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Baran E, Lee M, Aviv S, Weiss J, Pettengell C, Karam I, Bayley A, Poon I, Chan KKW, Parmar A, Smoragiewicz M, Klieb H, Truong T, Maralani P, Enepekides DJ, Higgins KM, Eskander A. Oropharyngeal Cancer Staging Health Record Extraction Using Artificial Intelligence. JAMA Otolaryngol Head Neck Surg 2024:2818998. [PMID: 38754135 PMCID: PMC11099836 DOI: 10.1001/jamaoto.2024.1201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Accepted: 04/02/2024] [Indexed: 05/18/2024]
Abstract
Importance Accurate, timely, and cost-effective methods for staging oropharyngeal cancers are crucial for patient prognosis and treatment decisions, but staging documentation is often inaccurate or incomplete. With the emergence of artificial intelligence in medicine, data abstraction may be associated with reduced costs but increased efficiency and accuracy of cancer staging. Objective To evaluate an algorithm using an artificial intelligence engine capable of extracting essential information from medical records of patients with oropharyngeal cancer and assigning tumor, nodal, and metastatic stages according to American Joint Committee on Cancer eighth edition guidelines. Design, Setting, and Participants This retrospective diagnostic study was conducted among a convenience sample of 806 patients with oropharyngeal squamous cell carcinoma. Medical records of patients with staged oropharyngeal squamous cell carcinomas who presented to a single tertiary care center between January 1, 2010, and August 1, 2020, were reviewed. A ground truth cancer stage dataset and comprehensive staging rule book consisting of 135 rules encompassing p16 status, tumor, and nodal and metastatic stage were developed. Subsequently, 4 distinct models were trained: model T (entity relationship extraction) for anatomical location and invasion state, model S (numerical extraction) for lesion size, model M (sequential classification) for metastasis detection, and a p16 model for p16 status. For validation, results were compared against ground truth established by expert reviewers, and accuracy was reported. Data were analyzed from March to November 2023. Main Outcomes and Measures The accuracy of algorithm cancer stages was compared with ground truth. Results Among 806 patients with oropharyngeal cancer (mean [SD] age, 63.6 [10.6] years; 651 males [80.8%]), 421 patients (52.2%) were positive for human papillomavirus. The artificial intelligence engine achieved accuracies of 55.9% (95% CI, 52.5%-59.3%) for tumor, 56.0% (95% CI, 52.5%-59.4%) for nodal, and 87.6% (95% CI, 85.1%-89.7%) for metastatic stages and 92.1% (95% CI, 88.5%-94.6%) for p16 status. Differentiation between localized (stages 1-2) and advanced (stages 3-4) cancers achieved 80.7% (95% CI, 77.8%-83.2%) accuracy. Conclusion and Relevance This study found that tumor and nodal staging accuracies were fair to good and excellent for metastatic stage and p16 status, with clinical relevance in assigning optimal treatment and reducing toxic effect exposures. Further model refinement and external validation with electronic health records at different institutions are necessary to improve algorithm accuracy and clinical applicability.
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Affiliation(s)
- Elif Baran
- Department of Otolaryngology–Head and Neck Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Melissa Lee
- Department of Otolaryngology–Head and Neck Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Steven Aviv
- Pentavere Research Group Inc, Toronto, Ontario, Canada
| | - Jessica Weiss
- Pentavere Research Group Inc, Toronto, Ontario, Canada
| | | | - Irene Karam
- Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Andrew Bayley
- Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Ian Poon
- Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Kelvin K. W. Chan
- Division of Medical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Ambica Parmar
- Division of Medical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Martin Smoragiewicz
- Division of Medical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Hagen Klieb
- Department of Pathology, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Tra Truong
- Department of Pathology, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Pejman Maralani
- Department of Medical Imaging, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada
| | - Danny J. Enepekides
- Department of Otolaryngology–Head and Neck Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Kevin M. Higgins
- Department of Otolaryngology–Head and Neck Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Antoine Eskander
- Department of Otolaryngology–Head and Neck Surgery, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
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Chang YM, Lee CC. Incorporation of stromal tumor-infiltrating lymphocytes into an early death prediction model significantly improves net reclassification for outcome estimation in advanced buccal cancer. J Craniomaxillofac Surg 2024:S1010-5182(24)00148-3. [PMID: 38729844 DOI: 10.1016/j.jcms.2024.04.007] [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: 07/07/2023] [Accepted: 04/17/2024] [Indexed: 05/12/2024] Open
Abstract
We explored the impact of stromal tumor-infiltrating lymphocytes (sTILs) on the prognostic value of an early death model for advanced buccal cancer. We assessed 121 patients with advanced buccal cancer who underwent primary tumor resection at a medical center. Predictors of early death and 5-year overall survival (OS) were analyzed using Cox regression models. Performance of models was evaluated with the Harrell C and Akaike information criterion. The net reclassification improvement of the early death model was also calculated relative to the 5-year OS model for one-year all-cause mortality. A total of 121 patients with advanced buccal cancer were recruited. Mean age was 56.1 ± 9.8 years; 117 (96.7%) patients were male. sTILs ≤30%, clinical nodal disease, pathological nodal disease, poor differentiation, lymphovascular invasion, perineural invasion, WPOI 5, and no adjuvant radiotherapy were risk factors for early death in univariate analysis. In multivariate analysis, clinical TNM, sTILs, clinical nodal disease, poor differentiation, lymphovascular invasion, and no adjuvant RT were independent factors for early death. sTILs, pathological nodal disease, poor differentiation, lymphovascular invasion, and no adjuvant RT were independent factors for early death in the multivariate model with pathological TNM. The discriminatory ability was better for early death model for 1-year all-cause mortality. Finally, incorporation of sTILs into the early death model increased net reclassification by 21% for the clinical TNM model and 28% for the pathological TNM model. Addition of sTILs improved the early death model, which may help physicians to identify high-risk patients for more intensive treatment and follow-up.
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Affiliation(s)
- Yi-Ming Chang
- Department of Pathology and Laboratory, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; Department of Pathology, Tri-Service General Hospital, Taipei, Taiwan.
| | - Ching-Chih Lee
- Department of Otolaryngology, Head and Neck Surgery, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan; School of Medicine, National Defense Medical Center, Taipei, Taiwan; Department of Otolaryngology, Head and Neck Surgery, Tri-Service General Hospital, Taipei, Taiwan; Institute of Hospital and Health Care Administration, National Yang Ming Chao Tung University, Taipei, Taiwan; School of Medicine, College of Medicine, National Sun Yat-Sen University, Kaohsiung, Taiwan.
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Talani C, Högmo A, Laurell G, Mäkitie A, Farnebo L. Six-month mortality has decreased for patients with curative treatment intent for head and neck cancer in Sweden. PLoS One 2024; 19:e0296534. [PMID: 38625920 PMCID: PMC11020944 DOI: 10.1371/journal.pone.0296534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Accepted: 02/25/2024] [Indexed: 04/18/2024] Open
Abstract
BACKGROUND In general, survival outcomes for patients with Head and Neck Cancer (HNC) has improved over recent decades. However, mortality within six months after diagnosis for curative patients remains at approximately 5%. The aim of this study was to identify risk factors for early death among patients with curative treatment, and furthermore, to analyze whether the risk of early death changed over recent years. MATERIAL AND METHOD This real-world, population-based, nationwide study from the Swedish Head and Neck Cancer Register (SweHNCR) included all patients ≥18 years diagnosed with HNC with a curative treatment intent at the multidisciplinary tumor board from 2008 to 2020. A total of 16,786 patients were included. RESULTS During the study period a total of 618 (3.7%) patients with curative-intended treatment died within six months of diagnosis. Patients diagnosed between 2008 and 2012 had a six-month mortality rate of 4.7% compared to 2.5% for patients diagnosed between 2017 and 2020, indicating a risk reduction of 53% (p <0.001) for death within six months. The mean time to radiation therapy from diagnosis in the 2008-2012 cohort was 38 days, compared to 22 days for the 2017-2020 cohort, (p <0.001). The mean time to surgery from diagnosis was 22 days in 2008-2012, compared to 15 days for the 2017-2020 cohort, (p <0.001). Females had a 20% lower risk of dying within six months compared to males (p = 0.013). For every year older the patient was at diagnosis, a 4.8% (p <0.001) higher risk of dying within six months was observed. Patients with a WHO score of 1 had approximately 2.4-times greater risk of early death compared to WHO 0 patients (p <0.001). The risk of early death among WHO 4 patients was almost 28 times higher than for WHO 0 patients (p <0.001). Patients with a hypopharyngeal tumor site had a 2.5-fold higher risk of dying within six months from diagnosis compared to oropharyngeal tumor patients (p <0.001). CONCLUSIONS We found that the risk of early death decreased significantly from 2008 to 2020. During this period, the mean time to the start of treatment was significantly reduced both for surgery and oncological treatment regimes. Among patients with a curative treatment intention, increased risk of early death was associated with male sex, older age, advanced disease, increased WHO score, and a hypopharyngeal tumor site.
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Affiliation(s)
- Charbél Talani
- Division of Sensory Organs and Communication, Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health Sciences, Linköping University, Linköping, Sweden
- Department of Otorhinolaryngology, Region Östergötland Anesthetics, Operations, and Specialty Surgery Center, Linköping, Sweden
| | - Anders Högmo
- Regional Cancer Center Western Sweden, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Göran Laurell
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
| | - Antti Mäkitie
- Department of Otorhinolaryngology—Head and Neck Surgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Division of Ear, Nose and Throat Diseases, Department of Clinical Sciences, Intervention and Technology, Karolinska Institutet and Karolinska Hospital, Stockholm, Sweden
- Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Lovisa Farnebo
- Division of Sensory Organs and Communication, Department of Biomedical and Clinical Sciences, Faculty of Medicine and Health Sciences, Linköping University, Linköping, Sweden
- Department of Otorhinolaryngology, Region Östergötland Anesthetics, Operations, and Specialty Surgery Center, Linköping, Sweden
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Talani C, Astradsson T, Farnebo L, Mäkitie A, Ehrsson YT, Laurell G. Pretreatment fat-free mass index correlates with early death in patients with head and neck squamous cell carcinoma. Head Neck 2024; 46:808-818. [PMID: 38193618 DOI: 10.1002/hed.27628] [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: 07/31/2023] [Revised: 11/27/2023] [Accepted: 12/23/2023] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND A significant proportion of patients with head and neck squamous cell carcinoma (HNSCC) are malnourished at diagnosis. In this study, we investigated how pretreatment body mass index (BMI) and fat-free mass index (FFMI) correlate with early death, and whether these measurements are useful markers of prognosis for risk stratification of head and neck cancer patients. METHODS Patients (n = 404) with newly diagnosed, curable HNSCC and WHO performance status 0-2 were prospectively included and met with a study representative before treatment initiation, as well as up to four follow-up visits. All patients provided an estimate of body weight at 6 months prior to diagnosis. Bioelectrical impedance analysis (BIA) was performed for all patients before treatment initiation. RESULTS Most patients had oropharyngeal (46%), oral cavity (28%), or laryngeal cancer (12%). Forty-five (11%) patients met the standardized criteria for malnutrition according to the Global Leadership Initiative on Malnutrition (GLIM) at diagnosis. FFMI at diagnosis was lower in patients who died within 6 and 12 months after the start of treatment than in patients who survived these time points (p = 0.035 and p = 0.005, respectively). CONCLUSIONS In this study, pretreatment FFMI was an independent prognostic factor for death within 6 and 12 months after the start of treatment in patients with HNSCC. Pretreatment BMI was not an independent risk factor for death within 6 and 12 months after treatment termination. Thus, FFMI may be useful for risk stratification of patients with head and neck cancer.
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Affiliation(s)
- Charbél Talani
- Faculty of Medicine and Health Sciences, Department of Biomedical and Clinical Sciences, Division of Sensory Organs and Communication, Linköping University, Linköping, Sweden
- Department of Otorhinolaryngology in Linköping, Anaesthetics, Operations and Specialty Surgery Center, Region Östergötland, Linköping, Sweden
| | | | - Lovisa Farnebo
- Faculty of Medicine and Health Sciences, Department of Biomedical and Clinical Sciences, Division of Sensory Organs and Communication, Linköping University, Linköping, Sweden
- Department of Otorhinolaryngology in Linköping, Anaesthetics, Operations and Specialty Surgery Center, Region Östergötland, Linköping, Sweden
| | - Antti Mäkitie
- Department of Otorhinolaryngology-Head and Neck Surgery, Research Program in Systems Oncology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Division of Ear, Nose and Throat Diseases, Department of Clinical Sciences, Intervention and Technology, Karolinska Institute and Karolinska Hospital, Stockholm, Sweden
| | | | - Göran Laurell
- Department of Surgical Sciences, Uppsala University, Uppsala, Sweden
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Zhang X, Wang P, Chai Y, Zhou X, Li P, Wang X. Real-world data of immunotherapy from China in recurrent or metastatic head and neck squamous cell carcinoma. Am J Otolaryngol 2024; 45:104065. [PMID: 37879241 DOI: 10.1016/j.amjoto.2023.104065] [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: 03/13/2023] [Revised: 09/16/2023] [Accepted: 09/24/2023] [Indexed: 10/27/2023]
Abstract
PURPOSE Immune checkpoint inhibitors (ICIs) have become a standard therapy for recurrent or metastatic head and neck squamous cell carcinoma (R/MHNSCC), however, there are still unanswered questions about immunotherapy. Furthermore, immunotherapy for R/MHNSCC of the mainland Chinese population are lacking. The aim of this study is to evaluate the efficacy and safety of ICIs in real-world settings in China. MATERIALS AND METHODS We retrospectively reviewed 59 patients with R/MHNSCC who received immunotherapy between May 2019 and December 2021. We assessed demographics, efficacy, survival and safety. RESULTS Fifty-nine patients were included in the study, all of whom had R/MHNSCC affecting the oral cavity, oropharynx, hypopharynx, larynx, nasal cavity, paranasal sinuses and metastatic cancer in the neck with an unknown primary. The objective response rate (ORR) for all patients was found to be 40.6 %. Out of these patients, 11 patients achieved a complete response and 13 achieved a partial response. The median progression-free survival (PFS) was calculated to be 10.64 months (range: 1.15-29.24 months), while the median overall survival (OS) was 21.75 months (range 2.0-37.55 months). The addition of local radiotherapy resulted in higher ORR and PFS compared to previous reports. Notably, patients with R/MHNSCC in the paranasal sinuses and nasal cavity also showed benefits from immunotherapy. Additionally, patients who achieved stable disease (SD) had similar survival rates to those who achieved partial response (PR), indicating that SD is also an indicator of clinical benefit from immunotherapy. The overall incidence of immune-related adverse reactions in this study was low, with fatigue and rash being the most common side effects. CONCLUSION These findings highlight the effectiveness and safety of immunotherapy for R/MHNSCC in a real-world setting in China. Further investigation is warranted to explore the potential benefits of incorporating local radiotherapy into the treatment of R/MHNSCC.
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Affiliation(s)
- Ximei Zhang
- Department of Radiation Oncology, Cancer Institute and Hospital, Tianjin Medical University, Tianjin, PR China.
| | - Peiguo Wang
- Department of Radiation Oncology, Cancer Institute and Hospital, Tianjin Medical University, Tianjin, PR China
| | - Yanlan Chai
- Department of Radiation Oncology, Cancer Institute and Hospital, Tianjin Medical University, Tianjin, PR China
| | - Xuan Zhou
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin's Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Ping Li
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin's Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
| | - Xudong Wang
- Department of Maxillofacial and Otorhinolaryngology Oncology, Tianjin's Clinical Research Center for Cancer, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Tianjin, China
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Cho O. Post-Radiotherapy Exosomal Non-Coding RNA and Hemograms for Early Death Prediction in Patients with Cervical Cancer. Int J Mol Sci 2023; 25:126. [PMID: 38203297 PMCID: PMC10778718 DOI: 10.3390/ijms25010126] [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: 10/24/2023] [Revised: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 01/12/2024] Open
Abstract
Concurrent chemo-radiotherapy (CCRT) is linked with accelerated disease progression and early death (ED) in various cancers. This study aimed to assess the association of plasma levels of exosomal non-coding ribonucleic acid (RNA) (ncRNA) and blood cell dynamics with ED prediction in patients with cervical cancer undergoing CCRT. Using propensity score matching, a comparison of complete blood counts (CBCs) was performed among 370 CCRT-treated patients. Differences in ncRNA and messenger RNA (mRNA) expression before and after CCRT in 84 samples from 42 patients (cohort 2) were represented as logarithmic fold change (log2FC). Networks were constructed to link the CBCs to the RNAs whose expression correlated with ED. From the key RNAs selected using multiple regression of all RNA combinations in the network, CBC dynamics-associated ncRNAs were functionally characterized using an enrichment analysis. Cohort 1 (120 patients) exhibited a correlation between elevated absolute neutrophil counts (ANC) and ED. Cohort 2 exhibited a prevalence of microRNA (miR)-574-3p and long intergenic non-protein coding (LINC)01003 ncRNA, whose expression correlated with ANC and hemoglobin values, respectively. Conversely, acyl-coenzyme A thioesterase 9 (ACOT9) mRNA was relevant to all CBC components. An integrative analysis of post-CCRT ncRNA levels and CBC values revealed that the patients with miR-574-3p-LINC01003-ACOT9 log2FC) < 0 had a better prospect of 30-month disease-specific survival. These findings indicate that miR-574-3p and LINC01003 could serve as ED prognostic biomarkers.
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Affiliation(s)
- Oyeon Cho
- Gynecologic Cancer Center, Department of Radiation Oncology, Ajou University School of Medicine, Suwon 16499, Republic of Korea
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Higher Risk of Recurrence in Patients Treated for Head and Neck Cancer with Low BMI and Elevated Levels of C-Reactive Protein. Cancers (Basel) 2022; 14:cancers14205161. [PMID: 36291945 PMCID: PMC9600233 DOI: 10.3390/cancers14205161] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 10/01/2022] [Accepted: 10/19/2022] [Indexed: 01/08/2023] Open
Abstract
Simple Summary Head and neck cancer (HNC) treatment poses several challenges in clinical practice, and treatment side effects can be debilitating due to the close proximity of important anatomical structures. Cancer recurrence post-treatment presents some of the most challenging HNC management issues. This prospective study identifies high-risk groups for recurrence of head and neck cancer, based on commonly accessible clinical parameters. In this study with 272 HNC patients, elevated pre- and post-treatment CRP levels, low BMI and advanced stage at admission indicate higher risk for recurrence of disease. Using these parameters, a risk model is proposed which may be useful for estimating the probability of cancer recurrence and allow the identification of high and low-risk patients. Abstract This prospective study identifies high-risk groups for recurrence of head and neck cancer by BMI and circulating inflammatory response markers. Head and neck cancer patients from three Swedish hospitals were included (n = 272). Leukocyte and thrombocyte counts, CRP levels, and BMI were measured pre-treatment and post-treatment. Associations between the four factors and treatment failure (residual tumor, loco-regional failure, general failure/distant metastasis) were assessed using a Cox proportional hazards model adjusted for sex, age at the initial visit, smoking status, cancer stage, and hemoglobin count. CRP level was the only significant single variable, with an average increase in risk of recurrence of 74% (p = 0.018) for every doubling. The predictive power of a combined model using all variables was highest during the initial months after treatment, with AUC under the ROC curve 0.75 at the 0–3 month timepoints. Patients with elevated pre- and post-treatment CRP levels are at higher risk for recurrence of disease. Male patients with low post-treatment BMI, advanced stage, and high CRP at any time post treatment are at high risk for recurrence. The combined model may be useful for stratifying post-treatment patients into low and high-risk groups, to enable more detailed follow-up or additional treatment regimens.
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Mortality during In-Hospital Treatment for Head and Neck Cancer in Germany: A Diagnosis-Related Group-Based Nationwide Analysis, 2005–2018. JOURNAL OF ONCOLOGY 2022; 2022:1387860. [PMID: 36164347 PMCID: PMC9509216 DOI: 10.1155/2022/1387860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Accepted: 08/30/2022] [Indexed: 11/18/2022]
Abstract
Background Data on in-hospital MR (IHMR) of head and neck cancer (HNC) are sparse. Methods IHMR was determined in Germany between 2005 and 2018 using nationwide population-based diagnosis-related group (DRG) data of 1,090,596 HNC. Results The overall average IHMR was 0.04 ± 0.02. IHMR increased with older age to 0.04 ± 0.01 for patients of 65-79 years of age (relative risk [RR] in relation to patients of 35-49 years of age = 1.767; 95%confidence interval [CI] = 1.040 to3.001) to a maximum of 0.07 ± 0.01 for patients of 80 years and older (RR = 2.826; CI = 1.663 to 4.803). IHMR was the highest when no HNC-specific treatment, i.e., best supportive and palliative care, was applied (0.11 ± 0.01; RR in relation to tumor biopsy surgery = 7.241; CI = 3.447 to 5.211). IHMR was not different between surgery, radiotherapy, or chemotherapy/biologicals. Conclusions IHMR did not change over time. Efforts are needed to decrease the IHMR for HNC.
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Nieminen T, Tolvi M, Lassus P, Wilkman T, Lehtonen L, Mäkitie A. Risk factors for evaluating early mortality after microvascular reconstruction of head and neck cancers. Scand J Surg 2022; 111:83-91. [PMID: 36000730 DOI: 10.1177/14574969221117010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
BACKGROUND Free tissue transfer reconstruction carries significant complication rates in surgical head and neck oncology. A registry-based approach offers a possibility to investigate the factors affecting increased morbidity and early mortality, that is, death within 6 months of treatment. METHODS A retrospective registry review was conducted on a series of 317 consecutive microvascular free tissue transfers in head and neck cancer patients performed during 2013-2017 at the Helsinki University Hospital (Helsinki, Finland). All surviving patients had a minimum follow-up of 2 years (range 24-84 months). RESULTS Overall, 36 (11.4%) early deaths occurred in this series. In multivariable logistic regression analysis, patients aged 75 years and older (p = 0.019), Adult Comorbidity Evaluation-27 (ACE-27) score of 3 (p = 0.048), tumor class T3 (p = 0.005), lymph node class N2 (p = 0.014), or thrombocyte count of 360 (× 109 L) or more (p = 0.001) were more likely to die within 6 months of surgery. Of these 36 patients, 27 (75%) had a complication warranting hospital care and most (n = 22, 61%) had several complications. CONCLUSIONS Early postoperative mortality most frequently affects patients aged 75 years and above, with a high ACE-27 score, advanced tumor stage, or high thrombocyte count. Therefore, preoperative assessment and patient selection should have a crucial role in this patient population.
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Affiliation(s)
- Teija Nieminen
- Division of Anaesthesiology, Department of Anaesthesiology Intensive Care and Pain Medicine, Helsinki University Hospital and University of Helsinki, Haartmaninkatu 4, P.O. Box 340, 00029 HUS Helsinki, Finland; Research Program in Systems Oncology, Faculty of Medicine,University of Helsinki, Helsinki, Finland
| | - Morag Tolvi
- Department of Otorhinolaryngology - Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Patrik Lassus
- Patrik Lassus Department of Plastic Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Tommy Wilkman
- Tommy Wilkman Department of Plastic Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland Department of Oral and Maxillofacial Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Lasse Lehtonen
- HUS Diagnostic Center, Helsinki University Hospital and University of Helsinki, Helsinki, Finland
| | - Antti Mäkitie
- Department of Otorhinolaryngology - Head and Neck Surgery, Helsinki University Hospital and University of Helsinki, Helsinki, Finland Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland
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Kouka M, Buentzel J, Kaftan H, Boeger D, Mueller AH, Wittig A, Schultze-Mosgau S, Ernst T, Guntinas-Lichius O. Early Mortality among Patients with Head and Neck Cancer Diagnosed in Thuringia, Germany, between 1996 and 2016—A Population-Based Study. Cancers (Basel) 2022; 14:cancers14133099. [PMID: 35804871 PMCID: PMC9264998 DOI: 10.3390/cancers14133099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/21/2022] [Accepted: 06/22/2022] [Indexed: 12/24/2022] Open
Abstract
Population-based studies on early mortality in head and neck cancer (HNC) are sparse. This retrospective population-based study investigated early mortality of HNC and the influence of patients’ tumor and treatment characteristics. All 8288 patients with primary HNC of the German federal state Thuringia from 1996 to 2016 were included. Univariate and multivariate analysis were performed to identify independent factors for 30-day, 90-day, and 180-day mortality. The 30-, 90-, and 180-day mortality risks were 1.8%, 5.1%, and 9.6%, respectively. In multivariable analysis, male sex (odds ratio (OR) 1.41; 95% confidence interval (CI) 1.08–1.84), increasing age (OR 1.81; CI 1.49–2.19), higher T (T4: OR 3.09; CI 1.96–4.88) and M1 classification (OR 1.97; CI 1.43–2.73), advanced stage (IV: OR 3.97; CI 1.97–8.00), tumors of the cavity of mouth (OR 3.47; CI 1.23–9.75), oropharynx (OR 3.01; CI 1.06–8.51), and hypopharynx (OR 3.27; CI 1.14–9.40) had a significantly greater 180-day mortality. Surgery (OR 0.51; CI 0.36–0.73), radiotherapy (OR 0.37; CI 0.25–0.53), and multimodal therapy (OR 0.10; CI 0.07–0.13) were associated with decreased 180-day mortality. Typical factors associated with worse overall survival had the most important impact on early mortality in a population-based setting.
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Affiliation(s)
- Mussab Kouka
- Department of Otorhinolaryngology, Jena University Hospital, 07747 Jena, Germany;
| | - Jens Buentzel
- Department of Otorhinolaryngology, Suedharzklinikum Nordhausen, 99734 Nordhausen, Germany;
| | - Holger Kaftan
- Department of Otorhinolaryngology, Helios-Klinikum Erfurt, 99089 Erfurt, Germany;
| | - Daniel Boeger
- Department of Otorhinolaryngology, SRH Zentralklinikum Suhl, 98527 Suhl, Germany;
| | - Andreas H. Mueller
- Department of Otorhinolaryngology, SRH Wald-Klinikum Gera, 07548 Gera, Germany;
| | - Andrea Wittig
- Department of Radiotherapy and Radiation Oncology, Jena University Hospital, 07743 Jena, Germany;
| | - Stefan Schultze-Mosgau
- Department of Oromaxillofacial Surgery and Plastic Surgery, Jena University Hospital, 07747 Jena, Germany;
| | - Thomas Ernst
- University Tumor Center, Jena University Hospital, 07747 Jena, Germany;
| | - Orlando Guntinas-Lichius
- Department of Otorhinolaryngology, Jena University Hospital, 07747 Jena, Germany;
- Correspondence: ; Tel.: +49-3641-9329301; Fax: +49-3641-9329302
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Jensen KH, Vogelius IR, Bernsdorf M, Gothelf A, Kristensen CA, Maare C, Andersen E, Specht L, Friborg J. Early non-cancer mortality risk prediction after curative-intent radiotherapy or chemoradiotherapy for head and neck squamous cell carcinoma. Radiother Oncol 2022; 171:1-6. [PMID: 35395275 DOI: 10.1016/j.radonc.2022.03.020] [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: 10/11/2021] [Revised: 03/24/2022] [Accepted: 03/30/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND In patients with head and neck squamous cell carcinoma (HNSCC), curative-intent radiotherapy (RT)andchemoradiotherapy (CRT)areassociated with substantial acute morbidity and 5-10% of patients die within 180 days of treatment initiation.Mostof these early deaths occur without HNSCCrecurrence or progression andmay therefore be preventable to some extent.We developed a prediction tool to estimate the risk of non-HNSCC mortality occurring within the first 180 days followingRT/CRT initiation. METHODS Patients with HNSCC treated with RT/CRT, including postoperative RT/CRT, at Rigshospitalet or Herlev Hospitals between 2010-2017 were identified in the Danish Head and Neck Cancer Group (DAHANCA) database. Predictor variables included age, stage, performance status, tumor subsite including p16 status, comorbidity, postoperative status, smoking and pre-treatment albumin levels. The 180-day non-HNSCCmortality risk was estimated by combining cause-specific Cox regression models. RESULTS We included 2209 patients.The 180-daynon-HNSCCmortality rate was 4.4% and almostone third (31.6%) of non-HNSCCdeathswere caused by pneumonia.After internal model validation, the area under the receiver operating curve was 0.74 (95% CI: 0.66-0.81) and calibration was good for risk predictions ranging from 0-20%. CONCLUSION We developed a prediction tool to estimate the 180-day non-HNSCC mortality risk. This tool can be used to select high-risk patients for supportive interventions aiming to improve survival rates, and is availablefor interactive use at https://emriskpred.shinyapps.io/EMNED_App/.
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Affiliation(s)
| | | | - Mogens Bernsdorf
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Denmark
| | - Anita Gothelf
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Denmark
| | | | - Christian Maare
- Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Elo Andersen
- Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Lena Specht
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Denmark
| | - Jeppe Friborg
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Denmark
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12
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Bloodstream infections in head and neck cancer patients after curative-intent radiotherapy: a population-based study from the Danish Head and Neck Cancer Group database. Br J Cancer 2021; 125:458-464. [PMID: 34017084 PMCID: PMC8329195 DOI: 10.1038/s41416-021-01430-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 04/21/2021] [Accepted: 04/28/2021] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Patients with head and neck squamous cell carcinoma (HNSCC) undergoing radiotherapy (RT) or chemoradiation (CRT) may become immunocompromised. In this population-based study, we aimed to investigate the risk factors, microbiological aetiologies, prognosis and impact on early non-cancer mortality of bloodstream infections (BSIs) after RT/CRT. METHODS Patients with HNSCC of the pharynx, larynx and oral cavity treated with curative-intent RT/CRT in Denmark between 2010 and 2017 and subsequent BSI episodes occurring within 18 months of RT/CRT initiation were identified in national registries. RESULTS We included 5674 patients and observed 238 BSIs. Increasing age, stage and performance status were significantly associated with an elevated BSI risk, while sex, smoking and high-grade mucositis were not. Human papillomavirus-positive oropharyngeal cancer patients had a decreased risk. Staphylococcus aureus accounted for 34% of episodes occurring during the first 3 months. The 30-day post-BSI mortality rate was 26% (95% confidence interval: 19-32) and BSIs were involved in 10% of early non-cancer deaths. CONCLUSION The risk of BSI development is associated with several patient- and disease-related factors and BSIs contribute considerably to early non-cancer mortality. Empiric antibiotic treatment regimens should prioritise coverage for S. aureus when treating suspected systemic infection in this population.
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13
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Kase S, Baburin A, Kuddu M, Innos K. Incidence and Survival for Head and Neck Cancers in Estonia, 1996-2016: A Population-Based Study. Clin Epidemiol 2021; 13:149-159. [PMID: 33658861 PMCID: PMC7917307 DOI: 10.2147/clep.s293929] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 01/28/2021] [Indexed: 11/23/2022] Open
Abstract
Background Changing patterns of alcohol and tobacco consumption and human papillomavirus (HPV) infection have affected the epidemiology of head and neck cancers. The aim of this study was to examine 20-year trends in the incidence and survival of head and neck cancers in Estonia by site, sex, morphology, and stage. Methods Data on all adult cases of invasive head and neck cancers diagnosed in Estonia in 1996–2016 were obtained from a population-based cancer registry. TNM stage was available for 2010–2016. Incidence trends were modeled with join-point regression, and five-year relative survival ratios (RSRs) were calculated. Results A total of 6,769 cases were included, 64% men. We observed declining incidence of lip and laryngeal cancer and substantial increases in the incidence of hypopharyngeal and oropharyngeal cancers. Over 60% of mouth and pharyngeal cancers were diagnosed at stage IV. Age-standardized 5-year RSR for mouth and pharyngeal cancer increased substantially over the study period, from 21% (95% CI 16%–25%) in 1996–2002 to 33% (29%–38%) in 2010–2016. The largest survival increases were seen for cancers of the oral cavity (reaching 44% in 2010–2016), tongue (41%), and larynx (63%), while modest changes were seen for the oropharynx (24%) and hypopharynx (17%). The latest 5-year RSR was 90% for thyroid cancers (99% for papillary carcinoma). Large female survival advantage was seen for most sites. Conclusion The observed trends suggest an emerging role of HPV infection in combination with traditional risk factors in the development of head and neck cancers in Estonia. Efforts targeting health behavior, HPV vaccination, and earlier diagnosis are crucial for reducing mortality from these cancers.
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Affiliation(s)
- Sandra Kase
- Medical Faculty of Tartu University, Tartu, Estonia
| | - Aleksei Baburin
- Department of Epidemiology and Biostatistics, National Institute for Health Development, Tallinn, Estonia
| | - Maire Kuddu
- Department of Radiotherapy, Clinic of Haematology and Oncology, North Estonia Medical Centre, Tallinn, Estonia
| | - Kaire Innos
- Department of Epidemiology and Biostatistics, National Institute for Health Development, Tallinn, Estonia
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Raymundo MLB, Freire AR, Gomes-Freire DE, Silva RO, Araújo EC, Ishigame RT, Sousa SA, Lucena EH, Cavalcanti YW. Trend of hospitalized cases of oral cancer in Brazil and its relationship with oral health coverage in public health system between 2009 and 2017. Med Oral Patol Oral Cir Bucal 2021; 26:e78-e83. [PMID: 33247574 PMCID: PMC7806343 DOI: 10.4317/medoral.24009] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Accepted: 11/23/2020] [Indexed: 12/16/2022] Open
Abstract
Background This study aimed to analyze the trend in the number of hospitalized cases of oral cancer in Brazil, according to the coverage of oral health services in public health system, and also investigate the influence of healthcare and clinical characteristics on the severity of oral cancer cases.
Material and Methods This retrospective study considered the period between 2009 and 2017. Data from the Hospital Registry of Cancer from the National Cancer Institute were used, considering the primary locations C00 to C06. Detailed information including sex, age, alcohol and tobacco use, year of first consultation, and the clinical stage of the cases were also collected. The frequency of hospitalized cases was correlated with the coverage of Primary Care Oral Health Teams (ESB) and the number of Dental Specialty Centers (CEO). It was also estimated the chance of advanced oral cancer cases, according to healthcare and clinical characteristics. Data were analyzed using Tweedie's multiple regression and multiple binary logistic regression (α<0.05).
Results There was an increasing trend in the number of hospitalized cases of oral cancer in Brazil between 2009 and 2017 (B=0.043, p<0.001, PR=1.044). The increase in ESB coverage was associated with small increase in the number of hospitalized cases of oral cancer (B=0.001, p=0.003, PR=1.001). The increase in the number of CEO was associated with decrease in the number of hospitalized cases of oral cancer (B=-0.085, p<0.001, PR =0.918). The increase of ESB (OR=0.998) and CEO (OR=0.974) contributed for reducing the number of stage IV cases, whilst the history of alcohol and tobacco use (OR=1.574) was associated with an increase in the number of stage IV cases.
Conclusions Although an increasing trend was detected, the expansion of the public health system reduced the number of hospitalized cases and the frequency of advanced oral cancer cases in Brazil. Key words:Mouth neoplasms, squamous cell carcinoma, oral diagnosis.
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Affiliation(s)
- M-L-B Raymundo
- Department of Clinical and Social Dentistry Center for Health Sciences, Federal University of Paraíba - Campus I University City João Pessoa, CEP 58051-900 PB Brazil
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15
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Effectiveness and safety of nivolumab in patients with head and neck cancer in Japanese real-world clinical practice: a multicenter retrospective clinical study. Int J Clin Oncol 2020; 26:494-506. [PMID: 33219460 PMCID: PMC7895797 DOI: 10.1007/s10147-020-01829-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Accepted: 10/29/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND To fill the data gap between clinical trials and real-world settings, this study assessed the overall effectiveness and safety of nivolumab in patients with head and neck cancer (HNC) during Japanese real-world clinical practice. METHODS This was a multicenter, retrospective study in Japanese patients with recurrent or metastatic HNC who received nivolumab for the first time between July and December 2017. Data on the clinical use, effectiveness, and safety of nivolumab were extracted from patient medical records. RESULTS Overall, 256 patients were enrolled in this study. The median duration of nivolumab treatment was 72.5 days, with patients receiving a median of 6.0 (range 1-27) doses. Median overall survival (OS) was 9.5 (95% confidence interval [CI] 8.2-12.0) months and the estimated 12-month OS rate was 43.2%. The objective response rate (ORR) was 15.7% overall and 21.1%, 7.1%, and 13.6% in patients with primary nasopharynx, maxillary sinus, and salivary gland tumors, respectively, who had been excluded from CheckMate 141. Grade ≥ 3 immune-related adverse events occurred in 5.9% of patients. No new safety signals were identified compared with adverse events noted in CheckMate 141. CONCLUSIONS The effectiveness and safety of nivolumab in real-world clinical practice are consistent with data from the CheckMate 141 clinical trial. Therapeutic response was also observed in the groups of patients excluded from CheckMate 141. TRIAL REGISTRATION NUMBER UMIN-CTR (UMIN000032600), Clinicaltrials.gov (NCT03569436).
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16
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A Nordic survey of the management of palliative care in patients with head and neck cancer. Eur Arch Otorhinolaryngol 2020; 278:2027-2032. [PMID: 32870363 PMCID: PMC8131281 DOI: 10.1007/s00405-020-06310-2] [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: 06/08/2020] [Accepted: 08/19/2020] [Indexed: 10/27/2022]
Abstract
BACKGROUND The five Nordic countries with a population of 27M people form a rather homogenous region in terms of health care. The management of Head and Neck Cancer (HNC) is centralized to the 21 university hospitals in these countries. Our aim was to survey the current status of organization of palliative care for patients with HNC in the Nordic countries as the field is rapidly developing. MATERIALS AND METHODS A structured web-based questionnaire was sent to all the Departments of Otorhinolaryngology-Head and Neck Surgery and Oncology managing HNC in the Nordic countries. RESULTS All 21 (100%) Nordic university hospitals responded to the survey. A majority (over 90%) of the patients are discussed at diagnosis in a multidisciplinary tumor board (MDT), but the presence of a palliative care specialist is lacking in 95% of these MDT's. The patients have access to specialized palliative care units (n = 14, 67%), teams (n = 10, 48%), and consultants (n = 4, 19%) in the majority of the hospitals. CONCLUSION The present results show that specialized palliative care services are available at the Nordic university hospitals. A major finding was that the collaboration between head and neck surgeons, oncologists and palliative care specialists is not well structured and the palliative care pathway of patients with HNC is not systematically organized. We suggest that early integrated palliative care needs to be included as an addition to the already existing HNC care pathways in the Nordic countries.
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17
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Jensen KH, Vogelius I, Kristensen CA, Andersen E, Overgaard J, Eriksen JG, Primdahl H, Johansen J, Farhadi M, Andersen M, Friborg J. Early Mortality after Radical Radiotherapy in Head and Neck Cancer - A Nationwide Analysis from the Danish Head and Neck Cancer Group (DAHANCA) Database. Clin Oncol (R Coll Radiol) 2020; 33:57-63. [PMID: 32698963 DOI: 10.1016/j.clon.2020.07.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Revised: 06/08/2020] [Accepted: 07/02/2020] [Indexed: 12/18/2022]
Abstract
AIMS Curative-intent radiotherapy (RT) or chemoradiation (CRT) of squamous cell carcinoma of the head and neck (HNSCC) produces high survival rates, but is associated with substantial toxicity. However, there are no commonly accepted quality metrics for early mortality in radiation oncology. To assess the applicability of early mortality as a clinical quality indicator, this study investigated the temporal distribution, risk factors and trends of 90- and 180-day overall and non-cancer mortality in a nationwide cohort of HNSCC patients treated with RT/CRT. MATERIALS AND METHODS Information on all HNSCC patients treated with curative-intent RT/CRT in Denmark between 2000 and 2017 was obtained from the national Danish Head and Neck Cancer Group clinical database. Deaths in patients with residual or recurrent disease after RT/CRT were classified as cancer-related. Possible risk factors were investigated using logistic regression analysis. RESULTS Data from 11 419 patients were extracted. In total, 90- and 180-day mortality risks were 3.1% and 7.1%, respectively. There was a uniform temporal distribution of 180-day mortality. In multivariable analysis, increasing age, stage, performance status, earlier treatment year and hypopharyngeal cancer were significantly associated with an increased risk (P < 0.05). Risk factor estimates were comparable for 90- versus 180-day mortality as well as for overall versus non-cancer mortality. Between 2000 and 2017 there was a significant decrease in 180-day mortality, which was driven by a reduction in cancer-related events. CONCLUSION The distribution of 180-day overall and non-cancer mortality did not indicate a well-defined early high-risk period. Moreover, risk factor estimates were highly similar across risk periods and groups. Taken together, our findings question the applicability of early mortality as a standard metric for treatment-associated toxicity.
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Affiliation(s)
- K H Jensen
- Department of Oncology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.
| | - I Vogelius
- Department of Oncology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - C A Kristensen
- Department of Oncology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - E Andersen
- Department of Oncology, Herlev Hospital, Copenhagen University Hospital, Copenhagen, Denmark
| | - J Overgaard
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | - J G Eriksen
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | - H Primdahl
- Department of Oncology, Aarhus University Hospital, Aarhus, Denmark
| | - J Johansen
- Department of Oncology, Odense University Hospital, Odense, Denmark
| | - M Farhadi
- Department of Oncology, Zealand University Hospital, Zealand, Denmark
| | - M Andersen
- Department of Oncology, Aalborg University Hospital, Aalborg, Denmark
| | - J Friborg
- Department of Oncology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
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Comment on “Mortality and Cause of Death in Hearing Loss Participants: A Longitudinal Follow-Up Study Using a National Sample Cohort”. Otol Neurotol 2020; 41:860-861. [DOI: 10.1097/mao.0000000000002708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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19
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Cheng Z, Carobbio ALC, Soggiu L, Migliorini M, Guastini L, Mora F, Fragale M, Ascoli A, Africano S, Caldwell DG, Canevari FRM, Parrinello G, Peretti G, Mattos LS. SmartProbe: a bioimpedance sensing system for head and neck cancer tissue detection. Physiol Meas 2020; 41:054003. [PMID: 32325435 DOI: 10.1088/1361-6579/ab8cb4] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
OBJECTIVES This study presents SmartProbe, an electrical bioimpedance (EBI) sensing system based on a concentric needle electrode (CNE). The system allows the use of commercial CNEs for accurate EBI measurement, and was specially developed for in-vivo real-time cancer detection. APPROACH Considering the uncertainties in EBI measurements due to the CNE manufacturing tolerances, we propose a calibration method based on statistical learning. This is done by extracting the correlation between the measured impedance value |Z|, and the material conductivity σ, for a group of reference materials. By utilizing this correlation, the relationship of σ and |Z| can be described as a function and reconstructed using a single measurement on a reference material of known conductivity. MAIN RESULTS This method simplifies the calibration process, and is verified experimentally. Its effectiveness is demonstrate by results that show less than 6% relative error. An additional experiment is conducted for evaluating the system's capability to detect cancerous tissue. Four types of ex-vivo human tissue from the head and neck region, including mucosa, muscle, cartilage and salivary gland, are characterized using SmartProbe. The measurements include both cancer and surrounding healthy tissue excised from 10 different patients operated on for head and neck cancer. The measured data is then processed using dimension reduction and analyzed for tissue classification. The final results show significant differences between pathologic and healthy tissues in muscle, mucosa and cartilage specimens. SIGNIFICANCE These results are highly promising and indicate a great potential for SmartProbe to be used in various cancer detection tasks.
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Affiliation(s)
- Zhuoqi Cheng
- Department of Advanced Robotics, Istituto Italiano di Tecnologia, Genova, Italy
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