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Shi Z, Wang R, Huang J, Qian Q, Hu M, Zhang H, Feng L, Gu H, Wang Y. Super-enhancer-driven ameboidal-type cell migration-related MMP14 expression in tongue squamous cell carcinoma switched by BATF and ATF3. J Pharm Pharmacol 2025; 77:64-75. [PMID: 38836550 DOI: 10.1093/jpp/rgae063] [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: 12/01/2023] [Accepted: 05/16/2024] [Indexed: 06/06/2024]
Abstract
BACKGROUND Tongue squamous cell carcinoma (TSCC) exhibits an aggressive biological behavior of lymph node and distant metastasis, which contributes to poorer prognosis and results in tongue function loss or death. In addition to known regulators and pathways of cell migration in TSCC, it is important to uncover pivotal switches governing tumor metastasis. METHODS Cancer cell migration-associated transcriptional and epigenetic characteristics were profiled in TSCC, and the specific super-enhancers (SEs) were identified. Molecular function and mechanism studies were used to investigate the pivotal switches in TSCC metastasis. RESULTS Ameboidal-type cell migration-related genes accompanied by transcriptional and epigenetic activity were enriched in TSCC. Meanwhile, the higher-ranked SE-related genes showed significant differences between 43 paired tumor and normal samples from the TCGA TSCC cohort. In addition, key motifs were detected in SE regions, and transcription factor-related expression levels were significantly associated with TSCC survival status. Notably, BATF and ATF3 regulated the expression of ameboidal-type cell migration-related MMP14 by switching the interaction with the SE region. CONCLUSION SEs and related key motifs transcriptional regulate tumor metastasis-associated MMP14 and might be potential therapeutic targets for TSCC.
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Affiliation(s)
- Zhimin Shi
- Department of Immunology, the School of Basic Medical Sciences, Anhui Medical University, Hefei 230032, China
| | - Rui Wang
- Key Laboratory of Oral Diseases Research of Anhui Province, College & Hospital of Stomatology, Anhui Medical University, Hefei 230032, China
| | - Jie Huang
- Key Laboratory of Oral Diseases Research of Anhui Province, College & Hospital of Stomatology, Anhui Medical University, Hefei 230032, China
| | - Qian Qian
- Department of Pharmacy, The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei 230022, China
| | - Menglin Hu
- Key Laboratory of Oral Diseases Research of Anhui Province, College & Hospital of Stomatology, Anhui Medical University, Hefei 230032, China
- Department of Dental, Tongling Traditional Chinese Medicine Hospital, Taipinghu Road, Tongling 244000, China
| | - Hengguo Zhang
- Key Laboratory of Oral Diseases Research of Anhui Province, College & Hospital of Stomatology, Anhui Medical University, Hefei 230032, China
| | - Linfei Feng
- Department of Oral and Maxillofacial Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, China
| | - Hao Gu
- Department of Immunology, the School of Basic Medical Sciences, Anhui Medical University, Hefei 230032, China
| | - Yuanyin Wang
- Key Laboratory of Oral Diseases Research of Anhui Province, College & Hospital of Stomatology, Anhui Medical University, Hefei 230032, China
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Liu YH, Li D, Zhang HL, Zhang BH, Song WJ, Li TK. Effect of COL11A1 on oral squamous cell carcinoma. JOURNAL OF STOMATOLOGY, ORAL AND MAXILLOFACIAL SURGERY 2024:102183. [PMID: 39631528 DOI: 10.1016/j.jormas.2024.102183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Accepted: 12/01/2024] [Indexed: 12/07/2024]
Abstract
BACKGROUND Oral squamous cell carcinoma (OSCC) is the most common malignant tumor of the oral cavity, which is mainly a series of atypical hyperplasia of oral epithelial cells, and the overall prognosis remains poor. METHODS GSE37991 and GSE38517 were downloaded from gene expression omnibus (GEO) to identify differentially expressed genes (DEGs). Functional enrichment analysis of DEGs was performed, weighted gene co-expression network analysis (WGCNA) was used. Protein-protein interaction (PPI) network was constructed. Core gene expression was visualized using a heatmap. Comparative toxicogenomics database (CTD) and miRNA analyses identified related diseases and regulatory miRNAs. Western blot (WB) was conducted to examine expression of COL11A1 and TGF-SMAD signaling components in OSCC samples. RESULTS 5163 DEGs were identified. DEGs were enriched in metabolic processes and signaling pathways, including TGF-β/SMAD and PI3K-Akt. WGCNA identified 11 core modules. PPI network analysis revealed five core genes: COL11A1, AURKA, MELK, CCNA2, and BUB1. Heatmap analysis showed that COL11A1 is highly expressed in OSCC. CTD analysis indicated that COL11A1 is associated with OSCC. miRNA prediction identified potential regulatory factors. Western blot analysis demonstrated that COL11A1 is overexpressed in OSCC and is associated with TGF-SMAD signaling, inflammation, and cell cycle progression. CONCLUSION COL11A1 is highly expressed in OSCC and may serve as a target gene interacting with the TGF-SMAD signaling pathway.
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Affiliation(s)
- Yuan-Hang Liu
- Department of Stomatology, the Second Hospital of Shijiazhuang, China
| | - Dan Li
- Department of Otorhinolaryngology Head and Neck Surgery, the First Hospital of Hebei Medical University, China.
| | - Hao-Lei Zhang
- Department of Otorhinolaryngology Head and Neck Surgery, the First Hospital of Hebei Medical University, China
| | - Bo-Hao Zhang
- Department of Otorhinolaryngology Head and Neck Surgery, the First Hospital of Hebei Medical University, China
| | - Wei-Jing Song
- Department of Stomatology, The Fourth Hospital of Hebei Medical University, PR China
| | - Tian-Ke Li
- Department of Stomatology, The Fourth Hospital of Hebei Medical University, PR China.
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Kaufmann J, Schmidberger H. [Postoperative radiotherapy for pT1-2N0 oral tongue carcinoma: time to reconsider?]. Strahlenther Onkol 2024; 200:919-920. [PMID: 39043953 DOI: 10.1007/s00066-024-02269-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/01/2024] [Indexed: 07/25/2024]
Affiliation(s)
- Justus Kaufmann
- Klinik und Poliklinik für Radioonkologie und Strahlentherapie, Universitätsmedizin der Johannes Gutenberg-Universität Mainz, Langenbeckstraße 1, 55131, Mainz, Deutschland.
- Arbeitsgruppe junge DEGRO der Deutschen Gesellschaft für Radioonkologie e. V. (DEGRO), Berlin, Deutschland.
| | - Heinz Schmidberger
- Klinik und Poliklinik für Radioonkologie und Strahlentherapie, Universitätsmedizin der Johannes Gutenberg-Universität Mainz, Langenbeckstraße 1, 55131, Mainz, Deutschland
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Galli A, Canevari C, Salerno E, Irem A, Familiari M, Pettirossi C, Battista RA, Chiti A, Bussi M, Giordano L. A Multimodal Protocol Combining 99mTc-Tilmanocept with Indocyanine Green Fluorescence Lympho-Angiography for Sentinel Lymph Node Biopsy in Early-Stage Oral Cancer: A Case Series. Diagnostics (Basel) 2024; 14:1805. [PMID: 39202293 PMCID: PMC11353446 DOI: 10.3390/diagnostics14161805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 08/11/2024] [Accepted: 08/17/2024] [Indexed: 09/03/2024] Open
Abstract
Sentinel lymph node biopsy (SLNB) is currently considered as a viable alternative to elective neck dissection (END) for the management of cN0 oral cavity squamous cell carcinoma (OCSCC). However, some difficulties were detected in sentinel lymph node (SLN) identification in floor of mouth (FOM) and ventral tongue tumors because of the so-called "shine-through radioactivity" of the injection site, which may mask nodal hotspots in proximity. We assessed the feasibility and the potential strengths of combining 99mTc-Tilmanocept with indocyanine green (ICG) fluorescence lympho-angiography in a dedicated multimodal protocol for SLNB in T1/T2N0 oral cancer to evaluate the synergistic role of each of these two tracers in providing the appropriate sensitivity and ease of learning, even in such a critical anatomical subsite. A detailed, stepwise description of our multimodal protocol is provided, together with the presentation of its application in two cases of early-stage ventral tongue tumors. Radioactive guidance with 99mTc-Tilmanocept was used preoperatively to perform planar lymphoscintigraphy and single-photon emission computed tomography/computed tomography and to define the nodal hotspot(s) and the surgical "roadmap". In addition, it was used intraoperatively to pinpoint the SLN location within each nodal hotspot with high specificity but limited spatial resolution. Optical guidance with ICG injection at the tumor bed and near-infrared fluorescence imaging was then added, providing intuitive intraoperative guidance within each nodal hotspot with high spatial resolution. Our small experience with this protocol is illustrated and future perspectives are highlighted.
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Affiliation(s)
- Andrea Galli
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | - Carla Canevari
- Unit of Nuclear Medicine, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy;
| | - Emilio Salerno
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | - Ayhan Irem
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | | | - Carlo Pettirossi
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | - Rosa Alessia Battista
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | - Arturo Chiti
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
- Unit of Nuclear Medicine, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy;
| | - Mario Bussi
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
| | - Leone Giordano
- Department of Otolaryngology-Head and Neck Surgery, IRCCS San Raffaele, Via Olgettina 60, 20132 Milan, Italy; (E.S.)
- Faculty of Medicine, Vita-Salute San Raffaele University, Via Olgettina 58, 20132 Milan, Italy
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Li L, Pu C, Jin N, Zhu L, Hu Y, Cascone P, Tao Y, Zhang H. Prediction of 5-year overall survival of tongue cancer based machine learning. BMC Oral Health 2023; 23:567. [PMID: 37574562 PMCID: PMC10423415 DOI: 10.1186/s12903-023-03255-w] [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: 02/01/2023] [Accepted: 07/27/2023] [Indexed: 08/15/2023] Open
Abstract
OBJECTIVE We aimed to develop a 5-year overall survival prediction model for patients with oral tongue squamous cell carcinoma based on machine learning methods. SUBJECTS AND METHODS The data were obtained from electronic medical records of 224 OTSCC patients at the PLA General Hospital. A five-year overall survival prediction model was constructed using logistic regression, Support Vector Machines, Decision Tree, Random Forest, Extreme Gradient Boosting, and Light Gradient Boosting Machine. Model performance was evaluated according to the area under the curve (AUC) of the receiver operating characteristic curve. The output of the optimal model was explained using the Python package (SHapley Additive exPlanations, SHAP). RESULTS After passing through the grid search and secondary modeling, the Light Gradient Boosting Machine was the best prediction model (AUC = 0.860). As explained by SHapley Additive exPlanations, N-stage, age, systemic inflammation response index, positive lymph nodes, plasma fibrinogen, lymphocyte-to-monocyte ratio, neutrophil percentage, and T-stage could perform a 5-year overall survival prediction for OTSCC. The 5-year survival rate was 42%. CONCLUSION The Light Gradient Boosting Machine prediction model predicted 5-year overall survival in OTSCC patients, and this predictive tool has potential prognostic implications for patients with OTSCC.
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Affiliation(s)
- Liangbo Li
- Medical School of Chinese PLA, Beijing, China
- Department of Stomatology, Chinese PLA General Hospital, 28 Fuxing Road, Haidian District, Beijing, 100853, China
| | - Cheng Pu
- Key Laboratory of Animal Disease and Human Health of Sichuan Province, Chengdu, China
- College of Veterinary Medicine, Sichuan Agricultural University, Sichuan, China
| | - Nenghao Jin
- Medical School of Chinese PLA, Beijing, China
- Department of Stomatology, Chinese PLA General Hospital, 28 Fuxing Road, Haidian District, Beijing, 100853, China
| | - Liang Zhu
- Medical School of Chinese PLA, Beijing, China
- Department of Stomatology, Chinese PLA General Hospital, 28 Fuxing Road, Haidian District, Beijing, 100853, China
| | - Yanchun Hu
- Key Laboratory of Animal Disease and Human Health of Sichuan Province, Chengdu, China
- College of Veterinary Medicine, Sichuan Agricultural University, Sichuan, China
| | - Piero Cascone
- Unicamillus International Meical University, Rome, Italy
| | - Ye Tao
- Department of Stomatology, Chinese PLA General Hospital, 28 Fuxing Road, Haidian District, Beijing, 100853, China.
| | - Haizhong Zhang
- Department of Stomatology, Chinese PLA General Hospital, 28 Fuxing Road, Haidian District, Beijing, 100853, China.
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Yasuda M, Chiodo C, Lilley C, Mehrotra S, Ananthanarayanan V, Ziegler A, Thorpe E. Relationship Between Worst Pattern of Invasion and Extranodal Extension in Oral Tongue Squamous Cell Carcinomas. Head Neck Pathol 2023; 17:460-466. [PMID: 36723853 PMCID: PMC10293494 DOI: 10.1007/s12105-023-01531-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 01/12/2023] [Indexed: 02/02/2023]
Abstract
BACKGROUND Oral tongue squamous cell carcinoma (OTSCC) is a common malignancy of the oral cavity with poor survival rates. The aim of this project is to investigate the relationship between certain histopathological factors such as Worst Pattern of Invasion (WPOI) and Extranodal Extension (ENE) in patients with oral tongue squamous cell carcinoma (OTSCC) who underwent surgical resection at Loyola University Medical Center. METHODS This was a retrospective cohort study at a tertiary care academic medical center. All patients that underwent primary surgical resection of OTSCC between 1/1/2015 and 1/1/2022 were reviewed. Patients were identified using the Cerner CoPath Laboratory Information System. RESULTS A total of 82 patients met inclusion criteria and were included in the study. Higher grades of WPOI (WPOI 5) were not significantly associated with the presence of ENE in our study (P = 0.82), regardless of the presence of major or minor ENE. WPOI 5 was associated with a higher incidence of local recurrence (P = 0.011). CONCLUSIONS Higher grades of WPOI were not found to correlate with the presence of ENE, a common histopathological factor that is used as an important prognostic indicator in OTSCC. It is important for clinicians to consider these factors separately when determining whether a patient is high-risk and would benefit from aggressive multimodal treatment.
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Affiliation(s)
- Mayuri Yasuda
- Loyola University Chicago, Stritch School of Medicine, Maywood, IL USA
| | - Celina Chiodo
- Loyola University Chicago, Stritch School of Medicine, Maywood, IL USA
| | - Cullen Lilley
- Loyola University Chicago, Stritch School of Medicine, Maywood, IL USA
| | - Swati Mehrotra
- Department of Pathology, Loyola University Medical Center, Maywood, IL USA
| | | | - Andrea Ziegler
- Department of Otolaryngology - Head and Neck Surgery, Loyola University Medical Center, Maywood, IL USA
| | - Eric Thorpe
- Department of Otolaryngology - Head and Neck Surgery, Loyola University Medical Center, Maywood, IL USA
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Das R, Misra SR. Magnetic resonance imaging in the preoperative evaluation of depth of invasion in oral squamous carcinoma tongue: A few points to consider! Oral Oncol 2023; 139:106337. [PMID: 36807086 DOI: 10.1016/j.oraloncology.2023.106337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 02/10/2023] [Indexed: 02/21/2023]
Affiliation(s)
- Rupsa Das
- Department of Oral Medicine & Radiology, Institute of Dental Sciences, Siksha 'O' Anusandhan University, Bhubaneswar, Odisha, India.
| | - Satya Ranjan Misra
- Department of Oral Medicine & Radiology, Institute of Dental Sciences, Siksha 'O' Anusandhan University, Bhubaneswar, Odisha, India.
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Alsaeedi SM, Aggarwal S. The Holistic Review on Occurrence, Biology, Diagnosis, and Treatment of Oral Squamous Cell Carcinoma. Cureus 2022; 14:e30226. [PMID: 36381928 PMCID: PMC9651169 DOI: 10.7759/cureus.30226] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/12/2022] [Indexed: 11/07/2022] Open
Abstract
A prevalent head and neck cancer type is oral squamous cell carcinoma (OSCC). It is widespread and associated with a high death rate of around 50% in some regions of the world. We discuss the likelihood of developing OSCC and the impact of age in this review. Prior to examining the vast array of diagnostic indicators, a brief explanation of the biology of the disease is addressed. Finally, the therapeutic strategies for OSCC are listed. The complete literature for this study was compiled by searching Google Scholar and PubMed using the terms "OSCC," "oral squamous cell carcinoma," "diagnosis of OSCC," "oral cancer," and "biomarkers and OSCC." The research finds that OSCC has several critical parameters with a lot of room for additional in-depth study.
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Paratracheal lymph node dissection during total (pharyngo-)laryngectomy: A systematic review and meta-analysis. Oral Oncol 2022; 132:106017. [PMID: 35830760 DOI: 10.1016/j.oraloncology.2022.106017] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/20/2022] [Accepted: 07/05/2022] [Indexed: 12/29/2022]
Abstract
OBJECTIVES The objective of this review was to determine the rate and risk factors of paratracheal lymph node (PTLN) involvement during total laryngectomy (TL) or total pharyngolaryngectomy (TPL). In addition, we aimed to assess its prognostic significance in terms of survival and peristomal recurrence. METHODS A comprehensive electronic search was performed on PubMed, EMBASE, and CENTRAL databases. We searched for studies reporting outcomes of PTLN dissection during radical laryngeal surgery for squamous cell carcinoma of the larynx, hypopharynx or cervical oesophagus. RESULTS We included a total of ten studies (838 patients). The overall rate of PTLN dissection positivity was 18.6% (20.7% for primary TL, 8.7% for salvage TL). Random-effects meta-analysis identified T4 stage, N+ stage of the lateral neck, subglottis involvement and primary tumour arising from the hypopharynx or cervical oesophagus as significant risk factors for PTLN involvement. CONCLUSIONS This meta-analysis allowed to better define the risk of PTLN involvement during TL or TPL, in a bid to guide indication for PTLN dissection. There is a need for further large studies reporting rigorously the outcomes of PTLN dissection in order to establish stronger evidence-based recommendations.
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Dolens EDS, Dourado MR, Almangush A, Salo TA, Gurgel Rocha CA, da Silva SD, Brennan PA, Coletta RD. The Impact of Histopathological Features on the Prognosis of Oral Squamous Cell Carcinoma: A Comprehensive Review and Meta-Analysis. Front Oncol 2021; 11:784924. [PMID: 34858861 PMCID: PMC8631280 DOI: 10.3389/fonc.2021.784924] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 10/18/2021] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE Over many decades, studies on histopathological features have not only presented high-level evidence of contribution for treatment directions and prognosis of oral squamous cell carcinoma (OSCC) but also provided inconsistencies, making clinical application difficult. The 8th TNM staging system of OSCC has acknowledged the importance of some histopathological features, by incorporating depth of invasion (DOI) to T category and extranodal extension (ENE) to N category. The aim of this systematic review with meta-analysis is to determine the most clinically relevant histopathological features for risk assessment and treatment planning of OSCC and to elucidate gaps in the literature. METHODS A systematic review was conducted using PRISMA guidelines, and the eligibility criteria were based on population, exposure, comparison, outcome, and study type (PECOS). PubMed, Cochrane, Scopus, and Web of Science were searched for articles exploring the impact of histopathological features on OSCC outcomes with Cox multivariate analysis. Pooled data were subjected to an inverse variance method with random effects or fixed effect model, and the risk of bias was evaluated using quality in prognosis studies (QUIPS). Quality of evidence was assessed with the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) criteria. RESULTS The study included 172 articles published from 1999 to 2021. Meta-analyses confirmed the prognostic potential of DOI, ENE, perineural invasion, lymphovascular invasion, and involvement of the surgical margins and brought promising results for the association of bone invasion, tumor thickness, and pattern of invasion with increased risk for poor survival. Although with a small number of studies, the results also revealed a clinical significance of tumor budding and tumor-stroma ratio on predicted survival of patients with OSCC. Most of the studies were considered with low or moderate risk of bias, and the certainty in evidence varied from very low to high. CONCLUSION Our results confirm the potential prognostic usefulness of many histopathological features and highlight the promising results of others; however, further studies are advised to apply consistent designs, filling in the literature gaps to the pertinence of histopathological markers for OSCC prognosis. SYSTEMATIC REVIEW REGISTRATION International Prospective Register of Systematic Reviews (PROSPERO), identifier CRD42020219630.
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Affiliation(s)
- Eder da Silva Dolens
- Graduate Program in Oral Biology, School of Dentistry, University of Campinas, Piracicaba, Brazil
- University of Western São Paulo (UNOESTE), Presidente Prudente, Brazil
| | - Mauricio Rocha Dourado
- Department of Oral Diagnosis, School of Dentistry, University of Campinas, Piracicaba, Brazil
| | - Alhadi Almangush
- Department of Oral and Maxillofacial Diseases, University of Helsinki, Helsinki, Finland
- Department of Pathology, University of Helsinki, Helsinki, Finland
| | - Tuula A. Salo
- Department of Oral and Maxillofacial Diseases, University of Helsinki, Helsinki, Finland
- Department of Pathology, University of Helsinki, Helsinki, Finland
- Cancer and Translational Medicine Research Unit, Medical Research Center Oulu, University of Oulu and Oulu University Hospital, Oulu, Finland
| | - Clarissa Araujo Gurgel Rocha
- Gonçalo Moniz Institute, Oswaldo Cruz Foundation, Salvador, Brazil
- Department of Propaedeutics, School of Dentistry, Federal University of Bahia, Bahia, Brazil
| | - Sabrina Daniela da Silva
- Department of Otolaryngology Head and Neck Surgery, Sir Mortimer B. Davis-Jewish General Hospital, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Segal Cancer Centre and Lady Davis Institute for Medical Research, Sir Mortimer B. Davis-Jewish General Hospital, Department of Experimental Medicine, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Peter A. Brennan
- Department of Oral and Maxillofacial Surgery, Queen Alexandra Hospital, Portsmouth, United Kingdom
| | - Ricardo D. Coletta
- Graduate Program in Oral Biology, School of Dentistry, University of Campinas, Piracicaba, Brazil
- Department of Oral Diagnosis, School of Dentistry, University of Campinas, Piracicaba, Brazil
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