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Wu IC, Chen YC, Karmakar R, Mukundan A, Gabriel G, Wang CC, Wang HC. Advancements in Hyperspectral Imaging and Computer-Aided Diagnostic Methods for the Enhanced Detection and Diagnosis of Head and Neck Cancer. Biomedicines 2024; 12:2315. [PMID: 39457627 PMCID: PMC11504349 DOI: 10.3390/biomedicines12102315] [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: 08/23/2024] [Revised: 09/12/2024] [Accepted: 09/16/2024] [Indexed: 10/28/2024] Open
Abstract
Background/Objectives: Head and neck cancer (HNC), predominantly squamous cell carcinoma (SCC), presents a significant global health burden. Conventional diagnostic approaches often face challenges in terms of achieving early detection and accurate diagnosis. This review examines recent advancements in hyperspectral imaging (HSI), integrated with computer-aided diagnostic (CAD) techniques, to enhance HNC detection and diagnosis. Methods: A systematic review of seven rigorously selected studies was performed. We focused on CAD algorithms, such as convolutional neural networks (CNNs), support vector machines (SVMs), and linear discriminant analysis (LDA). These are applicable to the hyperspectral imaging of HNC tissues. Results: The meta-analysis findings indicate that LDA surpasses other algorithms, achieving an accuracy of 92%, sensitivity of 91%, and specificity of 93%. CNNs exhibit moderate performance, with an accuracy of 82%, sensitivity of 77%, and specificity of 86%. SVMs demonstrate the lowest performance, with an accuracy of 76% and sensitivity of 48%, but maintain a high specificity level at 89%. Additionally, in vivo studies demonstrate superior performance when compared to ex vivo studies, reporting higher accuracy (81%), sensitivity (83%), and specificity (79%). Conclusion: Despite these promising findings, challenges persist, such as HSI's sensitivity to external conditions, the need for high-resolution and high-speed imaging, and the lack of comprehensive spectral databases. Future research should emphasize dimensionality reduction techniques, the integration of multiple machine learning models, and the development of extensive spectral libraries to enhance HSI's clinical utility in HNC diagnostics. This review underscores the transformative potential of HSI and CAD techniques in revolutionizing HNC diagnostics, facilitating more accurate and earlier detection, and improving patient outcomes.
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Affiliation(s)
- I-Chen Wu
- Division of Gastroenterology, Department of Internal Medicine, Kaohsiung Medical University Hospital, Kaohsiung Medical University, No. 100, Tzyou 1st Rd., Sanmin Dist., Kaohsiung City 80756, Taiwan;
- Department of Medicine, Faculty of Medicine, College of Medicine, Kaohsiung Medical University, No. 100, Tzyou 1st Rd., Sanmin Dist., Kaohsiung City 80756, Taiwan
| | - Yen-Chun Chen
- Department of Gastroenterology, Dalin Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, No. 2, Minsheng Road, Dalin, Chiayi 62247, Taiwan;
| | - Riya Karmakar
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Rd., Min Hsiung, Chiayi 62102, Taiwan; (R.K.); (A.M.)
| | - Arvind Mukundan
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Rd., Min Hsiung, Chiayi 62102, Taiwan; (R.K.); (A.M.)
| | - Gahiga Gabriel
- Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, No. 42, Avadi-Vel Tech Road Vel Nagar, Avadi, Chennai 600062, Tamil Nadu, India;
| | - Chih-Chiang Wang
- Department of Internal Medicine, Kaohsiung Armed Forces General Hospital, 2, Zhongzheng 1st Rd., Lingya District, Kaohsiung City 80284, Taiwan
- School of Medicine, National Defense Medical Center, No. 161, Sec. 6, Minquan E. Rd., Neihu Dist., Taipei City 11490, Taiwan
| | - Hsiang-Chen Wang
- Department of Mechanical Engineering, National Chung Cheng University, 168, University Rd., Min Hsiung, Chiayi 62102, Taiwan; (R.K.); (A.M.)
- Hitspectra Intelligent Technology Co., Ltd., 8F. 11-1, No. 25, Chenggong 2nd Rd., Qianzhen Dist., Kaohsiung City 80661, Taiwan
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Martins AFL, Pereira CH, Morais MO, de Sousa-Neto SS, Valadares MC, Freitas NMA, Leles CR, de Mendonça EF. Effects of a mucoadhesive phytomedicine (Curcuma longa L. and Bidens pilosa L.) on radiotherapy-induced oral mucositis and quality of life of patients undergoing head and neck cancer treatment: randomized clinical trial. Support Care Cancer 2023; 31:517. [PMID: 37566179 DOI: 10.1007/s00520-023-07971-5] [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: 12/29/2022] [Accepted: 07/25/2023] [Indexed: 08/12/2023]
Abstract
PURPOSE To assess the effect of a mucoadhesive herbal medicine containing curcuminoids and a glycerinated extract of Bidens pilosa L. (FITOPROT) in association with photobiomodulation (PBM) therapy and a Preventive Oral Care Program (POCP) compared to PBM and POCP in the treatment of radiotherapy (RT)-induced oral mucositis (ROM) and in the quality of life of these patients. METHODS A double-blind clinical trial was performed with head and neck cancer patients undergoing RT or chemoradiotherapy. Participants were randomized into two groups: Group 1 (n=27): PBM and POCP; and Group 2 (n=25): PBM, POCP and FITOPROT. The PBM protocol was daily irradiation, 660 nm, 25mW, 0.25 J/point from the first until the last day of RT. The FITOPROT was used as mouthwash twice a day. ROM was evaluated based on the scales of the World Health Organization and National Cancer Institute. The quality of life was evaluated using the University of Washington Questionnaire, OHIP-14 and Patient-Reported Oral Mucositis Symptom Scale. The MMAS-8 questionnaire was used to evaluated the adherence to POCP and FITOPROT. Data were collected at baseline, 7th, 14th, 21st, and 30th RT sessions. RESULTS No statistical differences were found between the groups for the ROM evaluation. Both groups experienced worsening of the quality of life during the RT. No statistically significant differences between groups were observed for any of the instruments evaluated. CONCLUSION The results suggest that PBM associated with FITOPROT and POCP control the severity of ROM and stabilize the QoL of patients with head and neck cancer. TRIAL REGISTRATION Brazilian Registry of Clinical Trials (ReBEC-RBR-9vddmr; UTN code: U1111-1193-2066), registered in August 8th, 2017.
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Affiliation(s)
- Allisson Filipe Lopes Martins
- Universidade Evangélica de Goiás, Dentistry School, Av. Universitária, s/n-Cidade Universitária, Goiás, Anápolis, CEP 75083-515, Brazil
| | - Carlos Henrique Pereira
- Araujo Jorge Cancer Hospital, R. 239, 206-Setor Universitário, Goiás, Goiânia, CEP 74175-120, Brazil
| | - Marília Oliveira Morais
- Araujo Jorge Cancer Hospital, R. 239, 206-Setor Universitário, Goiás, Goiânia, CEP 74175-120, Brazil
| | - Sebastião Silvério de Sousa-Neto
- Laboratory of Oral Pathology, School of Dentistry, Universidade Federal de Goiás, Avenida Universitária Esquina com 1ª Avenida, s/n. Setor Universitário, Goiás, Goiânia, CEP 74605-220, Brazil
| | - Marize Campos Valadares
- Laboratory of Pharmacology and Cellular Toxicology, Pharmacy Faculty, Universidade Federal de Goiás 5ª Avenida Esquina com Rua 240, s/n-Setor Universitário, Goiás, Goiânia, CEP 74605-170, Brazil
| | - Nilceana Maya Aires Freitas
- Department of Radiotherapy, Araujo Jorge Cancer Hospital, R. 239, 206-Setor Universitário, Goiás, Goiânia, CEP 74175-120, Brazil
| | - Cláudio Rodrigues Leles
- Department of Prevention and Oral Rehabilitation, School of Dentistry, Universidade Federal de Goiás, Avenida Universitária Esquina com 1ª Avenida, s/n-Setor Universitário, Goiás, Goiânia, CEP 74605-220, Brazil
| | - Elismauro Francisco de Mendonça
- Department of Oral Pathology, School of Dentistry, Universidade Federal de Goiás, Avenida Universitária Esquina com 1ª Avenida, s/n. Setor Universitário, Goiânia, Goiás, CEP 74605-220, Brazil.
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Kabzinski J, Kucharska-Lusina A, Majsterek I. RNA-Based Liquid Biopsy in Head and Neck Cancer. Cells 2023; 12:1916. [PMID: 37508579 PMCID: PMC10377854 DOI: 10.3390/cells12141916] [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: 06/26/2023] [Revised: 07/17/2023] [Accepted: 07/21/2023] [Indexed: 07/30/2023] Open
Abstract
Head and neck cancer (HNC) is a prevalent and diverse group of malignancies with substantial morbidity and mortality rates. Early detection and monitoring of HNC are crucial for improving patient outcomes. Liquid biopsy, a non-invasive diagnostic approach, has emerged as a promising tool for cancer detection and monitoring. In this article, we review the application of RNA-based liquid biopsy in HNC. Various types of RNA, including messenger RNA (mRNA), microRNA (miRNA), long non-coding RNA (lncRNA), small nuclear RNA (snRNA), small nucleolar RNA (snoRNA), circular RNA (circRNA) and PIWI-interacting RNA (piRNA), are explored as potential biomarkers in HNC liquid-based diagnostics. The roles of RNAs in HNC diagnosis, metastasis, tumor resistance to radio and chemotherapy, and overall prognosis are discussed. RNA-based liquid biopsy holds great promise for the early detection, prognosis, and personalized treatment of HNC. Further research and validation are necessary to translate these findings into clinical practice and improve patient outcomes.
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Affiliation(s)
- Jacek Kabzinski
- Department of Clinical Chemistry and Biochemistry, Medical University of Lodz, MolecoLAB A6, Mazowiecka 5, 92-215 Lodz, Poland
| | - Aleksandra Kucharska-Lusina
- Department of Clinical Chemistry and Biochemistry, Medical University of Lodz, MolecoLAB A6, Mazowiecka 5, 92-215 Lodz, Poland
| | - Ireneusz Majsterek
- Department of Clinical Chemistry and Biochemistry, Medical University of Lodz, MolecoLAB A6, Mazowiecka 5, 92-215 Lodz, Poland
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Chloupek A, Kania J, Jurkiewicz D. Concordance between Clinical and Pathological T and N Stages in Polish Patients with Head and Neck Cancers. Diagnostics (Basel) 2023; 13:2202. [PMID: 37443596 DOI: 10.3390/diagnostics13132202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 06/06/2023] [Accepted: 06/26/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND The TNM (tumor, node, metastasis) staging system is important for the successful treatment of head and neck cancers (HNCs). This study aimed to evaluate the concordance between clinical and pathological T and N stages in patients with HNCs in Poland. METHODS In this single-center retrospective study, clinical and pathological TNM staging data on 203 patients undergoing surgical treatment for HNC between 2011 and 2018 were collected and compared. The study group was classified as underdiagnosed, overdiagnosed, or correctly diagnosed with HNC based on pathological TNM staging. The concordance between clinical and pathological staging was evaluated using the kappa coefficient. RESULTS Clinical and pathological TNM staging showed concordance in 59.9% of patients for primary tumor (T) and in 79.3% of patients for lymph node (N) classifications. Moderate agreement between the clinical and pathological stages was shown for stage T, while substantial agreement was revealed for stage N. The size and extent of the tumor were underestimated or overestimated in 73 of the 182 patients (40.1%), while lymph node involvement was downstaged in 11 of the 53 patients (20.7%). CONCLUSIONS The disparities between clinical and pathological staging of HNC demonstrate the need for standardization in physical and pathological examinations, as well as radiographic imaging.
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Affiliation(s)
- Aldona Chloupek
- Department of Cranio-Maxillofacial Surgery, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
| | - Joanna Kania
- Department of Pathology, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
| | - Dariusz Jurkiewicz
- Department of Otolaryngology and Oncology, Military Institute of Medicine-National Research Institute, 04-142 Warsaw, Poland
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Kompuinen J, Keskin M, Yilmaz D, Gürsoy M, Gürsoy UK. Human β-Defensins in Diagnosis of Head and Neck Cancers. Cells 2023; 12:cells12060830. [PMID: 36980171 PMCID: PMC10047923 DOI: 10.3390/cells12060830] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/03/2023] [Accepted: 03/05/2023] [Indexed: 03/30/2023] Open
Abstract
Head and neck cancers are malignant growths with high death rates, which makes the early diagnosis of the affected patients of utmost importance. Over 90% of oral cavity cancers come from squamous cells, and the tongue, oral cavity, and salivary glands are the most common locations for oral squamous cell carcinoma lesions. Human β-defensins (hBDs), which are mainly produced by epithelial cells, are cationic peptides with a wide antimicrobial spectrum. In addition to their role in antimicrobial defense, these peptides also take part in the regulation of the immune response. Recent studies produced evidence that these small antimicrobial peptides are related to the gene and protein expression profiles of tumors. While the suppression of hBDs is a common finding in head and neck cancer studies, opposite findings were also presented. In the present narrative review, the aim will be to discuss the changes in the hBD expression profile during the onset and progression of head and neck cancers. The final aim will be to discuss the use of hBDs as diagnostic markers of head and neck cancers.
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Affiliation(s)
- Jenna Kompuinen
- Department of Periodontology, Institute of Dentistry, University of Turku, 20520 Turku, Finland
| | - Mutlu Keskin
- Oral and Dental Health Department, Altınbaş University, İstanbul 34147, Turkey
| | - Dogukan Yilmaz
- Department of Periodontology, Institute of Dentistry, University of Turku, 20520 Turku, Finland
- Department of Periodontology, Faculty of Dentistry, Sakarya University, Sakarya 54050, Turkey
| | - Mervi Gürsoy
- Department of Periodontology, Institute of Dentistry, University of Turku, 20520 Turku, Finland
- Welfare Division, Oral Health Care, 20101 Turku, Finland
| | - Ulvi Kahraman Gürsoy
- Department of Periodontology, Institute of Dentistry, University of Turku, 20520 Turku, Finland
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Cui X, Zhang Y, Zhang L, Liu J, Bai Y, Cui Y, Wang B, Zhang S, Li X. Role of LONP2 in head and neck squamous cell carcinoma. Gene 2022; 851:147033. [DOI: 10.1016/j.gene.2022.147033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 10/24/2022] [Accepted: 11/01/2022] [Indexed: 11/06/2022]
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Almodóvar A, Ronda E, Flores R, Lumbreras B. Appropriateness of radiological diagnostic tests in otolaryngology. Insights Imaging 2022; 13:126. [PMID: 35925527 PMCID: PMC9352825 DOI: 10.1186/s13244-022-01263-y] [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: 03/14/2022] [Accepted: 07/04/2022] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To evaluate the appropriateness of imaging tests associated with radiation in the field of otolaryngology according to the available recommendations, and to estimate the effective radiation dose associated. METHOD Cross-sectional epidemiological study of the totality of the imaging test requests carried out by two Spanish hospitals (n = 1931). We collected the following information: patient demographic data, type of imaging test, imaging tests referred in the previous 12 months, referrer department and diagnostic suspicion. In accordance with the available guidelines, we considered the requests: (a) Appropriate; (b) Inappropriate; (c) Not adequately justified; (d) Not included in the guidelines. We calculated the prevalence of each category and their variation according to the different variables. Collective and per capita effective dose were calculated for each category. RESULTS Of the 538 requests, 42% were considered appropriate, 34.4% inappropriate, 11.9% not adequately justified and 11.7% not included in the guidelines. Imaging tests requested by general partitioners (aOR: 0.18; 95% CI: 0.06-0.50) and clinical departments (aOR: 0.27; 95% CI: 0.11-0.60) were less likely to be considered appropriate than those requested by the Otolaryngology department. Patients with a diagnosis suspicion of tumour pathology were more likely to have a requested imaging test classified as appropriate (aOR: 7.12; 95% CI: 3.25-15.61). The cumulative effective dose was 877.8 mSv, of which 40% corresponded to tests classified as inappropriate. CONCLUSIONS A high percentage of imaging tests are considered as inappropriate in the field of otolaryngology, with a relevant frequency of associated effective radiation dose. Type of department, the diagnostic suspicion and the type of imaging tests were variables associated to the inappropriateness of the test.
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Affiliation(s)
| | - Elena Ronda
- CIBERESP, Madrid, Spain.
- Public Health Research Group, University of Alicante, Carretera San Vicente del Raspeig s/n, San Vicente del Raspeig, 03690, Alicante, Spain.
| | | | - Blanca Lumbreras
- CIBERESP, Madrid, Spain
- Department of Public Health, History of Science and Gynaecology, Miguel Hernandez University, Elche, Spain
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Konar AS, Paudyal R, Shah AD, Fung M, Banerjee S, Dave A, Lee N, Hatzoglou V, Shukla-Dave A. Qualitative and Quantitative Performance of Magnetic Resonance Image Compilation (MAGiC) Method: An Exploratory Analysis for Head and Neck Imaging. Cancers (Basel) 2022; 14:cancers14153624. [PMID: 35892883 PMCID: PMC9331960 DOI: 10.3390/cancers14153624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 07/20/2022] [Accepted: 07/21/2022] [Indexed: 01/27/2023] Open
Abstract
The present exploratory study investigates the performance of a new, rapid, synthetic MRI method for diagnostic image quality assessment and measurement of relaxometry metric values in head and neck (HN) tumors and normal-appearing masseter muscle. The multi-dynamic multi-echo (MDME) sequence was used for data acquisition, followed by synthetic image reconstruction on a 3T MRI scanner for 14 patients (3 untreated and 11 treated). The MDME enables absolute quantification of physical tissue properties, including T1 and T2, with a shorter scan time than the current state-of-the-art methods used for relaxation measurements. The vendor termed the combined package MAGnetic resonance imaging Compilation (MAGiC). In total, 48 regions of interest (ROIs) were analyzed, drawn on normal-appearing masseter muscle and tumors in the HN region. Mean T1 and T2 values obtained from normal-appearing muscle were 880 ± 52 ms and 46 ± 3 ms, respectively. Mean T1 and T2 values obtained from tumors were 1930 ± 422 ms and 77 ± 13 ms, respectively, for the untreated group, 1745 ± 410 ms and 107 ± 61 ms, for the treated group. A total of 1552 images from both synthetic MRI and conventional clinical imaging were assessed by the radiologists to provide the rating for T1w and T2w image contrasts. The synthetically generated qualitative T2w images were acceptable and comparable to conventional diagnostic images (93% acceptability rating for both). The acceptability ratings for MAGiC-generated T1w, and conventional images were 64% and 100%, respectively. The benefit of MAGiC in HN imaging is twofold, providing relaxometry maps in a clinically feasible time and the ability to generate a different combination of contrast images in a single acquisition.
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Affiliation(s)
- Amaresha Shridhar Konar
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.S.K.); (R.P.)
| | - Ramesh Paudyal
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.S.K.); (R.P.)
| | - Akash Deelip Shah
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.D.S.); (V.H.)
| | - Maggie Fung
- General Electric Health Care, New York, NY 10065, USA; (M.F.); (S.B.)
| | | | - Abhay Dave
- Touro College of Osteopathic Medicine, New York, NY 10027, USA;
| | - Nancy Lee
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA;
| | - Vaios Hatzoglou
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.D.S.); (V.H.)
| | - Amita Shukla-Dave
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.S.K.); (R.P.)
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; (A.D.S.); (V.H.)
- Correspondence: ; Tel.: +1-212-639-3184
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