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Ding Y, Tian Y, Duan R, Xu J, Yang H, Xu J, Tang L. Identification of predictors and construction of a prediction model for the quality of life in laryngeal carcinoma patients in China using revised core nursing outcomes. BMC Nurs 2024; 23:875. [PMID: 39623425 PMCID: PMC11613572 DOI: 10.1186/s12912-024-02539-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 11/21/2024] [Indexed: 12/06/2024] Open
Abstract
BACKGROUND This study aimed to identify potential predictors and construct a predictive model for the quality of life (QoL) in patients with laryngeal carcinoma (LC) using the revised core nursing outcomes. METHODS We recruited 331 LC patients underwent laryngectomy between March 2018 and March 2022 from three hospitals. The revised core nursing outcomes contained 14 items in the "Physiologic Health," "Psychosocial Health," "Health Knowledge & Behavior," and "Perceived Health", while the QoL was assessed using the Chinese version of the Functional Assessment of Cancer Therapy-Head and Neck. Potential predictors of QoL were explored using logistic regression analysis, and odds ratio (OR) with 95% confidence interval (CI) was applied as effect estimates. A prediction model was constructed to predict QoL using the receiver operating characteristic (ROC) curve, and the predictive value was assessed using the area under the ROC curve (AUC). RESULTS Of the 331 included patients, 137 had a poor QoL. After adjusting for potential confounding factors, we noted female sex (OR: 10.91; 95%CI: 1.24-96.14; P = 0.031), and alcohol consumption (OR: 4.55; 95%CI: 1.32-14.29; P = 0.017) were associated with an elevated incidence of poor QoL, while age 50.0-65.0 years (OR: 0.02; 95%CI: 0.00-0.15; P < 0.001), junior high school as the highest level of schooling (OR: 0.10; 95%CI: 0.03-0.33; P < 0.001), living in cities and towns (OR: 0.07; 95%CI: 0.02-0.37; P = 0.002), and partial laryngectomy (OR: 0.10; 95%CI: 0.03-0.41; P = 0.001) were associated with a lower incidence of poor QoL. Moreover, Physiologic Health score (OR: 1.16; 95%CI: 1.06-1.27; P = 0.001), Psychosocial Health score (OR: 0.48; 95%CI: 0.39-0.58; P < 0.001), Health Knowledge & Behavior score (OR: 0.92; 95%CI: 0.86-0.97; P = 0.006), and Perceived Health score (OR: 0.36; 95%CI: 0.25-0.52; P < 0.001) were associated with the incidence of QoL in LC patients. The constructed prediction model based on these factors had an AUC for predicting QoL of 0.96 (95% CI: 0.94-0.98). CONCLUSIONS This study found age, sex, educational status, residential location, alcohol consumption, surgical approach, and the revised core nursing outcomes are significantly associated with QoL in LC patients. The predictive value of the constructed model was high, which suggesting the clinical nurses should pay attention to the evaluation of postoperative care outcomes in order to enhance QoL.
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Affiliation(s)
- Yongxia Ding
- Nursing College of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Otolaryngology, Head and Neck Cancer, Taiyuan, Shanxi, China
- Nursing Management and Health Promotion Research Center, Shanxi Medical University, Taiyuan, Shanxi, China
| | - Yanzhi Tian
- Nursing College of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Ruirui Duan
- Nursing College of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Jing Xu
- Nursing College of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Huixian Yang
- Nursing College of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Jinxia Xu
- Department of Suegery, Shanxi Cancer Hospital, Taiyuan, Shanxi, China
| | - Liyun Tang
- Department of Nursing, the First Affiliated Hospital, Jinzhou Medical University, Jinzhou, Liaoning, China.
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Li H, Fang R, Ma R, Long Y, He R, Lyu H, Chen L, Wen Y. Amphiregulin promotes activated regulatory T cell-suppressive function via the AREG/EGFR pathway in laryngeal squamous cell carcinoma. Head Face Med 2024; 20:62. [PMID: 39456084 PMCID: PMC11515249 DOI: 10.1186/s13005-024-00466-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 10/17/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND Activated regulatory T cells (aTregs) play a vital role in promoting a tumor immunosuppressive microenvironment in laryngeal squamous cell carcinoma (LSCC). However, the regulatory factors that induce the generation of aTregs are not clear. Herein, we investigated the effect of amphiregulin (AREG) on the production of aTregs in the tumor microenvironment of LSCC. METHODS Immunohistochemical (IHC) analysis was conducted to examine the expression of AREG and FOXP3, and their association with clinical parameters and patient outcomes was demonstrated. The expression level of EGFRs in three functional subsets of Tregs was assessed, and the induction of CD4+ T cells into aTregs in the presence or absence of AREG or Gefitinib was analyzed using flow cytometry. RESULTS Our results showed a higher expression level of AREG was significantly related to advanced clinical stage and worse survival, particularly with increased infiltration of Tregs in LSCC tumor tissue. The in vitro study showed that AREG significantly promoted the differentiation of aTregs, and enhanced the inhibitory effect of Tregs on T cell proliferation, which could be reversed by epidermal growth factor receptor (EGFR) inhibitors. In addition, we found that EGFR was highly expressed in aTregs, but not in other subsets of Tregs. It is suggested that AREG might induce aTregs, and enhance the immunosuppressive function of Tregs via the AREG/EGFR signal pathway. CONCLUSIONS Collectively, this study revealed the role and mechanism of AREG in negative immune regulation, and targeting AREG might be a novel immunotherapy for LSCC.
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Affiliation(s)
- Hang Li
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
- Department of Allergy, the First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510080, Guangdong, P.R. China
| | - Ruihua Fang
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Renqiang Ma
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Yudong Long
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Rui He
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Huanhuan Lyu
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Lin Chen
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China
| | - Yihui Wen
- Department of Otorhinolaryngology Head and Neck Surgery, the First Affiliated Hospital, Sun Yat-Sen University, 2nd Zhongshan Road 58#, Guangzhou, 510080, Guangdong, P.R. China.
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Huang J, Chan SC, Ko S, Lok V, Zhang L, Lin X, Lucero-Prisno DE, Xu W, Zheng ZJ, Elcarte E, Withers M, Wong MCS. Updated disease distributions, risk factors, and trends of laryngeal cancer: a global analysis of cancer registries. Int J Surg 2024; 110:810-819. [PMID: 38000050 PMCID: PMC10871644 DOI: 10.1097/js9.0000000000000902] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 11/03/2023] [Indexed: 11/26/2023]
Abstract
BACKGROUND Though the laryngeal cancer only has 1% of the total cancer cases and related deaths, it is a type of head and neck cancers with the highest prevalence. This study aims to investigate the epidemiological trend of laryngeal cancer with updated data on the global distribution of the disease burden. MATERIALS AND METHODS The incidence and mortality rate of laryngeal cancer was extracted from GLOBOCAN (2020), Cancer Incidence in Five Continents series I-X, WHO mortality database , the Nordic Cancer Registries , and the Surveillance, Epidemiology, and End Results Program. The Global Health data exchanges for the prevalence of its associated risk factors. A Joinpoint regression analysis was used to calculate Average Annual Percentage Change (AAPC). RESULTS The age-standardised rate (ASR) of laryngeal cancer incidence and mortality were 2.0 and 1.0 per 100 000 worldwide. The Caribbean (ASR=4.0) and Central and Eastern Europe (ASR=3.6) had the highest incidence and mortality rate. Incidence and risk factors associated with laryngeal cancer included tobacco usage, alcohol consumption, poor diet, obesity, diabetes, hypertension, and lipid disorders. There was an overall decreasing trend in incidence, especially for males, but an increasing incidence was observed in female populations and younger subjects. CONCLUSIONS As overall global trends of laryngeal cancer have been decreasing, especially for the male population, this could possibly be attributed to reduced tobacco use and alcohol consumption. Decrease in mortality may be due to improved diagnostic methods and accessibility to treatment, yet disparity in trend remains potentially because of differences in the level of access to surgical care. Disparities in temporal trends across countries may require further research and exploration to determine other underlying factors influencing this.
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Affiliation(s)
- Junjie Huang
- The Jockey Club School of Public Health and Primary Care
- Centre for Health Education and Health Promotion, Faculty of Medicine, The Chinese University of Hong Kong
| | - Sze Chai Chan
- The Jockey Club School of Public Health and Primary Care
| | - Samantha Ko
- The Jockey Club School of Public Health and Primary Care
| | - Veeleah Lok
- Department of Global Public Health, Karolinska Institute, Karolinska University Hospital, Stockholm, Sweden
| | - Lin Zhang
- Suzhou Industrial Park Monash Research Institute of Science and Technology, Suzhou
- The School of Public Health and Preventive Medicine, Monash University, Victoria, Australia
| | - Xu Lin
- Department of Thoracic Surgery, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang
| | - Don Eliseo Lucero-Prisno
- Department of Global Health and Development, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Wanghong Xu
- School of Public Health, Fudan University, Shanghai
| | - Zhi-Jie Zheng
- Department of Global Health, School of Public Health, Peking University, Beijing, People’s Republic of China
| | - Edmar Elcarte
- University of the Philippines, Manila, The Philippines
| | - Mellissa Withers
- Department of Population and Health Sciences, Institute for Global Health, University of Southern California, Los Angeles, United States
| | - Martin CS Wong
- The Jockey Club School of Public Health and Primary Care
- Centre for Health Education and Health Promotion, Faculty of Medicine, The Chinese University of Hong Kong
- Department of Global Health, School of Public Health, Peking University, Beijing, People’s Republic of China
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Du H, Zhu K. Molecular characterization, immunocorrelation analysis, WGCNA analysis and machine learning modeling of genes associated with copper death subtypes of laryngeal cancer. Technol Health Care 2024; 32:4707-4725. [PMID: 39302398 PMCID: PMC11613018 DOI: 10.3233/thc-240932] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Accepted: 05/19/2024] [Indexed: 09/22/2024]
Abstract
BACKGROUND Laryngeal cancer is a malignant tumor that originates from the mucous membrane of the larynx. Currently, the specific involvement mechanism of copper death in laryngeal cancer patients has not been deeply studied. OBJECTIVE This study aims to explore the molecular characteristics and clinical survival significance of copper death-related genes in laryngeal cancer. METHODS Relevant transcriptomes and clinical data were retrieved and downloaded from the GEO database. Differential expression genes related to laryngeal cancer and copper death were selected, and the immune function, clinical risk correlation, and survival prognosis were analyzed. RESULTS The differential analysis results showed that the differential expression genes related to laryngeal cancer and Cu-proptosis included SLC31A1 and ATP7B, and there was interaction between the immune cell groups in the differential genes of copper death in laryngeal cancer. Decreasing the expression of the gene ANXA5 or increasing the expression of the gene SERPINH1 can increase the susceptibility to laryngeal cancer. CONCLUSION Copper death-related genes can affect the survival prognosis of laryngeal cancer patients. Detection of changes in their expression can provide new diagnostic and treatment directions for the progression of early-stage laryngeal cancer.
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Affiliation(s)
- Huihui Du
- Department of Otolaryngology, Wenzhou Hospital of Integrated Traditional Chinese and Western Medicine, Wenzhou, China
| | - Kaiquan Zhu
- Department of Otolaryngology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
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Wan M, Yang X, He L, Meng H. Elucidating the clonal relationship of esophageal second primary tumors in patients with laryngeal squamous cell carcinoma. Infect Agent Cancer 2023; 18:75. [PMID: 38017473 PMCID: PMC10685475 DOI: 10.1186/s13027-023-00558-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 11/09/2023] [Indexed: 11/30/2023] Open
Abstract
Laryngeal cancer ranks as the second most prevalent upper airway malignancy, following Lung cancer. Although some progress has been made in managing laryngeal cancer, the 5-year survival rate is disappointing. The gradual increase in the incidence of second primary tumors (SPTs) plays a crucial role in determining survival outcomes during long-term follow-up, and the esophagus was the most common site with a worse prognosis. In clinical practice, the treatment of esophageal second primary tumors (ESPT) in patients with laryngeal squamous cell carcinoma (LSCC) has always been challenging. For patients with synchronous tumors, several treatment modalities, such as radiotherapy, chemotherapy and potentially curative surgery are necessary but are typically poorly tolerated. Secondary cancer therapy options for metachronous patients are always constrained by index cancer treatment indications. Therefore, understanding the clonal origin of the second primary tumor may be an important issue in the treatment of patients. LSCC cells demonstrate genetic instability because of two distinct aetiologies (human papillomavirus (HPV)-negative and HPV-positive) disease. Various etiologies exhibit distinct oncogenic mechanisms, which subsequently impact the tissue microenvironment. The condition of the tissue microenvironment plays a crucial role in determining the destiny and clonal makeup of mutant cells during the initial stages of tumorigenesis. This review focuses on the genetic advances of LSCC, the current research status of SPT, and the influence of key carcinogenesis of HPV-positive and HPV-negative LSCC on clonal evolution of ESPT cells. The objective is to gain a comprehensive understanding of the molecular basis underlying the clonal origins of SPT, thereby offering novel perspectives for future investigations in this field.
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Affiliation(s)
- Meixuan Wan
- Department of Pathology, Harbin Medical University Cancer Hospital, Harbin, 150081, China
| | - Xinxin Yang
- Precision Medicine Center, Harbin Medical University Cancer Hospital, Harbin, 150081, China
| | - Lin He
- Department of Stomatology, Heilongjiang Province Hospital, Harbin, 150081, China
| | - Hongxue Meng
- Department of Pathology, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
- Precision Medicine Center, Harbin Medical University Cancer Hospital, Harbin, 150081, China.
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Igissin N, Zatonskikh V, Telmanova Z, Tulebaev R, Moore M. Laryngeal Cancer: Epidemiology, Etiology, and Prevention: A Narrative Review. IRANIAN JOURNAL OF PUBLIC HEALTH 2023; 52:2248-2259. [PMID: 38106821 PMCID: PMC10719707 DOI: 10.18502/ijph.v52i11.14025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 04/18/2023] [Indexed: 12/19/2023]
Abstract
Laryngeal cancer comprises 30%-40% of head and neck malignancies, and it is the most common malignancy in otolaryngology. The main risk factors for laryngeal cancer are tobacco use, excessive alcohol consumption, gastroesophageal reflex, Plummer-Vinson syndrome, exposure to heat, chemicals, and some viral infections. This literature review summarizes all known data over the past decade with an assessment of the main etiological factors related to cancer incidence, general measurement issues in the cancer epidemiology and the current state of science in relation to laryngeal cancer. The geographical distribution of laryngeal cancer also reveals some important aspects. Europe remains the most prevalent continent for this type of malignancy, whilst the epidemiologic burden in Africa remains low. Overall, there are clear differences in morbidity and mortality from laryngeal cancer between urban and rural areas, with gender inequalities. In some countries, the incidence rates are high in rural areas, and in some, such as in China, the urban population is more affected. High rates of laryngeal cancer are closely associated with both low average income and a high percentage of the population with lower-than-average education countries with higher Socio-demographic Index (SDI) have made greater improvements in the treatment of LC than countries with lower SDI. Epidemiological data on risk factors can provide valuable information for developing cancer prevention strategies.
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Affiliation(s)
- Nurbek Igissin
- Research Institute of Life and Health Sciences, Higher School of Medicine, Kokshetau University Named After Sh. Ualikhanov, Kokshetau, Kazakhstan
- Central Asian Institute for Medical Research, Astana, Kazakhstan
- Asian Pacific Organization for Cancer Prevention, Bishkek, Kyrgyzstan
| | - Vera Zatonskikh
- Central Asian Institute for Medical Research, Astana, Kazakhstan
| | - Zhansaya Telmanova
- Central Asian Institute for Medical Research, Astana, Kazakhstan
- Asian Pacific Organization for Cancer Prevention, Bishkek, Kyrgyzstan
| | | | - Malcolm Moore
- Asian Pacific Organization for Cancer Prevention, Bishkek, Kyrgyzstan
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Luo L, Liu H. High-grade tumor budding is a risk factor for survival in patients with laryngeal squamous cell carcinoma. Braz J Otorhinolaryngol 2023; 89:101310. [PMID: 37678011 PMCID: PMC10495643 DOI: 10.1016/j.bjorl.2023.101310] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 08/07/2023] [Accepted: 08/12/2023] [Indexed: 09/09/2023] Open
Abstract
OBJECTIVE With the increasing incidence and mortality of laryngeal squamous cell carcinoma worldwide, researchers continue to search for novel prognostic factors and treatment methods for preventing early laryngeal squamous cell carcinoma from becoming advanced laryngeal squamous cell carcinoma. This study aims to determine if tumor budding is an independent risk factor associated with the survival of patients with laryngeal squamous cell carcinoma. METHODS 268 cases of laryngeal squamous cell carcinoma were studied, and tumor budding was analyzed for associations with clinicopathological features and clinical outcomes. RESULTS Tumor budding was divided into low-grade tumor budding (0-6/0.785 mm2) and high-grade tumor budding (≥7/0.785 mm2) based on the results of the receiver operating characteristics curve analysis. Logistic regression analysis showed that smaller tumor cell nests, the low levels of tumor-infiltrating lymphocytes, and higher pathological T staging were the risk factors for high-grade tumor budding (p < 0.05). In the low-grade tumor budding group, there was no statistic difference in survival between patients without tumor budding and those with 1-6/0.785 mm2 tumor budding. Multivariate survival analysis showed high-grade tumor budding (p < 0.001) was independent prognostic factors for disease-free survival and overall survival in laryngeal squamous cell carcinoma. High-grade tumor budding was also an independent prognostic factor for disease-free survival (p = 0.037) and overall survival (p = 0.009) in T1-2N0 laryngeal squamous cell carcinoma. CONCLUSIONS Smaller tumor cell nests, the low levels of tumor-infiltrating lymphocytes, and higher pathological T staging were closely associated with high-grade tumor budding in laryngeal squamous cell carcinoma. High-grade tumor budding may be an adverse risk factor that affects not only the disease-free survival and overall survival of laryngeal squamous cell carcinoma patients but also the survival of T1-2N0 laryngeal squamous cell carcinoma patients. LEVEL OF EVIDENCE Level 4.
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Affiliation(s)
- Li Luo
- Capital Medical University, Beijing Tongren Hospital, Beijing Key Laboratory of Head and Neck Molecular Diagnostic Pathology, Department of Pathology, Beijing, China; Capital Medical University, Beijing Luhe Hospital, Department of Pathology, Beijing, China
| | - Honggang Liu
- Capital Medical University, Beijing Tongren Hospital, Beijing Key Laboratory of Head and Neck Molecular Diagnostic Pathology, Department of Pathology, Beijing, China.
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Ye E, Huang J, Wang J, Zhao Y, Niu D, Liu J, Huang X, Yue S, Hou X, Wu J. Trend and projection of larynx cancer incidence and mortality in China from 1990 to 2044: A Bayesian age-period-cohort modeling study. Cancer Med 2023; 12:16517-16530. [PMID: 37306154 PMCID: PMC10469639 DOI: 10.1002/cam4.6239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 05/23/2023] [Accepted: 06/02/2023] [Indexed: 06/13/2023] Open
Abstract
BACKGROUND Larynx cancer is one of the most common cancers in head and neck, and imposes heavy burden on individual and societies. A comprehensive understanding of the burden of larynx cancer is necessary to improve prevention and control strategies. However, the secular trend of larynx cancer incidence and mortality in China remains unclear. METHODS The incidence and deaths rates of larynx cancer from 1990 to 2019 were collected from the Global Burden of Disease Study 2019 database. The temporal trend of larynx cancer was analyzed using a joinpoint regression model. The age-period-cohort model was used to explore the age, period, and cohort effects on larynx cancer and predict future trends up to 2044. RESULTS From 1990 to 2019, the age-standardized incidence rate of larynx cancer in China increased by 1.3% (95% CI 1.1 to 1.5) in males, but decreased by 0.5% (95% CI -0.1 to 0) in females. The age-standardized mortality rate of larynx cancer in China decreased by 0.9% (95% CI -1.1 to -0.6) and 2.2% (95% CI -2.8 to -1.7) in males and females, respectively. Among the four risk factors, smoking and alcohol use contributed to a heavier burden compared to occupational exposure to asbestos and sulfuric acid with respect to mortality. Age effects showed that the incidence and deaths of larynx cancer were concentrated in people older than 50 years old. Period effects exerted the most significant effect on larynx cancer incidence for males. In terms of cohort effects, people born in the earlier cohorts presented a higher risk of larynx cancer compared with the later cohorts. From 2020 to 2044, the age-standardized incidence rates of larynx cancer continued to increase in males, whereas the age-standardized mortality rates continued to decrease in both males and females. CONCLUSION The burden of larynx cancer in China has a significant gender difference. The age-standardized incidence rates will continue to increase in males up to 2044. The disease pattern and risk factors of larynx cancer should be comprehensively studied to promote the development of timely intervention measures and relieve the burden effectively.
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Affiliation(s)
- Enlin Ye
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
- Guangdong Engineering Research Center of Collaborative Innovation Technology of Clinical Medical Big Data Cloud Service in Medical Consortium of West Guangdong ProvinceAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Jiasheng Huang
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
- Guangdong Engineering Research Center of Collaborative Innovation Technology of Clinical Medical Big Data Cloud Service in Medical Consortium of West Guangdong ProvinceAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Jia Wang
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Yumei Zhao
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Dongdong Niu
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Jie Liu
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Xueying Huang
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Suru Yue
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Xuefei Hou
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
| | - Jiayuan Wu
- Clinical Research Service CenterAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
- Guangdong Engineering Research Center of Collaborative Innovation Technology of Clinical Medical Big Data Cloud Service in Medical Consortium of West Guangdong ProvinceAffiliated Hospital of Guangdong Medical UniversityZhanjiangChina
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Esmaeili N, Sharaf E, Gomes Ataide EJ, Illanes A, Boese A, Davaris N, Arens C, Navab N, Friebe M. Deep Convolution Neural Network for Laryngeal Cancer Classification on Contact Endoscopy-Narrow Band Imaging. SENSORS 2021; 21:s21238157. [PMID: 34884166 PMCID: PMC8662427 DOI: 10.3390/s21238157] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Revised: 12/02/2021] [Accepted: 12/03/2021] [Indexed: 12/14/2022]
Abstract
(1) Background: Contact Endoscopy (CE) and Narrow Band Imaging (NBI) are optical imaging modalities that can provide enhanced and magnified visualization of the superficial vascular networks in the laryngeal mucosa. The similarity of vascular structures between benign and malignant lesions causes a challenge in the visual assessment of CE-NBI images. The main objective of this study is to use Deep Convolutional Neural Networks (DCNN) for the automatic classification of CE-NBI images into benign and malignant groups with minimal human intervention. (2) Methods: A pretrained Res-Net50 model combined with the cut-off-layer technique was selected as the DCNN architecture. A dataset of 8181 CE-NBI images was used during the fine-tuning process in three experiments where several models were generated and validated. The accuracy, sensitivity, and specificity were calculated as the performance metrics in each validation and testing scenario. (3) Results: Out of a total of 72 trained and tested models in all experiments, Model 5 showed high performance. This model is considerably smaller than the full ResNet50 architecture and achieved the testing accuracy of 0.835 on the unseen data during the last experiment. (4) Conclusion: The proposed fine-tuned ResNet50 model showed a high performance to classify CE-NBI images into the benign and malignant groups and has the potential to be part of an assisted system for automatic laryngeal cancer detection.
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Affiliation(s)
- Nazila Esmaeili
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
- Chair for Computer Aided Medical Procedures and Augmented Reality, Technical University of Munich, 85748 Munich, Germany;
- Correspondence:
| | - Esam Sharaf
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
| | - Elmer Jeto Gomes Ataide
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
- Department of Nuclear Medicine, Medical Faculty, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany
| | - Alfredo Illanes
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
| | - Axel Boese
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
| | - Nikolaos Davaris
- Department of Otorhinolaryngology, Head and Neck Surgery, Magdeburg University Hospital, 39120 Magdeburg, Germany;
| | - Christoph Arens
- Department of Otorhinolaryngology, Head and Neck Surgery, Giessen University Hospital, 35392 Giessen, Germany;
| | - Nassir Navab
- Chair for Computer Aided Medical Procedures and Augmented Reality, Technical University of Munich, 85748 Munich, Germany;
| | - Michael Friebe
- INKA—Innovation Laboratory for Image Guided Therapy, Otto-von-Guericke University Magdeburg, 39120 Magdeburg, Germany; (E.S.); (E.J.G.A.); (A.I.); (A.B.); (M.F.)
- IDTM GmbH, 45657 Recklinghausen, Germany
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