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He C, Heng Y, Zhu X, Zhou J, Tao L. Development and internal validation of risk stratification tool for lymph node metastasis in pT3-4 laryngeal squamous cell carcinoma patients. Braz J Otorhinolaryngol 2024; 91:101535. [PMID: 39561409 PMCID: PMC11615891 DOI: 10.1016/j.bjorl.2024.101535] [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: 01/30/2024] [Revised: 08/01/2024] [Accepted: 10/28/2024] [Indexed: 11/21/2024] Open
Abstract
OBJECTIVE To identify risk factors for Lymph Node Metastasis (LNM) in pT3-4 Laryngeal Squamous Cell Carcinoma (LSCC) patients with negative margins, and develop a nomogram to predict LNM risk. METHODS 872 patients were divided into training (2010-2014) and validation (2015-2016) cohorts. Univariate and multivariate analyses identified LNM risk factors. A nomogram incorporating significant factors was developed in the training cohort. RESULTS Smoking history, maximal tumor diameter ≥3.0 cm, depth of tumor invasion >1.0 cm, and supraglottic tumor location were significantly associated with LNM on multivariate analysis. A predictive nomogram incorporating these factors showed good discrimination (C-index > 0.7) in both cohorts. Patients were stratified into low, moderate and high-risk subgroups based on total risk scores. CONCLUSIONS A LNM risk prediction model and risk grouping system was established, which may aid treatment selection for pT3-4 LSCC patients. The model and algorithm could help optimize neck management for this high-risk patient population. LEVEL OF EVIDENCE: 2
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Affiliation(s)
- Changding He
- Fudan University, Department of Otorhinolaryngology, Eye and ENT Hospital, Shanghai, China
| | - Yu Heng
- Fudan University, Department of Otorhinolaryngology, Eye and ENT Hospital, Shanghai, China
| | - Xiaoke Zhu
- Fudan University, Department of Otorhinolaryngology, Eye and ENT Hospital, Shanghai, China
| | - Jian Zhou
- Fudan University, Department of Otorhinolaryngology, Eye and ENT Hospital, Shanghai, China
| | - Lei Tao
- Fudan University, Department of Otorhinolaryngology, Eye and ENT Hospital, Shanghai, China.
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Maniaci A, Giurdanella G, Chiesa Estomba C, Mauramati S, Bertolin A, Lionello M, Mayo-Yanez M, Rizzo PB, Lechien JR, Lentini M. Personalized Treatment Strategies via Integration of Gene Expression Biomarkers in Molecular Profiling of Laryngeal Cancer. J Pers Med 2024; 14:1048. [PMID: 39452555 PMCID: PMC11508418 DOI: 10.3390/jpm14101048] [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: 08/20/2024] [Revised: 09/21/2024] [Accepted: 09/24/2024] [Indexed: 10/26/2024] Open
Abstract
Laryngeal cancer poses a substantial challenge in head and neck oncology, and there is a growing focus on customized medicine techniques. The present state of gene expression indicators in laryngeal cancer and their potential to inform tailored therapy choices are thoroughly examined in this review. We examine significant molecular changes, such as TP53, CDKN2A, PIK3CA, and NOTCH1 mutations, which have been identified as important participants in the development of laryngeal cancer. The study investigates the predictive and prognostic significance of these genetic markers in addition to the function of epigenetic changes such as the methylation of the MGMT promoter. We also go over the importance of cancer stem cell-related gene expression patterns, specifically CD44 and ALDH1A1 expression, in therapy resistance and disease progression. The review focuses on indicators, including PD-L1, CTLA-4, and tumor mutational burden (TMB) in predicting immunotherapy responses, highlighting recent developments in our understanding of the intricate interactions between tumor genetics and the immune milieu. We also investigate the potential for improving prognosis accuracy and treatment selection by the integration of multi-gene expression panels with clinicopathological variables. The necessity for uniform testing and interpretation techniques is one of the difficulties, in implementing these molecular insights into clinical practice, that are discussed. This review seeks to provide a comprehensive framework for promoting personalized cancer therapy by combining the most recent data on gene expression profiling in laryngeal cancer. Molecularly guided treatment options may enhance patient outcomes.
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Affiliation(s)
- Antonino Maniaci
- Department of Medicine and Surgery, University of Enna “Kore”, 94100 Enna, Italy; (G.G.); (M.L.)
- ASP Ragusa-Hospital Giovanni Paolo II, 97100 Ragusa, Italy
- Head and Neck Study Group, Young Otolaryngologists-International Federation of Otorhinolaryngological Societies, 13005 Paris, France; (C.C.E.); (M.M.-Y.); (J.R.L.)
| | - Giovanni Giurdanella
- Department of Medicine and Surgery, University of Enna “Kore”, 94100 Enna, Italy; (G.G.); (M.L.)
| | - Carlos Chiesa Estomba
- Head and Neck Study Group, Young Otolaryngologists-International Federation of Otorhinolaryngological Societies, 13005 Paris, France; (C.C.E.); (M.M.-Y.); (J.R.L.)
- Department of Otorhinolaryngology-Head and Neck Surgery, Hospital Universitario Donostia, 20003 San Sebastian, Spain
| | - Simone Mauramati
- Department of Otolaryngology Head Neck Surgery, University of Pavia, IRCCS Policlinico San Matteo Foundation, 27100 Pavia, Italy;
| | - Andy Bertolin
- Department Otorhinolaryngology, Vittorio Veneto Hospital (ML, AB), Anesthesia and Intensive Care, Vittorio Veneto Hospital, 31029 Vittorio Veneto, Italy; (A.B.); (M.L.)
| | - Marco Lionello
- Department Otorhinolaryngology, Vittorio Veneto Hospital (ML, AB), Anesthesia and Intensive Care, Vittorio Veneto Hospital, 31029 Vittorio Veneto, Italy; (A.B.); (M.L.)
| | - Miguel Mayo-Yanez
- Head and Neck Study Group, Young Otolaryngologists-International Federation of Otorhinolaryngological Societies, 13005 Paris, France; (C.C.E.); (M.M.-Y.); (J.R.L.)
- Department of Otorhinolaryngology-Head and Neck Surgery, Hospital San Rafael (HSR), 15006 A Coruña, Spain
| | - Paolo Boscolo Rizzo
- Department of Medical, Surgical and Health Sciences, Section of Otolaryngology, University of Trieste, 34127 Trieste, Italy;
| | - Jerome R. Lechien
- Head and Neck Study Group, Young Otolaryngologists-International Federation of Otorhinolaryngological Societies, 13005 Paris, France; (C.C.E.); (M.M.-Y.); (J.R.L.)
- Department of Otorhinolaryngology and Head and Neck Surgery, CHU de Bruxelles, CHU Saint-Pierre, School of Medicine, 64000 Brussels, Belgium
| | - Mario Lentini
- Department of Medicine and Surgery, University of Enna “Kore”, 94100 Enna, Italy; (G.G.); (M.L.)
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Malik NH, Fu R, Hainc N, Noel CW, de Almeida JR, Hosni A, Huang SH, Yu E, Dzioba A, Leung A, Mangat A, MacNeil D, Nichols AC, Hiremath SB, Chakraborty S, Jooya A, Gaudet M, Johnson-Obaseki S, Whelan J, Forghani R, Hier MP, Morand G, Sultanem K, Dort J, Lysack J, Matthews W, Nakoneshny S, Gill G, Globerman A, Kerr P, Maralani P, Karam I, Eskander A. Tumor volumes in T3 supraglottic cancers treated with radiotherapy in the modern era: A study of the Canadian Head & Neck Collaborative Research Initiative. Head Neck 2024; 46:561-570. [PMID: 38116716 DOI: 10.1002/hed.27608] [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: 07/04/2023] [Revised: 10/02/2023] [Accepted: 12/07/2023] [Indexed: 12/21/2023] Open
Abstract
PURPOSE To evaluate the association of primary tumor volume (TV) with overall survival (OS) and disease-free survival (DFS) in T3 N0-3M0 supraglottic cancers treated with intensity-modulated radiotherapy (IMRT). METHODS This was a retrospective cohort study involving 239 patients diagnosed with T3 N0-3M0 supraglottic cancers between 2002 and 2018 from seven regional cancer centers in Canada. Clinical data were obtained from the patient records. Supraglottic TV was measured by neuroradiologists on diagnostic imaging. Kaplan-Meier method was used for survival probabilities, and a restricted cubic spline Cox proportional hazards regression analysis was used to analyze TV associations with OS and DFS. RESULTS Mean (SD) of participants was 65.2 (9.4) years; 176 (73.6%) participants were male. 90 (38%) were N0, and 151 (64%) received concurrent systemic therapy. Mean TV (SD) was 11.37 (12.11) cm3 . With mean follow up (SD) of 3.28 (2.60) years, 2-year OS was 72.7% (95% CI 66.9%-78.9%) and DFS was 53.6% (47.4%-60.6%). Increasing TV was associated (per cm3 increase) with worse OS (HR, 1.01, 95% CI 1.00-1.02, p < 0.01) and DFS (HR, 1.01, 95% CI 1.00-1.02, p = 0.02). CONCLUSIONS Increasing primary tumor volume is associated with worse OS and DFS in T3 supraglottic cancers treated with IMRT, with no clear threshold. The findings suggest that patients with larger tumors and poor baseline laryngeal function may benefit from upfront laryngectomy with adjuvant radiotherapy.
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Affiliation(s)
- Nauman H Malik
- Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
- Department of Radiation Oncology, Princess Margaret Cancer Centre, University of Toronto, Toronto, Ontario, Canada
| | - Rui Fu
- Department of Otolaryngology-Head and Neck Surgery, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Nicolin Hainc
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Zurich, Switzerland
- Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada
| | - Christopher W Noel
- Department of Otolaryngology-Head and Neck Surgery, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - John R de Almeida
- Department of Otolaryngology-Head and Neck Surgery, Princess Margaret Cancer Centre-University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Ali Hosni
- Department of Radiation Oncology, Princess Margaret Cancer Centre, University of Toronto, Toronto, Ontario, Canada
| | - Shao Hui Huang
- Department of Radiation Oncology, Princess Margaret Cancer Centre, University of Toronto, Toronto, Ontario, Canada
| | - Eugene Yu
- Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada
| | - Agnieszka Dzioba
- Department of Otolaryngology-Head and Neck Surgery and Oncology, London Health Sciences Center, London, Ontario, Canada
| | - Andrew Leung
- Department of Radiology, Department of Medical Imaging, Western University, London, Ontario, Canada
| | - Arvindpaul Mangat
- Department of Radiology, Department of Medical Imaging, Western University, London, Ontario, Canada
| | - Danielle MacNeil
- Department of Otolaryngology-Head and Neck Surgery and Oncology, London Health Sciences Center, London, Ontario, Canada
| | - Anthony C Nichols
- Department of Otolaryngology-Head and Neck Surgery and Oncology, London Health Sciences Center, London, Ontario, Canada
| | - Shivaprakash B Hiremath
- Department of Radiology, Division of Neuroradiology, University of Ottawa, The Ottawa Hospital, Ottawa, Ontario, Canada
| | - Santanu Chakraborty
- Department of Radiology, Division of Neuroradiology, University of Ottawa, The Ottawa Hospital, Ottawa, Ontario, Canada
| | - Alborz Jooya
- Division of Radiation Oncology, The Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Marc Gaudet
- Division of Radiation Oncology, The Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Stephanie Johnson-Obaseki
- Department of Otolaryngology-Head & Neck Surgery, The Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Jonathan Whelan
- Department of Otolaryngology-Head & Neck Surgery, The Ottawa Hospital, University of Ottawa, Ottawa, Ontario, Canada
| | - Reza Forghani
- Department of Otolaryngology Head and Neck Surgery, McGill University, Jewish General Hospital, Montreal, Québec, Canada
- Department of Radiology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Michael P Hier
- Department of Otolaryngology Head and Neck Surgery, McGill University, Jewish General Hospital, Montreal, Québec, Canada
| | - Grégoire Morand
- Department of Otolaryngology Head and Neck Surgery, McGill University, Jewish General Hospital, Montreal, Québec, Canada
| | - Khalil Sultanem
- Department of Oncology, McGill University, Jewish General Hospital, Montréal, Québec, Canada
| | - Joseph Dort
- Division of Otolaryngology-Head and Neck Surgery, University of Calgary, Calgary, Alberta, Canada
| | - John Lysack
- Section of Neuroradiology, Department of Radiology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Wayne Matthews
- Division of Otolaryngology-Head and Neck Surgery, University of Calgary, Calgary, Alberta, Canada
| | - Steven Nakoneshny
- Division of Otolaryngology-Head and Neck Surgery, University of Calgary, Calgary, Alberta, Canada
| | - Gia Gill
- Department of Otolaryngology-Head & Neck Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Adam Globerman
- Department of Radiology, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Paul Kerr
- Department of Otolaryngology-Head & Neck Surgery, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Pejman Maralani
- Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada
| | - Irene Karam
- Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Antoine Eskander
- Department of Otolaryngology-Head and Neck Surgery, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
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Alessandrini L, Astolfi L, Daloiso A, Sbaraglia M, Mondello T, Zanoletti E, Franz L, Marioni G. Diagnostic, Prognostic, and Therapeutic Role for Angiogenesis Markers in Head and Neck Squamous Cell Carcinoma: A Narrative Review. Int J Mol Sci 2023; 24:10733. [PMID: 37445908 DOI: 10.3390/ijms241310733] [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: 04/23/2023] [Revised: 06/14/2023] [Accepted: 06/25/2023] [Indexed: 07/15/2023] Open
Abstract
Despite refinements to diagnostic and therapeutic approaches over the last two decades, the outcome of patients with head and neck squamous cell carcinoma (HNSCC) has not shown substantial improvements, especially regarding those with advanced-stage disease. Angiogenesis is believed to be a turning point in the development of solid tumors, being a premise for mass growth and potential distant dissemination. Cancer-induced angiogenesis is a result of increased expression of angiogenic factors, decreased expression of anti-angiogenic factors, or a combination of both. The assessment of angiogenesis has also emerged as a potentially useful biological prognostic and predictive factor in HNSCC. The aim of this review is to assess the level of current knowledge on the neo-angiogenesis markers involved in the biology, behavior, and prognosis of HNSCC. A search (between 1 January 2012 and 10 October 2022) was run in PubMed, Scopus, and Web of Science electronic databases. After full-text screening and application of inclusion/exclusion criteria, 84 articles are included. The current knowledge and debate on angiogenesis in HNSCC presented in the eligible articles are stratified as follows: (i) diagnostic markers; (ii) prognostic markers; (iii) predictive markers; and (iv) markers with a potential therapeutic role. Angiogenesis is a biological and pathological indicator of malignancies progression and has negative implications in prognosis of some solid tumors; several signals capable of tripping the "angiogenic switch" have also been identified in HNSCC. Although several studies suggested that antiangiogenic agents might be a valuable adjunct to conventional chemo-radiation of HNSCC, their long-term therapeutic value remains uncertain. Further investigations are required on combinations of antiangiogenic agents with conventional chemotherapeutic ones, immunotherapeutic and molecularly targeted agents in HNSCC. Additional data are necessary to pinpoint which patients could benefit most from these treatments.
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Affiliation(s)
- Lara Alessandrini
- Surgical Pathology and Cytopathology Unit, Department of Medicine (DIMED), University of Padova, 35100 Padova, Italy
| | - Laura Astolfi
- Bioacustic Research Laboratory, Department of Neuroscience (DNS), University of Padova, 35100 Padova, Italy
| | - Antonio Daloiso
- Otolaryngology Section, Department of Neuroscience (DNS), University of Padova, 35100 Padova, Italy
| | - Marta Sbaraglia
- Surgical Pathology and Cytopathology Unit, Department of Medicine (DIMED), University of Padova, 35100 Padova, Italy
| | - Tiziana Mondello
- Otolaryngology Section, Department of Neuroscience (DNS), University of Padova, 35100 Padova, Italy
| | - Elisabetta Zanoletti
- Otolaryngology Section, Department of Neuroscience (DNS), University of Padova, 35100 Padova, Italy
| | - Leonardo Franz
- Otolaryngology Section, Department of Neuroscience (DNS), University of Padova, 35100 Padova, Italy
- Phoniatrics and Audiology Unit, Department of Neuroscience (DNS), University of Padova, 31100 Treviso, Italy
- Artificial Intelligence in Medicine and Innovation in Clinical Research and Methodology (PhD Program), Department of Clinical and Experimental Sciences, University of Brescia, 25100 Brescia, Italy
| | - Gino Marioni
- Phoniatrics and Audiology Unit, Department of Neuroscience (DNS), University of Padova, 31100 Treviso, Italy
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5
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Han C, Khan NI, Mady LJ. Prognosis. Otolaryngol Clin North Am 2023; 56:389-402. [PMID: 37030950 DOI: 10.1016/j.otc.2022.12.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/08/2023]
Abstract
Prognosis is defined as the likely outcome or course of a disease and is the result of a complex interplay between patient and tumor factors. Unfortunately, the prognosis of patients with laryngeal cancer has not changed significantly over the past several decades. However, as our understanding of these patient and tumor factors becomes more nuanced and the resulting treatment options become more precise, there is the potential to improve the prognosis for these patients.
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Elden H, Kara A, Turan G, Guven M, Guven EM. Ki-67, p-53, E-Cadherin, and β-Catenin expression of advanced glotto-subglottic and supraglottic larynx carcinomas. Niger J Clin Pract 2022; 25:1424-1429. [DOI: 10.4103/njcp.njcp_1693_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Laryngeal cancers in paediatric and young adult patients: epidemiology, biology and treatment. Curr Opin Otolaryngol Head Neck Surg 2021; 30:145-153. [PMID: 34740227 DOI: 10.1097/moo.0000000000000766] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
PURPOSE OF REVIEW The aim of thi study was to review the recent literature on epidemiology, biology and treatment of laryngeal cancer in paediatric and young adult patients. RECENT FINDINGS Epidemiological studies reported that 2-10% of patients with laryngeal cancer are younger than 40-year-old, while the prevalence of laryngeal cancer remains unknown in the paediatric population. The development of laryngeal cancer in young adults is multifactorial and may be linked to common carcinogens (tobacco and alcohol), occupational factors, laryngopharyngeal reflux, immunosuppression, human papillomavirus infection and genetic polymorphism. A substantial number of cohort studies reported a significant lower proportion of drinkers and smokers in young populations with laryngeal cancer, supporting the higher prevalence of chromosomal losses or abnormalities predisposing to cancer in this group. The development of laryngeal cancer in paediatric patients is strongly associated with genetic syndromes with DNA repair abnormalities. The pathological, clinical and survival outcome differences between young and old patient groups vary significantly between studies, depending on epidemiological, genetic features and therapeutic strategies used. SUMMARY Paediatric and adult populations with laryngeal cancer present different clinical, pathological and survival outcomes. In the adult population, the patient age at the time of disease development underlies genetic and etiological differences with different mutation patterns between young and old patients, the latter being more frequently individuals with a history of tobacco and alcohol abuse. The differences between age groups regarding stage of cancer at initial presentation, as well as clinical and survival outcomes, are unclear, which may be due to demographic, ethnicity and population genetic differences.
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Wang JY, Zhang QW, Wen K, Wang C, Ji X, Zhang L. Temporal trends in incidence and mortality rates of laryngeal cancer at the global, regional and national levels, 1990-2017. BMJ Open 2021; 11:e050387. [PMID: 34645665 PMCID: PMC8515464 DOI: 10.1136/bmjopen-2021-050387] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVES Laryngeal cancer is the most prevalent entity of head and neck cancer. Knowing the trends of incidence and mortality of laryngeal cancer is important for the reduction in related disease burden. DESIGN Population-based observational study. MAIN OUTCOMES AND MEASURES The incidence and mortality data of laryngeal cancer were retrieved from the Global Burden of Disease study 2017 online database. The estimated average percentage change was used to quantify the trends of laryngeal cancer incidence and mortality at the global, regional and national levels. RESULTS Globally, the numbers of incident cases and deaths due to laryngeal cancer increased 58.7% and 33.9%, respectively, from 1990 to 2017. However, the overall age-standardised incidence rate (ASIR) and age-standardised mortality rate decreased by 0.99% (95% CI 0.83% to 1.14%) and 1.62% (95% CI 1.50% to 1.74%) per year, respectively. These decreases were ubiquitous worldwide. However, unfavourable trends in the ASIR of laryngeal cancer were also observed in a total of 51 developing countries. CONCLUSIONS The incidence and mortality rates of laryngeal cancer have significantly decreased at the global level and in most countries over the past three decades. The regions that showed an increasing incidence trend deserve more attention.
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Affiliation(s)
- Jing-Yuan Wang
- Department of Otolarygology Head and Neck Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences,Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
| | - Qiang-Wei Zhang
- Department of Otorhinolaryngology, Shanxi Provincial People's Hospital Affiliated to Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
| | - Kaixue Wen
- Department of Otolarygology Head and Neck Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences,Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
| | - Chen Wang
- Department of Otolarygology Head and Neck Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences,Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
| | - Xiaolin Ji
- Department of Otolarygology Head and Neck Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences,Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
| | - Lixia Zhang
- Department of Otolarygology Head and Neck Surgery, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences,Tongji Shanxi Hospital, Third Hospital of Shanxi Medical University, Taiyuan, Shanxi, People's Republic of China
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Zhang J, Lv L, Lu D, Kong D, Al-Alashaari MAA, Zhao X. Variable selection from a feature representing protein sequences: a case of classification on bacterial type IV secreted effectors. BMC Bioinformatics 2020; 21:480. [PMID: 33109082 PMCID: PMC7590791 DOI: 10.1186/s12859-020-03826-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 10/19/2020] [Indexed: 12/13/2022] Open
Abstract
Background Classification of certain proteins with specific functions is momentous for biological research. Encoding approaches of protein sequences for feature extraction play an important role in protein classification. Many computational methods (namely classifiers) are used for classification on protein sequences according to various encoding approaches. Commonly, protein sequences keep certain labels corresponding to different categories of biological functions (e.g., bacterial type IV secreted effectors or not), which makes protein prediction a fantasy. As to protein prediction, a kernel set of protein sequences keeping certain labels certified by biological experiments should be existent in advance. However, it has been hardly ever seen in prevailing researches. Therefore, unsupervised learning rather than supervised learning (e.g. classification) should be considered. As to protein classification, various classifiers may help to evaluate the effectiveness of different encoding approaches. Besides, variable selection from an encoded feature representing protein sequences is an important issue that also needs to be considered. Results Focusing on the latter problem, we propose a new method for variable selection from an encoded feature representing protein sequences. Taking a benchmark dataset containing 1947 protein sequences as a case, experiments are made to identify bacterial type IV secreted effectors (T4SE) from protein sequences, which are composed of 399 T4SE and 1548 non-T4SE. Comparable and quantified results are obtained only using certain components of the encoded feature, i.e., position-specific scoring matix, and that indicates the effectiveness of our method. Conclusions Certain variables other than an encoded feature they belong to do work for discrimination between different types of proteins. In addition, ensemble classifiers with an automatic assignment of different base classifiers do achieve a better classification result.
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Affiliation(s)
- Jian Zhang
- College of Artificial Intelligence, Wuxi Vocational College of Science and Technology, No. 8 Xinxi Road, Wuxi, 214028, China
| | - Lixin Lv
- College of Artificial Intelligence, Wuxi Vocational College of Science and Technology, No. 8 Xinxi Road, Wuxi, 214028, China
| | - Donglei Lu
- College of Artificial Intelligence, Wuxi Vocational College of Science and Technology, No. 8 Xinxi Road, Wuxi, 214028, China
| | - Denan Kong
- College of Information and Computer Engineering, Northeast Forestry University, No. 26 Hexing Road, Harbin, 150040, China
| | | | - Xudong Zhao
- College of Information and Computer Engineering, Northeast Forestry University, No. 26 Hexing Road, Harbin, 150040, China.
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Prognostic and Clinicopathological Significance of FADD Upregulation in Head and Neck Squamous Cell Carcinoma: A Systematic Review and Meta-Analysis. Cancers (Basel) 2020; 12:cancers12092393. [PMID: 32847023 PMCID: PMC7563729 DOI: 10.3390/cancers12092393] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 07/13/2020] [Accepted: 08/07/2020] [Indexed: 02/06/2023] Open
Abstract
Fas-associated death domain (FADD) upregulation, i.e., gene amplification, protein phosphorylation and/or overexpression, has shown promising prognostic implications in head and neck squamous cell carcinoma (HNSCC). This systematic review and meta-analysis aims to evaluate the clinicopathological and prognostic significance of FADD upregulation in HNSCC. We searched studies published before February 2020 through PubMed, Embase, Web of Science, Scopus and Google Scholar. We evaluated the quality of the studies included using the QUIPS tool. The impact of FADD upregulation on survival and clinicopathological variables was meta-analysed. We explored heterogeneity and their sources, conducted sensitivity analyses and investigated small-study effects. Thirteen studies (1,923 patients) met inclusion criteria. FADD immunohistochemical overexpression was statistically associated with worse overall survival (hazard ratio [HR] = 1.52, 95% confidence intervals [CI] = 1.28-1.81, p < 0.001), disease-specific survival (HR = 2.52, 95% CI = 1.61-3.96, p < 0.001), disease-free survival (HR = 1.67, 95% CI=1.29-2.15, p < 0.001), higher clinical stage (odds ratio [OR] = 1.72, 95% CI = 1.17-2.51, p = 0.005) and a large magnitude of effect with N+ status (OR = 2.36, 95% CI = 1.85-3.00, p < 0.001). FADD phosphorylation in ser-194 demonstrated no prognostic value, while no conclusive results can be drawn for FADD gene amplification. In conclusion, our findings indicate that immunohistochemical assessment of FADD overexpression could be incorporated into the prognostic evaluation of HNSCC.
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