importance of a comprehensive guide to the treatment process, delivery of reliable information, use of easy-to-understand terms, repeated summary explanations, the establishment of close and flexible linkages between departments, and the provision of educational programs. Regarding the 'mechanic' aspect, the use of large and clear visuals for patients, to easily understand the care information provided by medical staff was distinguished. In the 'humanic' aspect, patients' psychological stability, trust in doctors, and doctor's encouragement and support through maintaining a positive attitude were prioritized. This qualitative study provided integrative insights into the HNC patient experience, through the application of service design methodologies, such as a patient journey map, participatory research methods, and service experience clues.

5.
Healthcare (Basel) ; 11(8)2023 Apr 20.
Artigo em Inglês | MEDLINE | ID: mdl-37108015

RESUMO

To improve the quality of life of cancer patients, patient experience (PE) must be improved along with the overall treatment process. This study aimed to develop an effective and practical co-design tool to improve the healthcare service experience of patients with head and neck cancer (HNC) in various factors. The research consisted of four phases: (1) HNC PE categories for healthcare improvement were identified through systematic review, user interviews, and observation; (2) a focus group meeting was held to materialize the card design; (3) a structured and visual card set was developed for stakeholders to share the content and discuss improvements in PE effectively; (4) to evaluate the feasibility of the developed cards, a co-creation workshop with HNC medical staffs was conducted. From the workshop using insight cards, we identified the differences in the medical staff's and patients' perspectives on the factors for improving HNC PE in each stage of the treatment journey. Pat Exp Insight Cards as experience-based co-design (EBCD) tools can be useful for stakeholders to empathize with the specific pain points and needs of patients with HNC and to discuss improvement plans efficiently.

6.
Sleep Breath ; 27(6): 2231-2239, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37093511

RESUMO

PURPOSE: The role of nasal problems such as allergic rhinitis in the development of obstructive sleep apnea (OSA) is controversial. The purpose of this study was to analyze the effects of house dust mite (HDM) allergen on sleep-related problems. METHODS: In a retrospective study patients were classified according to the house dust mite (HDM)-related specific immunoglobulin E (IgE) level into a low HDM-IgE group (group A) and a high HDM-IgE group (group B). Polysomnographic indices, OSA severity, and self-administered questionnaire results were compared between groups. Correlational analysis was used to identify associations between specific IgE values and sleep parameters related to respiratory events. RESULTS: A total of 327 patients were enrolled. N1 stage ratio, apnea index, and apnea-hypopnea index were significantly higher in group B (P = 0.010, 0.003, and 0.002 respectively) than in group A. N2 stage ratio, and lowest and mean oxygen saturation were significantly lower in group B (P = 0.001, 0.001, and < 0.001 respectively). After propensity score matching, the apnea index and lowest and mean oxygen saturation remained significantly different (P = 0.005, 0.005, and 0.001 respectively). Patients in group B were more likely to have severe OSA and worse subjective sleep quality. In correlational analysis, lowest and mean oxygen saturation were significantly negatively correlated with specific IgE values. CONCLUSION: A high HDM-specific IgE level was associated with the occurrence of respiratory events and oxygen desaturation during sleep, and with the presence of severe OSA, as well as poorer subjective sleep quality.


Assuntos
Dissonias , Apneia Obstrutiva do Sono , Animais , Humanos , Qualidade do Sono , Estudos Retrospectivos , Pyroglyphidae , Sono , Antígenos de Dermatophagoides , Imunoglobulina E , Alérgenos
7.
Sci Rep ; 13(1): 1360, 2023 01 24.
Artigo em Inglês | MEDLINE | ID: mdl-36693894

RESUMO

Neural network models have been used to analyze thyroid ultrasound (US) images and stratify malignancy risk of the thyroid nodules. We investigated the optimal neural network condition for thyroid US image analysis. We compared scratch and transfer learning models, performed stress tests in 10% increments, and compared the performance of three threshold values. All validation results indicated superiority of the transfer learning model over the scratch model. Stress test indicated that training the algorithm using 3902 images (70%) resulted in a performance which was similar to the full dataset (5575). Threshold 0.3 yielded high sensitivity (1% false negative) and low specificity (72% false positive), while 0.7 gave low sensitivity (22% false negative) and high specificity (23% false positive). Here we showed that transfer learning was more effective than scratch learning in terms of area under curve, sensitivity, specificity and negative/positive predictive value, that about 3900 images were minimally required to demonstrate an acceptable performance, and that algorithm performance can be customized according to the population characteristics by adjusting threshold value.


Assuntos
Redes Neurais de Computação , Nódulo da Glândula Tireoide , Humanos , Sensibilidade e Especificidade , Nódulo da Glândula Tireoide/diagnóstico por imagem , Nódulo da Glândula Tireoide/patologia , Valor Preditivo dos Testes , Ultrassonografia/métodos
8.
Clin Otolaryngol ; 48(1): 39-49, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36268608

RESUMO

OBJECTIVES: Voice change after uncomplicated thyroidectomy has been an important issue in the field of thyroid surgery. The aim of this study was to promote understanding of voice change after uncomplicated thyroidectomy by analysing the results for a large number of patients from a single institute. DESIGN: We retrospectively reviewed the medical records of 2879 consecutive patients who underwent thyroidectomy and voice evaluation between January 2014 and December 2019 in a single institute. All the patients had their vocal status assessed using videostroboscopy, acoustic voice analyses, aerodynamic study, and Thyroidectomy-related Voice and Symptom Questionnaire (TVSQ) scores preoperatively and at 1, 3, and 6 months postoperatively. We analysed the pattern of voice changes over time and differences in voice parameters based on clinical factors. To confirm the usefulness of the TVSQ, the correlation between TVSQ scores and objective parameters was analysed. Lastly, predictive factors for persistent voice symptoms were analysed. SETTING: Tertiary referral hospital. RESULTS: The frequency ranges and TVSQ scores exhibited significant deterioration until 6 months following surgery. Among clinical factors, the extents of thyroidectomy and neck dissection were associated with worse voice parameters. The TVSQ score was significantly correlated with objective voice parameters. The extents of thyroidectomy and neck dissection were predictive of persistent voice symptoms at 6 months after thyroidectomy. CONCLUSION: After uncomplicated thyroidectomy, most voice parameters tended to recover, but some parameters remained aggravated even at 6 months after surgery. With more extensive surgery, worse voice quality and the higher risk of persistent voice symptoms may be anticipated.


Assuntos
Disfonia , Distúrbios da Voz , Humanos , Tireoidectomia/efeitos adversos , Tireoidectomia/métodos , Distúrbios da Voz/diagnóstico , Distúrbios da Voz/etiologia , Estudos Prospectivos , Estudos Retrospectivos , Qualidade da Voz
9.
Am J Cancer Res ; 12(10): 4815-4824, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36381316

RESUMO

Smoking is positively associated with multiple cancer types including head and neck cancer (HNC). We sought to confirm the effect of smoking in HNC and subtypes through big data analysis. All data used in this study originated from the Korean National Health Insurance Service database. We analyzed subjects who had undergone health check-ups in 2009 with follow-up until 2018 (n=10,585,852). We collected data on smoking and other variables that could affect the risk of HNC. The overall incidence of HNC was highest in current smokers (HR: 1.822, 95% CI: 1.729-1.920), followed by ex-smokers (HR: 1.242, 95% CI: 1.172-1.317). Laryngeal cancer, hypopharynx cancer, oral cancer, oropharyngeal cancer, and salivary gland cancer showed increasing incidence rates from ex-smokers to current smokers. Smoking duration and amount showed a dose-dependent relationship with the occurrence of HNC. However, the incidence of HNC did not increase significantly when smoking duration was less than 10 years, or when the smoking amount was less than 10 pack-years in ex-smokers. Smoking is associated with the risk of HNC. Smoking cessation before 10 years or 10 pack-years can prevent the development of HNC.

10.
Cancers (Basel) ; 14(20)2022 Oct 11.
Artigo em Inglês | MEDLINE | ID: mdl-36291759

RESUMO

In this study, through a cohort study of 10 million people, we investigated the association between estimated glomerular filtration rate (eGFR) and head and neck cancer (HNC) incidence. This is an observational cohort study using data from the national health claims database established by the Korean National Health Insurance Service (NHIS). We selected 9,598,085 participants older than 20 years who had undergone health checkups in 2009. A health checkup involves the history of any diseases, current health status, and results of several physical and blood exams including eGFR. We investigated the presence of HNC diagnosis in their national health insurance data from 2010 to 2018. Of the 9,598,085 participants, 10,732 had been newly diagnosed with HNC in the 9-year follow-up. In the multivariate Cox proportional hazard model, participants with elevated eGFR were associated with a risk of HNC incidence (HR = 1.129; 95% CI = 1.075−1.186 for eGFR = 90−104 mL/min/1.73 m2 and HR = 1.129; 95% CI = 1.076−1.194 for eGFR ≥ 105 mL/min/1.73 m2) compared with those with eGFR 60−89 mL/min/1.73 m2. Among HNC, the incidences of oral cavity, oropharyngeal, hypopharyngeal, and laryngeal cancers were significantly increased in the elevated eGFR group. According to the subgroup analysis, participants with eGFR ≥ 60 mL/min/1.73 m2 were correlated with risk of HNC incidence in middle age, non/mild drinker, low BMI, no diabetes, and no hypertension patients compared with those with eGFR < 60 mL/min/1.73 m2. Elevated eGFR was associated with the risk of some type of HNC, even in individuals with adjusted hypertension and diabetes without chronic diseases. The results of this study have implications for etiological investigations and preventive strategies.

11.
Cancers (Basel) ; 14(16)2022 Aug 11.
Artigo em Inglês | MEDLINE | ID: mdl-36010881

RESUMO

Background: We investigated the association between BMI and HNC subtype incidence in a cohort study of ten million people, adjusting for the effect of smoking and drinking. We also investigated the relationship between waist circumference (WC) and HNC subtype. Methods: All data used in this study originated from the Korean National Health Insurance Service database. We analysed subjects who had undergone health check-ups in 2009 and monitored subjects until 2018 (n = 10,585,852). Finally, 9,598,085 subjects were included after exclusions. We collected variables that could affect the risk of HNC. Cox proportional hazards regression analysis was used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs). Results: The overall incidence of HNC was higher in the low BMI category (BMI < 18.5 according to WHO recommendations for Asian people) (HR: 1.322; 95% CI: 1.195−1.464) compared with the normal BMI category. Among the HNC cases, the incidence rates of laryngeal (HR: 1.3; 95% CI: 1.085−1.558), oral cavity (HR: 1.277; 95% CI: 1.011−1.611), and oropharyngeal (HR: 1.584; 95% CI: 1.25−2.008) cancers were higher in the low BMI category compared with the normal BMI category. No significant association was detected between low BMI and sinus cancer, salivary gland cancer, or nasopharyngeal cancer. The low WC category (<80 cm in men and <75 cm in women) was related to a risk of hypopharyngeal (HR: 1.268; 95% CI: 1.061−1.514) and laryngeal (HR: 1.118; 95% CI: 1.007−1.241) cancers. The HR for occurrence of HNC was high in underweight participants according to smoking status (1.219 for never smoker vs. 1.448 for ever smoker, p for interaction = 0.0015) and drinking status (1.193 for never drinker vs. 1.448 for ever drinker, p for interaction = 0.0044). Conclusions: Low BMI was associated with the risk of some types of HNC. The results of this study could assist etiological investigations and prevention strategies.

12.
Cancer Epidemiol Biomarkers Prev ; 31(10): 1975-1982, 2022 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-35944063

RESUMO

BACKGROUND: Gamma-glutamyltransferase (GGT) is positively associated with several cancer types. The objective of this study was to investigate the association between GGT and head and neck cancer (HNC) incidence in a cohort of 10 million people, considering effects of smoking and alcohol consumption. METHODS: All data used in this study were obtained from the Korean National Health Insurance Service database. We analyzed subjects who underwent health check-ups in 2009 and monitored them until 2018 (n = 9,597,952). Using proportional hazards models, quartiles of GGT as independent predictors for HNC incidence were evaluated. RESULTS: The overall incidence of HNC increased in the highest quartile [r-GPT ≥ 40 U/L; HR, 1.452; 95% confidence interval (CI), 1.354-1.557]. Among HNC cases, the HR for hypopharyngeal cancer (HR, 2.364; 95% CI, 1.818-3.074) was significantly higher. HRs for HNC (larynx, sino-nasal, oropharynx, oral cavity, and nasopharynx, except salivary glands) were also significant. CONCLUSIONS: Elevated GGT was associated with the risk of some types of HNCs, such as hypopharyngeal, laryngeal, sinonasal, oropharyngeal, oral cavity, and nasopharyngeal cancer. IMPACT: Results of this study have implications for etiologic investigations and preventive strategies.


Assuntos
Neoplasias de Cabeça e Pescoço , Neoplasias Nasofaríngeas , Neoplasias de Cabeça e Pescoço/epidemiologia , Humanos , Incidência , Neoplasias Nasofaríngeas/epidemiologia , República da Coreia/epidemiologia , Fatores de Risco , Fumar , gama-Glutamiltransferase
13.
Artigo em Inglês | MEDLINE | ID: mdl-35954517

RESUMO

(1) There has been growing attention among healthcare researchers on new and innovative methodologies for improving patient experience. This study reviewed the approaches and methods used in current patient experience research by applying the perspective of design thinking to discuss practical methodologies for a patient-centered approach and creative problem-solving. (2) A scoping review was performed to identify research trends in healthcare. A four-stage design thinking process ("Discover", "Define", "Develop", and "Deliver") and five themes ("User focus", "Problem-framing", "Visualization", "Experimentation", and "Diversity"), characterizing the concept, were used for the analysis framework. (3) After reviewing 67 studies, the current studies show that the iterative process of divergent and convergent thinking is lacking, which is a core concept of design thinking, and it is necessary to employ an integrative methodology to actively apply collaborative, multidisciplinary, and creative attributes for a specific and tangible solution. (4) For creative problem-solving to improve patient experience, we should explore the possibilities of various solutions by an iterative process of divergent and convergent thinking. A concrete and visualized solution should be sought through active user interactions from various fields. For this, a specific methodology that allows users to collaborate by applying the integrative viewpoint of design thinking should be introduced.


Assuntos
Criatividade , Pensamento , Atenção à Saúde , Humanos , Avaliação de Resultados da Assistência ao Paciente , Resolução de Problemas
14.
Cancers (Basel) ; 14(12)2022 Jun 17.
Artigo em Inglês | MEDLINE | ID: mdl-35740655

RESUMO

Introduction. Mucosal margins exhibit a mean shrinkage of 30−40% after resection of oral and oropharyngeal cancers, and an adequate in situ surgical margin frequently results in a pathological close margin. However, the impact on prognosis remains unclear. We investigated the impact of a pathological close margin on disease-free survival (DFS) and overall survival (OS). Methods. We retrospectively reviewed the clinicopathological data of 418 patients diagnosed with squamous cell carcinomas of the oral cavity or oropharynx who underwent initial surgery (with curative intent) at our institute between 2010 and 2016. Results. Of the total population, the pathological marginal status of 290 (69.4%) patients was reported as clear (>5 mm), 61 (14.6%) as close (>1 mm, ≤5 mm), and 67 (16.0%) as positive (≤1 mm). The 5-year DFSs were 79.3%, 65.1%, and 52% in patients in the negative margin (group 1), close margin (group 2), and positive margin (group 3) groups, respectively. The difference between groups 1 and 2 was not significant (p = 0.213) but the difference between groups 2 and 3 was (p = 0.034). The 5-year OSs were 79.4%, 84%, and 52.3% in groups 1, 2, and 3, respectively. The difference between groups 1 and 2 was not significant (p = 0.824) but the difference between groups 2 and 3 was (p = 0.001). In multivariate analysis, older age, advanced T stage, and a positive margin were independently prognostic of the 5-year DFS and OS. Conclusion. In conclusion, the OS of patients with close margins was no different than that of others when appropriate postoperative adjuvant and/or salvage treatment were/was prescribed. However, we could not determine the impact of close margins on locoregional recurrence given various biases in our study setting. A future prospective study is needed.

15.
Cancers (Basel) ; 14(10)2022 May 20.
Artigo em Inglês | MEDLINE | ID: mdl-35626129

RESUMO

Background: Descriptive epidemiologists have repeatedly reported that males are more susceptible to head and neck cancers. However, most published data are those of cross-sectional studies, and no population-based cohort study has yet been published. The aim of this study was to compare the prevalence of head and neck cancers in healthy males with females. Methods: A retrospective cohort study using the Korean National Health Insurance Service database on 9,598,085 individuals who underwent regular health checkups from 1 January to 31 December 2009. We sought head and neck cancers developed during the 10-year follow-up. Results: A total of 10,732 (incidence rate (IR) per 1000 person-years 0.25) individuals were newly diagnosed with head and neck cancer among the 9,598,085 individuals during the 10-year follow-up. The IR was 0.19 in males (8500 affected) and 0.06 in females (2232 affected). Notably, the male−female ratio increased with age below 70 years but decreased thereafter. The male−female difference was most apparent for laryngeal cancer; the male IR was 11-fold higher in the 40 s and 20-fold higher in the 60 s, followed by hypopharyngeal cancer (6.8- and 24.2-fold). Males smoked more and drank more alcohol than females (p < 0.0001 *, p < 0.0001 *). When never-smokers/-drinkers (only) were compared, males remained at a 2.9-fold higher risk of head and neck cancer than females. The hazard ratios for head and neck cancers in males tended to increase in the lower part of the upper aerodigestive tract: larynx (13.9) > hypopharynx (10.9) > oropharynx (4.4) > nasopharynx (2.9) > sinonasal region (1.8) > oral (1.6). Only the salivary gland cancer incidence did not differ between the sexes; the gland is not in the upper aerodigestive tract. Conclusion: Males are much more susceptible to head and neck cancers than females regardless of whether they drink alcohol or smoke tobacco. Sex differences in the incidence of head and neck cancer are most evident in the 60 s in the lower part of the upper aerodigestive tract, such as the larynx and hypopharynx.

16.
J Voice ; 36(1): 145.e15-145.e22, 2022 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-32451255

RESUMO

OBJECTIVES: Common symptoms after thyroidectomy include voice change and throat and neck discomfort. But no common questionnaire has been developed. This study was performed to evaluate the reliability and validity of the Thyroidectomy-related Voice and Symptom Questionnaire (TVSQ). METHODS: Fourty items of the TVSQ were divided into 20 items related to the "voice change" and "throat and neck discomfort" subcategories, using item generation. Through a reduction process, 20 items were removed and 20 items were used. For the patients after thyroidectomy, we evaluated the reliability and validity of each of the 20 items through item discrimination, test-retest reliability, concurrent validity, and external validity by comparing normal group and laryngeal disease patients. Also, the patients were compared before as well as 2 and 4 weeks after thyroidectomy. RESULTS: Item discrimination assessment showed a significant correlation between TVSQ total score and both the TVSQ "voice change" score (r = 0.908**) and TVSQ "throat and neck discomfort" score (r = 0.862**). Test-retest reliability assessment showed a significant correlation between TVSQ total scores at 2 and 4 weeks postoperatively (r = 0.764**). Concurrent validity assessment revealed that the TVSQ showed high correlations with other voice questionnaires (Voice Handicap Index, Reflux Finding Index, and Vocal Track Discomfort Scale; r = 0.538**-0.830**). External validity assessment revealed that the TVSQ was suitable for patients after thyroidectomy (P < 0.000**). CONCLUSIONS: Validity and reliability tests revealed that the TVSQ was suitable for assessment of the subjective feelings of patients with voice change and throat and neck discomfort after thyroidectomy.


Assuntos
Disfonia , Distúrbios da Voz , Voz , Humanos , Reprodutibilidade dos Testes , Inquéritos e Questionários , Tireoidectomia/efeitos adversos , Distúrbios da Voz/diagnóstico , Distúrbios da Voz/etiologia
17.
JMIR Med Inform ; 9(5): e25869, 2021 May 18.
Artigo em Inglês | MEDLINE | ID: mdl-33858817

RESUMO

BACKGROUND: Federated learning is a decentralized approach to machine learning; it is a training strategy that overcomes medical data privacy regulations and generalizes deep learning algorithms. Federated learning mitigates many systemic privacy risks by sharing only the model and parameters for training, without the need to export existing medical data sets. In this study, we performed ultrasound image analysis using federated learning to predict whether thyroid nodules were benign or malignant. OBJECTIVE: The goal of this study was to evaluate whether the performance of federated learning was comparable with that of conventional deep learning. METHODS: A total of 8457 (5375 malignant, 3082 benign) ultrasound images were collected from 6 institutions and used for federated learning and conventional deep learning. Five deep learning networks (VGG19, ResNet50, ResNext50, SE-ResNet50, and SE-ResNext50) were used. Using stratified random sampling, we selected 20% (1075 malignant, 616 benign) of the total images for internal validation. For external validation, we used 100 ultrasound images (50 malignant, 50 benign) from another institution. RESULTS: For internal validation, the area under the receiver operating characteristic (AUROC) curve for federated learning was between 78.88% and 87.56%, and the AUROC for conventional deep learning was between 82.61% and 91.57%. For external validation, the AUROC for federated learning was between 75.20% and 86.72%, and the AUROC curve for conventional deep learning was between 73.04% and 91.04%. CONCLUSIONS: We demonstrated that the performance of federated learning using decentralized data was comparable to that of conventional deep learning using pooled data. Federated learning might be potentially useful for analyzing medical images while protecting patients' personal information.

18.
Cancer Res Treat ; 53(4): 1004-1014, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-33540495

RESUMO

PURPOSE: The incidence of human papillomavirus (HPV)-related oropharyngeal cancer (OPC) has increased, and staging and optimal therapeutic approaches are challenging. A questionnaire survey was conducted to investigate the controversial treatment policy of stage T2 OPC according to the N category and determine the opinions of multidisciplinary experts in Korea. MATERIALS AND METHODS: Five OPC scenarios were developed by the Subcommittee on Oropharyngeal Treatment Guidelines of the Korean Society for Head and Neck Oncology and distributed to experts of multidisciplinary treatment hospitals. RESULTS: Sixty-five experts from 45 institutions responded. For the HPV-positive T2N0M0 scenario, 67.7% of respondents selected surgery followed by definitive concurrent chemoradiotherapy (CCRT) or radiotherapy alone. For the T2N1M0 HPV-positive scenario, there was a notable difference in the selection of primary treatment by expert specialty; 53.9% of respondents selected surgery and 39.8% selected definitive CCRT as the primary treatment. For the T2N3M0 advanced HPV-positive scenario, 50.0% of respondents selected CCRT and 33.3% considered induction chemotherapy (IC) as the primary treatment. CCRT and IC were significantly more frequently selected for the HPV-related OPC cases (p=0.010). The interdepartmental variability showed that the head and neck surgeons and medical oncologists favored surgery, whereas the radiation oncologists preferably selected definitive CCRT (p < 0.001). CONCLUSION: In this study, surgery was preferred for lymph node-negative OPC, and as lymph node metastasis progressed, CCRT tended to be preferred, and IC was administered. Clinical practice patterns by stage and HPV status showed differences according to expert specialty. Multidisciplinary consensus guidelines will be essential in the future.


Assuntos
Carcinoma de Células Escamosas/terapia , Quimiorradioterapia/métodos , Neoplasias Orofaríngeas/terapia , Infecções por Papillomavirus/complicações , Padrões de Prática Médica/estatística & dados numéricos , Procedimentos Cirúrgicos Robóticos/métodos , Idoso , Carcinoma de Células Escamosas/patologia , Carcinoma de Células Escamosas/virologia , Terapia Combinada , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Neoplasias Orofaríngeas/patologia , Neoplasias Orofaríngeas/virologia , Papillomaviridae/isolamento & purificação , Infecções por Papillomavirus/virologia , Prognóstico , República da Coreia , Inquéritos e Questionários
19.
Clin Exp Otorhinolaryngol ; 13(4): 361-375, 2020 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-32717774

RESUMO

The Korean Bronchoesophagological Society appointed a task force to develop a clinical practice guideline for tracheostomy. The task force conducted a systematic search of the Embase, Medline, Cochrane Library, and KoreaMed databases to identify relevant articles, using search terms selected according to key questions. Evidence-based recommendations for practice were ranked according to the American College of Physicians grading system. An external expert review and a Delphi questionnaire were conducted to reach a consensus regarding the recommendations. Accordingly, the committee developed 18 evidence-based recommendations, which are grouped into seven categories. These recommendations are intended to assist clinicians in performing tracheostomy and in the management of tracheostomized patients.

20.
Eur Arch Otorhinolaryngol ; 276(11): 3185-3193, 2019 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-31338575

RESUMO

PURPOSE: Periauricular sensory deficit occurs frequently after parotidectomy even in cases with preservation of the greater auricular nerve (GAN). This study was performed to evaluate the effects of antiadhesive agent in functional recovery of the GAN after parotidectomy. METHODS: Ninety-eight patients undergoing partial parotidectomy for benign parotid tumors were prospectively enrolled in this multicenter, double-blind randomized controlled study and randomly assigned to either the study or control group. Antiadhesive agent was applied in the study group. The results of sensory tests (tactile, heat, and cold sensitivity) and a questionnaire on quality of life (QoL) were acquired at postoperative 1, 8, and 24 weeks after surgery. Clinical parameters, and the results of the sensory tests and the questionnaire, were compared between the two groups. RESULTS: A total of 80 patients were finally enrolled. On sensory evaluation, tactile sensation and warm sensation in the ear lobule, and warm sensation in the mastoid area, showed significant improvement at 24 weeks postoperatively in the study group. There were no significant differences between the two groups on any questions in the QoL questionnaire, at any follow-up time point. CONCLUSIONS: Antiadhesive agents have some positive effects on functional recovery of the GAN after parotidectomy. Therefore, applying antiadhesive agents after parotidectomy can reduce discomfort in patients.


Assuntos
Agnosia , Plexo Cervical/lesões , Dissecação , Glândula Parótida/cirurgia , Neoplasias Parotídeas/cirurgia , Traumatismos dos Nervos Periféricos , Aderências Teciduais , Agnosia/diagnóstico , Agnosia/etiologia , Agnosia/terapia , Dissecação/efeitos adversos , Dissecação/métodos , Método Duplo-Cego , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Glândula Parótida/patologia , Neoplasias Parotídeas/patologia , Região Parotídea/inervação , Região Parotídea/cirurgia , Traumatismos dos Nervos Periféricos/diagnóstico , Traumatismos dos Nervos Periféricos/etiologia , Traumatismos dos Nervos Periféricos/terapia , Recuperação de Função Fisiológica/fisiologia , Aderências Teciduais/etiologia , Aderências Teciduais/prevenção & controle , Resultado do Tratamento
SELEÇÃO DE REFERÊNCIAS
DETALHE DA PESQUISA
...