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Struckmeier AK, Buchbender M, Moest T, Lutz R, Agaimy A, Kesting M. Occult metastasis is no burden factor in oral squamous cell carcinoma patients when adhering to a standardized approach in neck dissection. Clin Oral Investig 2024; 28:113. [PMID: 38267767 PMCID: PMC10808318 DOI: 10.1007/s00784-024-05514-8] [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: 11/15/2023] [Accepted: 01/16/2024] [Indexed: 01/26/2024]
Abstract
OBJECTIVES Management of the neck in patients with oral squamous cell carcinoma (OSCC) is pivotal to oncologic control and survival. However, there is controversy regarding necessity of neck dissection (ND) in patients with clinically node-negative neck. We aimed to assess risk factors for occult metastasis and to explore whether the presence of occult lymph node metastases (LNMs) has an impact on recurrence and survival. MATERIAL AND METHODS A retrospective cohort study was performed including patients with primary OSCC who underwent radical tumor resection and ND in a high-volume center adhering to the prevailing German guideline. The ND was performed according to a standardized approach. RESULTS Four hundred twenty-one patients with primary surgically treated OSCC were included. The incidence of occult metastasis was 14.49%. A pathological T stage > 1 (multivariate analysis, odds ratio (OR) 3.958, p = 0.042) and the presence of extranodal extension in LNMs (multivariate analysis, OR 0.287, p = 0.020) were identified as independent risk factors for occult metastasis. When comparing patients with and without occult metastasis, there were no significant differences in terms of progression-free survival (log-rank, p = 0.297) and overall survival (log-rank, p = 0.320). There were no cases of ipsilateral neck recurrence. One patient developed contralateral neck metastasis; however, he initially presented with a unilateral pT1 pN0 tumor. CONCLUSIONS Overall, our findings suggest that conducting a standardized approach in ND should be applied in terms of management of the neck in order to maintain survival rates and to prevent neck recurrence in OSCC patients. CLINICAL RELEVANCE None of the risk factors for occult metastasis can be reliably assessed preoperatively. Although elective ND does not guarantee the complete prevention of neck recurrence, it increases the likelihood of either timely removal of micrometastases or strengthens the justification for adjuvant therapy. Consequently, this approach leads to improvements in clinical outcomes.
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Affiliation(s)
- Ann-Kristin Struckmeier
- Department of Oral and Cranio-Maxillofacial Surgery, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Glückstraße 11, 91054, Erlangen, Germany.
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany.
| | - Mayte Buchbender
- Department of Oral and Cranio-Maxillofacial Surgery, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Glückstraße 11, 91054, Erlangen, Germany
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany
| | - Tobias Moest
- Department of Oral and Cranio-Maxillofacial Surgery, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Glückstraße 11, 91054, Erlangen, Germany
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany
| | - Rainer Lutz
- Department of Oral and Cranio-Maxillofacial Surgery, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Glückstraße 11, 91054, Erlangen, Germany
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany
| | - Abbas Agaimy
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany
- Institute of Pathology, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Marco Kesting
- Department of Oral and Cranio-Maxillofacial Surgery, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Glückstraße 11, 91054, Erlangen, Germany
- Comprehensive Cancer Center Erlangen-European Metropolitan Area of Nuremberg (CCC ER-EMN), Erlangen, Germany
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Petinrin OO, Saeed F, Toseef M, Liu Z, Basurra S, Muyide IO, Li X, Lin Q, Wong KC. Machine Learning in Metastatic Cancer Research: Potentials, Possibilities, and Prospects. Comput Struct Biotechnol J 2023; 21:2454-2470. [PMID: 37077177 PMCID: PMC10106342 DOI: 10.1016/j.csbj.2023.03.046] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 03/26/2023] [Accepted: 03/27/2023] [Indexed: 03/31/2023] Open
Abstract
Cancer has received extensive recognition for its high mortality rate, with metastatic cancer being the top cause of cancer-related deaths. Metastatic cancer involves the spread of the primary tumor to other body organs. As much as the early detection of cancer is essential, the timely detection of metastasis, the identification of biomarkers, and treatment choice are valuable for improving the quality of life for metastatic cancer patients. This study reviews the existing studies on classical machine learning (ML) and deep learning (DL) in metastatic cancer research. Since the majority of metastatic cancer research data are collected in the formats of PET/CT and MRI image data, deep learning techniques are heavily involved. However, its black-box nature and expensive computational cost are notable concerns. Furthermore, existing models could be overestimated for their generality due to the non-diverse population in clinical trial datasets. Therefore, research gaps are itemized; follow-up studies should be carried out on metastatic cancer using machine learning and deep learning tools with data in a symmetric manner.
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Haidari S, Obermeier KT, Kraus M, Otto S, Probst FA, Liokatis P. Nodal Disease and Survival in Oral Cancer: Is Occult Metastasis a Burden Factor Compared to Preoperatively Nodal Positive Neck? Cancers (Basel) 2022; 14:cancers14174241. [PMID: 36077775 PMCID: PMC9454590 DOI: 10.3390/cancers14174241] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 08/16/2022] [Accepted: 08/22/2022] [Indexed: 11/16/2022] Open
Abstract
The impact of neck involvement and occult metastasis (OM) in patients with oral squamous cell carcinoma (OSCC) favors an elective neck dissection. However, there are barely any existing data on survival for patients with OM compared with patients with positive lymph nodes detected preoperatively. This study aims to compare survival curves of patients suffering from lymph nodal metastases in a preoperatively N+ neck with those suffering from OM. In addition, clinical characteristics of the primary tumor were analyzed to predict occult nodal disease. This retrospective cohort study includes patients with an OSCC treated surgically with R0 resection with or without adjuvant chemoradiotherapy between 2010 and 2016. Minimum follow-up was 60 months. Kaplan–Meier analysis was used to compare the survival between patients with and without occult metastases and patients with N+ neck to those with occult metastases. Logistic regression was used to detect potential risk factors for occult metastases. The patient cohort consisted of 226 patients. Occult metastases occurred in 16 of 226 patients. In 53 of 226 patients, neck lymph nodes were described as suspect on CT imaging but had a pN0 neck. Higher tumor grading increased the chance of occurrence of occult metastasis 2.7-fold (OR = 2.68, 95% CI: 1.07–6.7). After 12, 24, 48 and 60 months, 82.3%, 73.8%, 69% and 67% of the N0 patients, respectively, were progression free. In the group with OM occurrence, for the same periods 66.6%, 50%, 33.3% and 33.3% of the patients, respectively, were free of disease. For the same periods, respectively, 81%, 63%, 47% and 43% of the patients in the N+ group but without OM remained disease free. The predictors for progression-free survival were a positive N status (HR = 1.44, 95% CI: 1.08–1.93) and the occurrence of OM (HR = 2.33, 95% CI: 1.17–4.64). The presence of occult metastasis could lead to decreased survival and could be a burdening factor requiring treatment escalation and a more aggressive follow-up than nodal disease detected in the preoperative diagnostic imaging.
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Affiliation(s)
- Selgai Haidari
- Department of Oral and Maxillofacial Surgery and Facial Plastic Surgery, University Hospital LMU Munich, 80337 Munich, Germany
| | - Katharina Theresa Obermeier
- Department of Oral and Maxillofacial Surgery and Facial Plastic Surgery, University Hospital LMU Munich, 80337 Munich, Germany
- Correspondence:
| | - Moritz Kraus
- Department of Orthopaedics and Trauma Surgery, Musculoskeletal University Center Munich, University Hospital LMU Munich, 80337 Munich, Germany
| | - Sven Otto
- Department of Oral and Maxillofacial Surgery and Facial Plastic Surgery, University Hospital LMU Munich, 80337 Munich, Germany
| | - Florian Andreas Probst
- Department of Oral and Maxillofacial Surgery and Facial Plastic Surgery, University Hospital LMU Munich, 80337 Munich, Germany
| | - Paris Liokatis
- Department of Oral and Maxillofacial Surgery and Facial Plastic Surgery, University Hospital LMU Munich, 80337 Munich, Germany
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Zhang S, Zhang R, Gong W, Wang C, Zeng C, Zhai Y, Fang Q, Dai L. Positron Emission Tomography-Computed Tomography Parameters Predict Efficacy of Immunotherapy in Head and Neck Squamous Cell Carcinomas. Front Oncol 2021; 11:728040. [PMID: 34650916 PMCID: PMC8506113 DOI: 10.3389/fonc.2021.728040] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 08/31/2021] [Indexed: 12/18/2022] Open
Abstract
Background This study aims to assess the association between positron emission tomography-computed tomography (PET-CT) parameters and the response to immune checkpoint inhibitors in unresectable head and neck squamous cell carcinoma (HNSCC). Methods A total of 105 patients receiving immunotherapy (pembrolizumab or sintilimab with/without cisplatin) were retrospectively enrolled in this study; pretreatment data regarding metabolic tumor volume (MTV) and maximum standardized uptake value (SUVmax) were collected. The primary interest of the study was objective response rate (ORR), and the secondary was progression-free survival (PFS). Results The mean total MTV was 40.6 cm3 (range: 8.5-100.3), ORRs in tumors with total MTV of ≥40.6 and <40.6 cm3 were 43.1% and 23.1%, respectively; the difference was statistically significant (p = 0.018). Survival analysis indicated similar PFS rates in the two groups (p = 0.057). The mean total SUVmax was 12.5, ORRs in tumors with total SUVmax ≥12.5 and <12.5 were 40.0% and 26.0%, respectively; the difference was not significant (p = 0.092). Survival analysis reported patients with total SUVmax of ≥12.5 had significantly worse PFS (p = 0.001) than patients with total SUVmax of <12.5. Conclusions In HNSCC, total MTV ≥40.6 cm3 translated into improved clinical response but not into better PFS; total SUVmax had no effect on clinical response, but total SUVmax ≥12.5 was associated with worse PFS.
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Affiliation(s)
- Songtao Zhang
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Runfang Zhang
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Wenbo Gong
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Chao Wang
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Chen Zeng
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Yifei Zhai
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Qigen Fang
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Liyuan Dai
- Department of Thyroid and Head Neck, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
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Debacker JM, Schelfhout V, Brochez L, Creytens D, D’Asseler Y, Deron P, Keereman V, Van de Vijver K, Vanhove C, Huvenne W. High-Resolution 18F-FDG PET/CT for Assessing Three-Dimensional Intraoperative Margins Status in Malignancies of the Head and Neck, a Proof-of-Concept. J Clin Med 2021; 10:jcm10163737. [PMID: 34442033 PMCID: PMC8397229 DOI: 10.3390/jcm10163737] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 08/20/2021] [Accepted: 08/20/2021] [Indexed: 01/27/2023] Open
Abstract
The surgical treatment of head and neck malignancies relies on the complete removal of tumoral tissue, while inadequate margins necessitate the use of adjuvant therapy. However, most positive margins are identified postoperatively as deep margins, and intraoperative identification of the deep positive margins could help achieve adequate surgical margins and decrease adjuvant therapies. To improve deep-margin identification, we investigated whether the use of high-resolution preclinical PET and CT could increase certainty about the surgical margins in three dimensions. Patients with a malignancy of the head and neck planned for surgical resection were administered a clinical activity of 4MBq/kg 18F-FDG approximately one hour prior to surgical initiation. Subsequently, the resected specimen was scanned with a micro-PET-CT imaging device, followed by histopathological assessment. Eight patients were included in the study and intraoperative PET/CT-imaging of 11 tumoral specimens and lymph nodes of three patients was performed. As a result of the increased resolution, differentiation between inflamed and dysplastic tissue versus malignant tissue was complicated in malignancies with increased peritumoral inflammation. The current technique allowed the three-dimensional delineation of 18F-FDG using submillimetric PET/CT imaging. While further optimization and patient stratification is required, clinical implementation could enable deep margin assessment in head and neck resection specimens.
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Affiliation(s)
- Jens M. Debacker
- Department of Head and Skin, Ghent University, 9000 Ghent, Belgium; (L.B.); (P.D.); (W.H.)
- Department of Head and Neck Surgery, Ghent University Hospital, 9000 Ghent, Belgium
- Department of Nuclear Medicine, University Hospital Brussels, 1090 Brussels, Belgium
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Correspondence: ; Tel.: +32-9-332-39-90
| | - Vanessa Schelfhout
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Medical Imaging, Nuclear Medicine, Ghent University Hospital, 9000 Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
| | - Lieve Brochez
- Department of Head and Skin, Ghent University, 9000 Ghent, Belgium; (L.B.); (P.D.); (W.H.)
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Dermatology, Ghent University Hospital, 9000 Ghent, Belgium
| | - David Creytens
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
- Department of Pathology, Ghent University Hospital, 9000 Ghent, Belgium
| | - Yves D’Asseler
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Medical Imaging, Nuclear Medicine, Ghent University Hospital, 9000 Ghent, Belgium
- Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
| | - Philippe Deron
- Department of Head and Skin, Ghent University, 9000 Ghent, Belgium; (L.B.); (P.D.); (W.H.)
- Department of Head and Neck Surgery, Ghent University Hospital, 9000 Ghent, Belgium
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
| | - Vincent Keereman
- Department of Electronics and Information Systems, Ghent University, 9000 Ghent, Belgium;
- XEOS Medical NV, 9000 Ghent, Belgium
| | - Koen Van de Vijver
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Diagnostic Sciences, Ghent University, 9000 Ghent, Belgium
- Department of Pathology, Ghent University Hospital, 9000 Ghent, Belgium
| | - Christian Vanhove
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
- Department of Electronics and Information Systems, Ghent University, 9000 Ghent, Belgium;
- INFINITY Lab, Ghent University, 9000 Ghent, Belgium
| | - Wouter Huvenne
- Department of Head and Skin, Ghent University, 9000 Ghent, Belgium; (L.B.); (P.D.); (W.H.)
- Department of Head and Neck Surgery, Ghent University Hospital, 9000 Ghent, Belgium
- Cancer Research Institute Ghent, 9000 Ghent, Belgium; (V.S.); (D.C.); (Y.D.); (K.V.d.V.); (C.V.)
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Zhang J, Wang L, Xie X. RFC4 promotes the progression and growth of Oral Tongue squamous cell carcinoma in vivo and vitro. J Clin Lab Anal 2021; 35:e23761. [PMID: 33783864 PMCID: PMC8128301 DOI: 10.1002/jcla.23761] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 02/28/2021] [Accepted: 03/02/2021] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVE Currently, many studies have found that RFC4 was up-regulated in various cancers, and related to the progression and development. While the effects of RFC4 in oral tongue squamous cell carcinoma remain unclear, the main purpose of this research is to explore the role of RFC4 in oral tongue squamous cell carcinoma. METHODS The expression of RFC4 in various cancers was analyzed in GEPIA database, and the results were further verified by IHC assay. The relationship between RFC4 and several clinical parameters was analyzed; the proliferation was further observed by knockdown RFC4 in vitro. Finally, we constructed related nude mouse models by planting cells subcutaneous of nude mice, and the discrepancy was observed. RESULTS Based on GEPIA database, RFC4 was up-regulated in various cancers, including colorectal cancer, breast cancer, prostate cancer, lung cancer, and liver cancer. RFC4 was up-regulated in oral tongue squamous cell carcinoma compared with the normal tissue from GEPIA online database; we further found that the expression of RFC4 was tightly associated with TNM stage (p = 0.005), but not with age, gender, and differentiation (p > 0.05). We further found that the proliferation of oral tongue squamous cell carcinoma was obviously restrained in vitro, and the carcinogenesis was also inhibited in vivo. CONCLUSIONS We found that RFC4 was up-regulated and related to the progression of oral tongue squamous cell carcinoma, and knockdown RFC4 could restrain the proliferation and progression. RFC4 might serve a potential biomarker and provide a new treatment strategy for lots of patients with oral tongue squamous cell carcinoma.
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Affiliation(s)
- Jian Zhang
- Head and Neck Tumor SurgerySecond People's Hospital of Lianyungang CityLianyungang CityChina
| | - Linlin Wang
- The Department of OncologySecond People's Hospital of Lianyungang CityLianyungang CityChina
| | - Xiao Xie
- Head and Neck Tumor SurgerySecond People's Hospital of Lianyungang CityLianyungang CityChina
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