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Lin YH, Lin CT, Chang YH, Lin YY, Chen JJ, Huang CR, Hsu YW, You WC. Development and Validation of a 3D Resnet Model for Prediction of Lymph Node Metastasis in Head and Neck Cancer Patients. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024; 37:679-687. [PMID: 38343258 PMCID: PMC11031546 DOI: 10.1007/s10278-023-00938-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 09/26/2023] [Accepted: 09/26/2023] [Indexed: 04/20/2024]
Abstract
The accurate diagnosis and staging of lymph node metastasis (LNM) are crucial for determining the optimal treatment strategy for head and neck cancer patients. We aimed to develop a 3D Resnet model and investigate its prediction value in detecting LNM. This study enrolled 156 head and neck cancer patients and analyzed 342 lymph nodes segmented from surgical pathologic reports. The patients' clinical and pathological data related to the primary tumor site and clinical and pathology T and N stages were collected. To predict LNM, we developed a dual-pathway 3D Resnet model incorporating two Resnet models with different depths to extract features from the input data. To assess the model's performance, we compared its predictions with those of radiologists in a test dataset comprising 38 patients. The study found that the dimensions and volume of LNM + were significantly larger than those of LNM-. Specifically, the Y and Z dimensions showed the highest sensitivity of 84.6% and specificity of 72.2%, respectively, in predicting LNM + . The analysis of various variations of the proposed 3D Resnet model demonstrated that Dual-3D-Resnet models with a depth of 34 achieved the highest AUC values of 0.9294. In the validation test of 38 patients and 86 lymph nodes dataset, the 3D Resnet model outperformed both physical examination and radiologists in terms of sensitivity (80.8% compared to 50.0% and 91.7%, respectively), specificity(90.0% compared to 88.5% and 65.4%, respectively), and positive predictive value (77.8% compared to 66.7% and 55.0%, respectively) in detecting individual LNM + . These results suggest that the 3D Resnet model can be valuable for accurately identifying LNM + in head and neck cancer patients. A prospective trial is needed to evaluate further the role of the 3D Resnet model in determining LNM + in head and neck cancer patients and its impact on treatment strategies and patient outcomes.
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Affiliation(s)
- Yi-Hui Lin
- Department of Radiation Oncology, Taichung Veterans General Hospital, Taichung City, Taiwan
| | - Chieh-Ting Lin
- College of Artificial Intelligence, National Yang-Ming Chiao Tung University, Hsinchu City, Taiwan
| | - Ya-Han Chang
- Department of Computer Science, National Yang-Ming Chiao Tung University, Hsinchu City, Taiwan
| | - Yen-Yu Lin
- Department of Computer Science, National Yang-Ming Chiao Tung University, Hsinchu City, Taiwan
| | - Jen-Jee Chen
- College of Artificial Intelligence, National Yang-Ming Chiao Tung University, Hsinchu City, Taiwan
| | - Chun-Rong Huang
- Academy of Innovative Semiconductor and Sustainable Manufacturing, National Cheng Kung University, Tainan City, Taiwan
| | - Yu-Wei Hsu
- Cancer Prevention and Control Center, Taichung Veterans General Hospital, Taichung City, Taiwan
| | - Weir-Chiang You
- Department of Radiation Oncology, Taichung Veterans General Hospital, Taichung City, Taiwan.
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Pinto JV, Sousa MM, Silveira H, Vales F, Moura CP. Comparison of Clinical and Pathological Staging in Patients with Head and Neck Cancer After Neck Dissection. Int Arch Otorhinolaryngol 2023; 27:e571-e578. [PMID: 37876699 PMCID: PMC10593535 DOI: 10.1055/s-0042-1758208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 06/30/2022] [Indexed: 10/26/2023] Open
Abstract
Introduction Clinical and pathological staging plays an important role on the prognosis of head and neck cancer (HNC) patients. Objective The present study aims to compare clinical and pathological T, N and overall staging in patients with HNC, to identify factors associated with these discrepancies, and to analyze and compare survival or disease-free survival in staging disagreements. Methods Retrospective cohort including every patient submitted to neck dissection from January 2010 to December 2020 in the department of Otorhinolaryngology of a tertiary hospital center. Results A total of 79 patients were analyzed; their mean age was 58.52 ± 13.15 years old and 88.9% were male. Assessing overall staging, discrepancies were noted in 53% (36.4% upstaging and 16.6% downstaging) and were significantly associated with clinical overall staging ( p = 0.006). Regarding T staging, differences were noted in 45.5% (30.3% upstaging and 15.2% downstaging) and were significantly associated with imaging modality ( p = 0.016), clinical T staging ( p = 0.049), and histology ( p = 0.017). Discrepancies in N staging were noted in 38% (25.3% upstaging and 12.7% downstaging) and were significantly associated with age ( p = 0.013), clinical N staging ( p < 0.001), and presence of extranodal invasion ( p < 0.001). Both in Overall, T, and N staging, the aforementioned disagreements were not associated with either higher mortality or higher disease relapse. Conclusion Overall, T, and N staging disagree in an important number of cases, and the overall stage can disagree in up to 53% of the cases. These disagreements do not seem to influence overall and disease-free survival.
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Affiliation(s)
- João Viana Pinto
- Otorhinolaryngology Department, Centro Hospitalar Universitário de São João, EPE, Porto, Portugal
- Otorhinolaryngology, Surgery and Physiology Department, Faculdade de Medicina do Porto, Universidade do Porto, Porto, Portugal
- Centro de Investigação em Tecnologias e Serviços de Saúde (CINTESIS), Porto University, Portugal
| | - Mafalda Martins Sousa
- Otorhinolaryngology Department, Centro Hospitalar Universitário de São João, EPE, Porto, Portugal
- Otorhinolaryngology, Surgery and Physiology Department, Faculdade de Medicina do Porto, Universidade do Porto, Porto, Portugal
| | - Helena Silveira
- Otorhinolaryngology Department, Centro Hospitalar Universitário de São João, EPE, Porto, Portugal
- Otorhinolaryngology, Surgery and Physiology Department, Faculdade de Medicina do Porto, Universidade do Porto, Porto, Portugal
| | - Fernando Vales
- Otorhinolaryngology Department, Centro Hospitalar Universitário de São João, EPE, Porto, Portugal
- Otorhinolaryngology, Surgery and Physiology Department, Faculdade de Medicina do Porto, Universidade do Porto, Porto, Portugal
| | - Carla Pinto Moura
- Otorhinolaryngology Department, Centro Hospitalar Universitário de São João, EPE, Porto, Portugal
- Department of Medical Genetics, Centro Hospitalar Universitário S. João, Faculdade de Medicina do Porto, Universidade do Porto, Porto, Portugal
- Instituto de Investigação e Inovação em Saúde (I3S), Universidade do Porto, Porto, Portugal
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Chloupek A, Kania J, Jurkiewicz D. Concordance between Clinical and Pathological T and N Stages in Polish Patients with Head and Neck Cancers. Diagnostics (Basel) 2023; 13:2202. [PMID: 37443596 DOI: 10.3390/diagnostics13132202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 06/06/2023] [Accepted: 06/26/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND The TNM (tumor, node, metastasis) staging system is important for the successful treatment of head and neck cancers (HNCs). This study aimed to evaluate the concordance between clinical and pathological T and N stages in patients with HNCs in Poland. METHODS In this single-center retrospective study, clinical and pathological TNM staging data on 203 patients undergoing surgical treatment for HNC between 2011 and 2018 were collected and compared. The study group was classified as underdiagnosed, overdiagnosed, or correctly diagnosed with HNC based on pathological TNM staging. The concordance between clinical and pathological staging was evaluated using the kappa coefficient. RESULTS Clinical and pathological TNM staging showed concordance in 59.9% of patients for primary tumor (T) and in 79.3% of patients for lymph node (N) classifications. Moderate agreement between the clinical and pathological stages was shown for stage T, while substantial agreement was revealed for stage N. The size and extent of the tumor were underestimated or overestimated in 73 of the 182 patients (40.1%), while lymph node involvement was downstaged in 11 of the 53 patients (20.7%). CONCLUSIONS The disparities between clinical and pathological staging of HNC demonstrate the need for standardization in physical and pathological examinations, as well as radiographic imaging.
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Affiliation(s)
- Aldona Chloupek
- Department of Cranio-Maxillofacial Surgery, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
| | - Joanna Kania
- Department of Pathology, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
| | - Dariusz Jurkiewicz
- Department of Otolaryngology and Oncology, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
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Martins Sousa M, Guimarães J, Monteiro E. Comparison Between Clinical and Pathological Staging After Elective Neck Dissection in Head and Neck Cancer. Cureus 2023; 15:e40881. [PMID: 37492826 PMCID: PMC10363934 DOI: 10.7759/cureus.40881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/22/2023] [Indexed: 07/27/2023] Open
Abstract
INTRODUCTION Head and neck squamous cell carcinomas (HNSCC) are the most common malignancies in the head and neck. Previous studies have shown discrepancies in clinical and pathological staging, with a significant number of head and neck cancer patients who were not correctly staged. This has important implications regarding the treatment and prognosis of these patients. The aim of this study was to analyze potential disagreements in clinical and pathological staging in patients with head and neck cancer who underwent elective neck dissection. METHODS A retrospective study of patients with squamous cell carcinoma of the head and neck, who underwent elective neck dissection, between January 2018 and December 2020. RESULTS We analyzed 87 patients, with an average age of 64 ± 10.05 years, of whom 96.6% were male. The primary tumor location was the glottis (31%), oropharynx (26.4%), hypopharynx (19.5%), supraglottis (11.5%), and oral cavity (11.5%). In 87.3% there was a history of smoking and/or drinking. Pathological N (pN) staging was higher than clinical staging in 34.3% of patients (N1 in 22.9%; N2 in 8%; N3 in 3.4%). There were no significant differences between the number of nodes removed and the pN staging. However, there was a significant survival difference in patients with>15 nodes removed (p=0.05). There was also a significant difference in patients with pN up-staging regarding survival (p=0.005). Pathological T staging was different from clinical T staging (p<0.05), with an up-staging in 18.4% of the patients and a down-staging in 14.9%, without significant differences regarding survival or recurrence (p>0.05). Adjuvant treatment with radiotherapy was performed in 41.4% and with chemo-radiotherapy in 13.8% of the patients. Locoregional recurrence occurred in 17.5%. CONCLUSION This study revealed that clinical and pathological N staging after elective neck dissection disagreed in a substantial number of patients, with pathological upstaging and significant differences regarding survival. With relation to T staging, there were no significant differences regarding survival. We should be aware of staging disagreements since they can have significant implications on the treatment and prognosis of cancer patients.
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Affiliation(s)
- Mafalda Martins Sousa
- Otolaryngology - Head and Neck Surgery, Centro Hospitalar Universitário de São João, Porto, PRT
| | - Joana Guimarães
- Otolaryngology - Head and Neck Surgery, Instituto Português de Oncologia do Porto, Porto, PRT
| | - Eurico Monteiro
- Otolaryngology - Head and Neck Surgery, Instituto Português de Oncologia do Porto, Porto, PRT
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Wu Y, Zhang L, Tang T, Li L, Li L, Yu H. Postoperative Radiotherapy Omitting Level Ⅳ for Locally Advanced Supraglottic and Glottic Laryngeal Carcinoma. Technol Cancer Res Treat 2021; 20:1533033820985876. [PMID: 33517858 PMCID: PMC7871352 DOI: 10.1177/1533033820985876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Background: Cervical lymph nodes metastases are one of the most significant prognostic
factors in patients with laryngeal carcinoma, whether treatment by surgery
or by radiotherapy. The current study retrospected the postoperative
radiotherapy of locally advanced supraglottic and glottic laryngeal
carcinoma (at a greater risk of lymph node metastasis) to determine the
effect of radiotherapy excluding cervical level Ⅳ lymph nodes. Methods: Patients of supraglottic type and glottic type were irradiated with level Ⅳ
from January 2012 to June 2013, without level Ⅳ from July 2013 to December
2014, according to physicians’ decision. Ninety-three patients were
selective neck irradiation (SNI) of levels Ⅱ-Ⅳ (Group A) and 87 patients
were SNI of levels Ⅱ and Ⅲ (Group B). The comparison between Group A and
Group B was made with observation of clinical risk of recurrence and
radiation complications, as well as overall survival (OS), progress-free
survival (PFS) and regional nodal recurrence-free survival. Results: No remarkable difference was observed in the distribution of recurrence,
levels of relapse, OS, PFS and regional nodal recurrence-free survival
between the 2 groups (p > 0.05). Mean radiation dose at level Ⅳ, thyroid
and cervical esophagus showed significant difference between the 2
therapeutic groups (p < 0.01). As regard radiation complications, no
significant difference was found in radiation dermatitis of any grade
between the 2 groups (p > 0.05). However, there was remarkable difference
in clinical hypothyroidism and radiation esophagitis between Group A and
Group B (p < 0.05). Conclusions: Radiotherapy after surgery omitting level Ⅳ may improve the quality of life
in patients with locally advanced supraglottic and glottic laryngeal
carcinoma, won’t worsen the prognosis as well.
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Affiliation(s)
- Yang Wu
- Department of Radiation Oncology, Xuzhou Medical University Affiliated Hospital, Xuzhou, People's Republic of China
| | - Longzhen Zhang
- Department of Radiation Oncology, Xuzhou Medical University Affiliated Hospital, Xuzhou, People's Republic of China
| | - Tianyou Tang
- Department of Radiation Oncology, Xuzhou Medical University Affiliated Hospital, Xuzhou, People's Republic of China
| | - Liantao Li
- Department of Radiation Oncology, Xuzhou Medical University Affiliated Hospital, Xuzhou, People's Republic of China
| | - Liang Li
- Department of Radiation Oncology, Xuzhou Medical University Affiliated Hospital, Xuzhou, People's Republic of China
| | - Hongmin Yu
- School of Public Health, Xuzhou Medical University, Xuzhou, People's Republic of China
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Kauffmann-Guerrero D, Kahnert K, Syunyaeva Z, Tufman A, Huber RM. Pretherapeutic Inflammation Predicts Febrile Neutropenia and Reduced Progression-Free Survival after First-Line Chemotherapy in SCLC. Oncol Res Treat 2018; 41:506-512. [PMID: 30086542 DOI: 10.1159/000488688] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Accepted: 03/22/2018] [Indexed: 01/26/2023]
Abstract
BACKGROUND Despite initial response to chemotherapy, the prognosis of small cell lung cancer (SCLC) patients is limited. Following first-line therapy, the strongest predictor of durable progression-free survival (PFS) is remission quality. Febrile neutropenia (FN) is a frequent complication after chemotherapy, and its prevention could improve treatment density and degree of remission. PATIENTS AND METHODS We retrospectively analyzed 39 SCLC patients treated at a German tertiary care lung cancer center between 2013 and 2016. We extracted data sets from electronic records and analyzed anthropometric data, pretherapeutic blood values, and prognostic scores. Discriminant analysis was performed to predict FN. RESULTS PFS after first-line chemotherapy was significantly shorter in patients with FN (p = 0.003). Pretherapeutic albumin (p = 0.019), C-reactive protein (CRP; p < 0.001), lactate dehydrogenase (p = 0.041), neutrophil-to-lymphocyte ratio (p = 0.009), prognostic nutritional index (p = 0.018), and Glasgow prognostic score (p < 0.001) were significantly associated with FN. CRP in combination with absolute neutrophil count is a strong predictor of FN (positive predictive value 79.8%). CONCLUSION SCLC patients with FN after chemotherapy showed significantly reduced PFS. Prevention of FN may improve treatment results. We identified pretherapeutic markers which can predict FN risk. This simple and cost-effective method could serve to identify the need for preventive measures against FN (e.g., prophylactic antibiotic treatment or granulocyte colony stimulating factor administration).
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