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Salehi AM, Wang L, Gu X, Coates PJ, Norberg Spaak L, Sgaramella N, Nylander K. Patients with oral tongue squamous cell carcinoma and co‑existing diabetes exhibit lower recurrence rates and improved survival: Implications for treatment. Oncol Lett 2024; 27:142. [PMID: 38385115 PMCID: PMC10877229 DOI: 10.3892/ol.2024.14275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 01/17/2024] [Indexed: 02/23/2024] Open
Abstract
Locoregional recurrences and distant metastases are major problems for patients with squamous cell carcinoma of the head and neck (SCCHN). Because SCCHN is a heterogeneous group of tumours with varying characteristics, the present study concentrated on the subgroup of squamous cell carcinoma of the oral tongue (SCCOT) to investigate the use of machine learning approaches to predict the risk of recurrence from routine clinical data available at diagnosis. The approach also identified the most important parameters that identify and classify recurrence risk. A total of 66 patients with SCCOT were included. Clinical data available at diagnosis were analysed using statistical analysis and machine learning approaches. Tumour recurrence was associated with T stage (P=0.001), radiological neck metastasis (P=0.010) and diabetes (P=0.003). A machine learning model based on the random forest algorithm and with attendant explainability was used. Whilst patients with diabetes were overrepresented in the SCCOT cohort, diabetics had lower recurrence rates (P=0.015 after adjusting for age and other clinical features) and an improved 2-year survival (P=0.025) compared with non-diabetics. Clinical, radiological and histological data available at diagnosis were used to establish a prognostic model for patients with SCCOT. Using machine learning to predict recurrence produced a classification model with 71.2% accuracy. Notably, one of the findings of the feature importance rankings of the model was that diabetics exhibited less recurrence and improved survival compared with non-diabetics, even after accounting for the independent prognostic variables of tumour size and patient age at diagnosis. These data imply that the therapeutic manipulation of glucose levels used to treat diabetes may be useful for patients with SCCOT regardless of their diabetic status. Further studies are warranted to investigate the impact of diabetes in other SCCHN subtypes.
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Affiliation(s)
- Amir M. Salehi
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
| | - Lixiao Wang
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
| | - Xiaolian Gu
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
| | - Philip J. Coates
- Research Centre for Applied Molecular Oncology, Masaryk Memorial Cancer Institute, Brno 656 53, Czech Republic
| | - Lena Norberg Spaak
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
| | - Nicola Sgaramella
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
- Department of Oral and Maxillo-Facial Surgery, Mater Dei Hospital, I-70125 Bari, Italy
| | - Karin Nylander
- Department of Medical Biosciences/Pathology, Umeå University, SE 901 85 Umeå, Sweden
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Kozieł MJ, Ziaja M, Piastowska-Ciesielska AW. Intestinal Barrier, Claudins and Mycotoxins. Toxins (Basel) 2021; 13:758. [PMID: 34822542 PMCID: PMC8622050 DOI: 10.3390/toxins13110758] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/20/2021] [Accepted: 10/22/2021] [Indexed: 02/08/2023] Open
Abstract
The intestinal barrier is the main barrier against all of the substances that enter the body. Proper functioning of this barrier guarantees maintained balance in the organism. Mycotoxins are toxic, secondary fungi metabolites, that have a negative impact both on human and animal health. It was postulated that various mycotoxins may affect homeostasis by disturbing the intestinal barrier. Claudins are proteins that are involved in creating tight junctions between epithelial cells. A growing body of evidence underlines their role in molecular response to mycotoxin-induced cytotoxicity. This review summarizes the information connected with claudins, their association with an intestinal barrier, physiological conditions in general, and with gastrointestinal cancers. Moreover, this review also includes information about the changes in claudin expression upon exposition to various mycotoxins.
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Role of IGFBP-2 in oral cancer metastasis. Biochim Biophys Acta Mol Basis Dis 2021; 1867:166143. [PMID: 33864954 DOI: 10.1016/j.bbadis.2021.166143] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 03/30/2021] [Accepted: 04/05/2021] [Indexed: 01/01/2023]
Abstract
Cancer metastasis is one of most main causes of failure in cancer treatment. Nonetheless, more than half of oral cancer patients were diagnosed as advanced oral cancer with dramatically decreased 5-year survival rate to lower than 20%, while the stages become more advanced. In order to improve oral cancer treatment, the identification of cancer metastatic biomarkers and mechanisms is critical. In the current study, two pairs of oral squamous cell carcinoma lines, OC3/C9, and invasive OC3-I5/C9-I5were used as model systems to investigate invasive mechanism as well as to identify potential therapy-associated targets. Based on our previous proteomic analysis, insulin-like growth factor-binding protein 2 (IGFBP-2) was reported participating in oral cancer metastasis. Subsequent studies have applied interference RNA as well as recombinant protein techniques to confirm the roles of IGFBP-2 in oral cancer metastasis and examine their potency in regulating invasion as well as the mechanism IGFBP-2 involved. The results demonstrated that expression of epithelial-mesenchymal transition (EMT) markers including Twist, Snail1, SIP1, profilin, vimentin, uPA and MMP9 were increased in both OC3-I5 and C9-I5 compared to OC3 and C9 cells, while E-cadherin expression was down-regulated in the OC3-I5 and C9-I5 cells. Moreover, IGFBP-2 is shown to affect not only migration and invasion but also wound healing ability and cell proliferation. Our results also revealed that uPA is a downstream target of IGFBP-2 to intermediate oral cancer metastasis. To sum up, the current studies indicated that elevated IGFBP-2 is strongly correlated with oral cancer metastasis and progression, and that it could potentially serve as a prognostic biomarker as well as an innovative target for the treatment of oral cancer invasion.
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Huang HY, Chou HC, Law CH, Chang WT, Wen TN, Liao EC, Lin MW, Lin LH, Wei YS, Tsai YT, Chen HY, Tan KT, Kuo WH, Ko ML, Chang SJ, Lee YR, Chan HL. Progesterone receptor membrane component 1 is involved in oral cancer cell metastasis. J Cell Mol Med 2020; 24:9737-9751. [PMID: 32672400 PMCID: PMC7520311 DOI: 10.1111/jcmm.15535] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 05/04/2020] [Accepted: 05/28/2020] [Indexed: 01/01/2023] Open
Abstract
Cancer metastasis is a common cause of failure in cancer therapy. However, over 60% of oral cancer patients present with advanced stage disease, and the five‐year survival rates of these patients decrease from 72.6% to 20% as the stage becomes more advanced. In order to manage oral cancer, identification of metastasis biomarker and mechanism is critical. In this study, we use a pair of oral squamous cell carcinoma lines, OC3, and invasive OC3‐I5 as a model system to examine invasive mechanism and to identify potential therapeutic targets. We used two‐dimensional differential gel electrophoresis (2D‐DIGE) and matrix‐assisted laser desorption ionization time‐of‐flight mass spectrometry (MALDI‐TOF/TOF MS) to examine the global protein expression changes between OC3 and invasive OC3‐I5. A proteomic study reveals that invasive properties alter the expression of 101 proteins in OC3‐I5 cells comparing to OC3 cells. Further studies have used RNA interference technique to monitor the influence of progesterone receptor membrane component 1 (PGRMC1) protein in invasion and evaluate their potency in regulating invasion and the mechanism it involved. The results demonstrated that expression of epithelial‐mesenchymal transition (EMT) markers including Twist, p‐Src, Snail1, SIP1, JAM‐A, vimentin and vinculin was increased in OC3‐I5 compared to OC3 cells, whereas E‐cadherin expression was decreased in the OC3‐I5 cells. Moreover, in mouse model, PGRMC1 is shown to affect not only migration and invasion but also metastasis in vivo. Taken together, the proteomic approach allows us to identify numerous proteins, including PGRMC1, involved in invasion mechanism. Our results provide useful diagnostic markers and therapeutic candidates for the treatment of oral cancer invasion.
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Affiliation(s)
- Hsun-Yu Huang
- Dental Department of Dimanson Medical Foundation Chia-Yi Christian Hospital, Chia-Yi, Taiwan
| | - Hsiu-Chuan Chou
- Institute of Analytical and Environmental Sciences, National Tsing Hua University, Hsinchu, Taiwan
| | - Ching-Hsuan Law
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Wan-Ting Chang
- Dental Department of Dimanson Medical Foundation Chia-Yi Christian Hospital, Chia-Yi, Taiwan
| | - Tzu-Ning Wen
- Dental Department of Dimanson Medical Foundation Chia-Yi Christian Hospital, Chia-Yi, Taiwan
| | - En-Chi Liao
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Meng-Wei Lin
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Li-Hsun Lin
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Yu-Shan Wei
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Yi-Ting Tsai
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Hsin-Yi Chen
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
| | - Kui-Thong Tan
- Department of Chemistry, National Tsing Hua University, Hsinchu, Taiwan
| | - Wen-Hung Kuo
- Department of Surgery, National Taiwan University Hospital, Taipei, Taiwan
| | - Mei-Lan Ko
- Department of Biomedical Engineering and Environmental Sciences, National Tsing Hua University, Hsinchu, Taiwan.,Department of Ophthalmology, National Taiwan University Hospital Hsin-Chu Branch, Hsinchu, Taiwan
| | - Shing-Jyh Chang
- Department of Obstetrics and Gynecology, Hsinchu MacKay Memorial Hospital, Hsinchu, Taiwan
| | - Ying-Ray Lee
- Department of Medical Research, Ditmanson Medical Foundation Chia-Yi Christian Hospital, Chiayi, Taiwan
| | - Hong-Lin Chan
- Department of Medical Science and Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, Taiwan
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Yamamoto D, Kayamori K, Sakamoto K, Tsuchiya M, Ikeda T, Harada H, Yoda T, Watabe T, Hara-Yokoyama M. Intracellular claudin-1 at the invasive front of tongue squamous cell carcinoma is associated with lymph node metastasis. Cancer Sci 2019; 111:700-712. [PMID: 31769164 PMCID: PMC7004554 DOI: 10.1111/cas.14249] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 11/12/2019] [Accepted: 11/18/2019] [Indexed: 12/15/2022] Open
Abstract
Claudins are the major component of tight junctions, which form a primary barrier to paracellular diffusion and maintain cell polarity in normal epithelia and endothelia. In cancer cells, claudins play additional roles besides serving as components of the tight junctions, and participate in anoikis or invasion. Among the claudin family proteins, claudin‐1 has the most promising potential, both diagnostically and prognostically, in many types of cancers, including oral, gastric, liver, and colon cancers. However, conflicting results have been reported in relation to the degree of claudin‐1 expression and the prognosis, suggesting that the expression level of claudin‐1 alone is not sufficient to analyze the relationship between claudin‐1 and cancer progression. As endocytic trafficking of claudin‐1 has been reported in several epithelial cell types in vitro, we aimed to determine whether intracellular localization of claudin‐1 is the missing aspect between claudin‐1 and cancer. We investigated the expression of claudin‐1 in 83 tongue squamous cell carcinoma (TSCC) pathological specimens. Although the expression level of claudin‐1 based on immunohistochemistry was not associated with TSCC progression, within the high claudin‐1 expression group, the incidence of intracellular localization of claudin‐1 was correlated with cervical lymph node metastasis. In an in vitro experiment, claudin‐1 was constitutively internalized in TSCC‐derived cells. Motility of TSCC‐derived cells was increased by deficiency of claudin‐1, suggesting that the decrease in cell‐surface claudin‐1 promoted the cell migration. Therefore, intracellular localization of claudin‐1 at the invasion front may represent a promising diagnostic marker of TSCC.
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Affiliation(s)
- Daisuke Yamamoto
- Department of Maxillofacial Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Kou Kayamori
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Kei Sakamoto
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Maiko Tsuchiya
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Tohru Ikeda
- Department of Oral Pathology, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Hiroyuki Harada
- Department of Oral and Maxillofacial Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Tetsuya Yoda
- Department of Maxillofacial Surgery, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Tetsuro Watabe
- Department of Biochemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
| | - Miki Hara-Yokoyama
- Department of Biochemistry, Graduate School of Medical and Dental Sciences, Tokyo Medical and Dental University (TMDU), Tokyo, Japan
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Zhang X, Zhang L, Tan X, Lin Y, Han X, Wang H, Ming H, Li Q, Liu K, Feng G. Systematic analysis of genes involved in oral cancer metastasis to lymph nodes. Cell Mol Biol Lett 2018; 23:53. [PMID: 30459815 PMCID: PMC6237046 DOI: 10.1186/s11658-018-0120-2] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2018] [Accepted: 11/02/2018] [Indexed: 01/12/2023] Open
Abstract
Oral cancer remains a deadly disease worldwide. Lymph node metastasis and invasion is one of the causes of death from oral cancer. Elucidating the mechanism of oral cancer lymph node metastasis and identifying critical regulatory genes are important for the treatment of this disease. This study aimed to identify differentially expressed genes (gene signature) and pathways that contribute to oral cancer metastasis to lymph nodes. The GSE70604-associated study compared gene profiles in lymph nodes with metastasis of oral cancer to those of normal lymph nodes. The GSE2280-associated study compared gene profiles in primary tumor of oral cancer with lymph node metastasis to those in tumors without lymph node metastasis. There are 28 common differentially expressed genes (DEGs) showing consistent changes in both datasets in overlapping analysis. GO biological process and KEGG pathway analysis of these 28 DEGs identified the gene signature CCND1, JUN and SPP1, which are categorized as key regulatory genes involved in the focal adhesion pathway. Silencing expression of CCND1, JUN and SPP1 in the human oral cancer cell line OECM-1 confirmed that those genes play essential roles in oral cancer cell invasion. Analysis of clinical samples of oral cancer found a strong correlation of these genes with short survival, especially JUN expression associated with metastasis. Our study identified a unique gene signature - CCND1, JUN and SPP1 - which may be involved in oral cancer lymph node metastasis.
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Affiliation(s)
- Xing'an Zhang
- 1Department of Stomatology, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China.,2Institute of Tissue Engineering and Stem Cells, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, No. 95, People's south Road, Shunqing District, Nanchong, Sichuan 637000 People's Republic of China
| | - Lanfang Zhang
- 3Department of Burn and Plastic Surgery, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Xiaoyao Tan
- 1Department of Stomatology, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Ying Lin
- 4Department of Science and Education, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Xinsheng Han
- 1Department of Stomatology, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Huadong Wang
- 1Department of Stomatology, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Huawei Ming
- 1Department of Stomatology, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, Nanchong, Sichuan 637000 People's Republic of China
| | - Qiujiang Li
- 2Institute of Tissue Engineering and Stem Cells, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, No. 95, People's south Road, Shunqing District, Nanchong, Sichuan 637000 People's Republic of China
| | - Kang Liu
- 2Institute of Tissue Engineering and Stem Cells, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, No. 95, People's south Road, Shunqing District, Nanchong, Sichuan 637000 People's Republic of China
| | - Gang Feng
- 2Institute of Tissue Engineering and Stem Cells, Nanchong Central Hospital, The Second Clinical Medical College of North Sichuan Medical College, No. 95, People's south Road, Shunqing District, Nanchong, Sichuan 637000 People's Republic of China
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Tonella L, Giannoccaro M, Alfieri S, Canevari S, De Cecco L. Gene Expression Signatures for Head and Neck Cancer Patient Stratification: Are Results Ready for Clinical Application? Curr Treat Options Oncol 2017; 18:32. [PMID: 28474265 DOI: 10.1007/s11864-017-0472-2] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
OPINION STATEMENT Head and neck squamous cell carcinoma (HNSCC) is the sixth leading cancer by incidence worldwide and considering the recent EUROCARE-5 population-based study the 5-year survival rate of HNSCC patients in Europe ranges between 69% in localized cases and 34% in patients with regional involvement. The development of high-throughput gene expression assays in the last two decades has provided the invaluable opportunity to improve our knowledge on cancer biology and to identify predictive signatures in the most deeply analyzed malignancies, such as hematological and breast cancers. At variance, till 2010, the number of reliable reports referring gene expression data related to HSNCC biology and prediction was quite limited. A critical revision of the literature reporting gene expression data in HNSCC indicated that in the last 6 years, there were new important studies with a relevant increase in the sample size and a more accurate selection of cases, the publication of a growing number of studies applying a computational integration (meta-analysis) of different microarray datasets addressing similar clinical/biological questions, the increased use of molecular sub-classification of tumors according to their gene expression, and the release of the publicly available largest dataset in HNSCC by The Cancer Genome Atlas (TCGA) consortium. Overall, also for this disease, it become evident that the expression analysis of the entire transcriptome has been enabling to achieve the identification of promising molecular signatures for (i) disclosure of the biology behind carcinogenesis with special focus on the HPV-related one, (ii) prediction of tumor recurrence or metastasis development, (iii) identification of subgroups of tumors with different biology and associated prognosis, and (iv) prediction of outcome and/or response to therapy. The increasing awareness of the relevance of strict collaboration among clinicians and translational researchers would in a near future enable the application of a personalized HNSCCs patients' treatment in the clinical practice based also on gene expression signatures.
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Affiliation(s)
- Luca Tonella
- Functional Genomics and Bioinformatics, Department of Experimental Oncology and Molecular Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, via Amadeo 42, 20133, Milan, Italy
| | - Marco Giannoccaro
- Functional Genomics and Bioinformatics, Department of Experimental Oncology and Molecular Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, via Amadeo 42, 20133, Milan, Italy
| | - Salvatore Alfieri
- Head and Neck Medical Oncology Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, via Venezian 1, 20133, Milan, Italy
| | - Silvana Canevari
- Functional Genomics and Bioinformatics, Department of Experimental Oncology and Molecular Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, via Amadeo 42, 20133, Milan, Italy.
| | - Loris De Cecco
- Functional Genomics and Bioinformatics, Department of Experimental Oncology and Molecular Medicine, Fondazione IRCCS Istituto Nazionale dei Tumori, via Amadeo 42, 20133, Milan, Italy.
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Zhang X, Gee H, Rose B, Lee CS, Clark J, Elliott M, Gamble JR, Cairns MJ, Harris A, Khoury S, Tran N. Regulation of the tumour suppressor PDCD4 by miR-499 and miR-21 in oropharyngeal cancers. BMC Cancer 2016; 16:86. [PMID: 26867589 PMCID: PMC4750294 DOI: 10.1186/s12885-016-2109-4] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Accepted: 02/02/2016] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND The rates of oropharyngeal cancers such as tonsil cancers are increasing. The tumour suppressor protein Programmed Cell Death Protein 4 (PDCD4) has been implicated in the development of various human cancers and small RNAs such as microRNAs (miRNAs) can regulate its expression. However the exact regulation of PDCD4 by multiple miRNAs in oropharyngeal squamous cell carcinoma (SCC) is not well understood. RESULTS Using two independent oropharyngeal SCC cohorts with a focus on the tonsillar region, we identified a miRNA profile differentiating SCC tissue from normal. Both miR-21 and miR-499 were highly expressed in tonsil SCC tissues displaying a loss of PDCD4. Interestingly, expression of the miRNA machinery, Dicer1, Drosha, DDX5 (Dead Box Helicase 5) and DGCR8 (DiGeorge Syndrome Critical Region Gene 8) were all elevated by greater than 2 fold in the tonsil SCC tissue. The 3'UTR of PDCD4 contains three binding-sites for miR-499 and one for miR-21. Using a wild-type and truncated 3'UTR of PDCD4, we demonstrated that the initial suppression of PDCD4 was mediated by miR-21 whilst sustained suppression was mediated by miR-499. Moreover the single miR-21 site was able to elicit the same magnitude of suppression as the three miR-499 sites. CONCLUSION This study describes the regulation of PDCD4 specifically in tonsil SCC by miR-499 and miR-21 and has documented the loss of PDCD4 in tonsil SCCs. These findings highlight the complex interplay between miRNAs and tumour suppressor gene regulation and suggest that PDCD4 loss may be an important step in tonsillar carcinogenesis.
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Affiliation(s)
- Xiaoying Zhang
- The Sydney Head and Neck Cancer Institute, Chris O'Brien Lifehouse, Sydney, Australia
- Department of Infectious Diseases and Immunology, University of Sydney, Sydney, NSW, Australia
| | - Harriet Gee
- Cancer Research UK Molecular Oncology Laboratories, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, OX3 9DS, UK
- Central Clinical School, University of Sydney, NSW, Australia
| | - Barbara Rose
- The Sydney Head and Neck Cancer Institute, Chris O'Brien Lifehouse, Sydney, Australia
- Department of Infectious Diseases and Immunology, University of Sydney, Sydney, NSW, Australia
| | - C Soon Lee
- Discipline of Pathology, School of Medicine, University of Western Sydney and Cancer Pathology, Bosch Institute, University of Sydney, Sydney, Australia
| | - Jonathan Clark
- The Sydney Head and Neck Cancer Institute, Chris O'Brien Lifehouse, Sydney, Australia
- Central Clinical School, University of Sydney, NSW, Australia
- South Western Clinical School, University of NSW, Sydney, Australia
| | - Michael Elliott
- The Sydney Head and Neck Cancer Institute, Chris O'Brien Lifehouse, Sydney, Australia
- Central Clinical School, University of Sydney, NSW, Australia
| | - Jennifer R Gamble
- Centre for the Endothelium, Vascular Biology Program, Centenary Institute, Sydney, Australia
| | - Murray J Cairns
- Schizophrenia Research Institute, Sydney, NSW, Australia
- School of Biomedical Sciences, Faculty of Health, and Hunter Medical Research Institute, University of Newcastle, Callaghan, NSW, Australia
| | - Adrian Harris
- Cancer Research UK Molecular Oncology Laboratories, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, OX3 9DS, UK
| | - Samantha Khoury
- Centre of Health Technologies. Faculty of Engineering and Information Technology, University of Technology, NSW, Australia
| | - Nham Tran
- The Sydney Head and Neck Cancer Institute, Chris O'Brien Lifehouse, Sydney, Australia.
- Centre of Health Technologies. Faculty of Engineering and Information Technology, University of Technology, NSW, Australia.
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Kourou K, Exarchos KP, Papaloukas C, Fotiadis DI. A Bayesian Network-based approach for discovering oral cancer candidate biomarkers. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2016; 2015:7663-6. [PMID: 26738067 DOI: 10.1109/embc.2015.7320167] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Oral cancer can arise in the head and neck region. Due to the aggressive nature of the disease, which often leads to poor prognosis, Oral Squamous Cell Carcinoma (OSCC) constitutes the 8(th) most common neoplasms in humans. In the present work we formulate gene interaction network from oral cancer genomic data using Dynamic Bayesian Networks (DBNs). Four modules were extracted after applying a clustering technique to the network. We consequently explore them by applying topological and functional analysis methods in order to identify significant network nodes. Our analysis revealed that these important nodes may correspond to candidate biomarkers of the disease.
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10
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Mes SW, Leemans CR, Brakenhoff RH. Applications of molecular diagnostics for personalized treatment of head and neck cancer: state of the art. Expert Rev Mol Diagn 2016; 16:205-21. [PMID: 26620464 DOI: 10.1586/14737159.2016.1126512] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Squamous cell carcinomas of the head and neck are the sixth most frequent tumors worldwide. Risk factors are carcinogenic exposure, infection with the human papillomavirus (HPV) and genetic predisposition. Lymph node metastasis in the neck and HPV status are major prognostic factors. There are several important clinical challenges that determine the research agenda in head and neck cancer. The first is more accurate staging, particularly of occult metastatic lymph nodes in the neck. A second challenge is the lack of biomarkers for personalized therapy. There are a number of treatment modalities that can be employed both single and in combination, but at present only site and stage of the tumor are used for treatment planning. Provided here is an overview of the successes and failures of molecular diagnostic approaches that have been and are being evaluated to address these clinical challenges.
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Affiliation(s)
- Steven W Mes
- a Department of Otolaryngology-Head and Neck Surgery , VU University Medical Center , Amsterdam , The Netherlands
| | - C René Leemans
- a Department of Otolaryngology-Head and Neck Surgery , VU University Medical Center , Amsterdam , The Netherlands
| | - Ruud H Brakenhoff
- a Department of Otolaryngology-Head and Neck Surgery , VU University Medical Center , Amsterdam , The Netherlands
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11
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Fang KH, Kao HK, Chi LM, Liang Y, Liu SC, Hseuh C, Liao CT, Yen TC, Yu JS, Chang KP. Overexpression of BST2 is associated with nodal metastasis and poorer prognosis in oral cavity cancer. Laryngoscope 2014; 124:E354-60. [PMID: 24706327 DOI: 10.1002/lary.24700] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2013] [Revised: 03/02/2014] [Accepted: 04/02/2014] [Indexed: 01/11/2023]
Abstract
OBJECTIVES/HYPOTHESIS Bone marrow stromal cell antigen 2 (BST2) was one of the proteins that were found to be related to tumor metastasis in our previous proteomic study. Now we examine its clinical role on the oral cavity squamous cell carcinoma (OSCC). STUDY DESIGN Individual retrospective cohort study and basic research. METHODS Immunohistochemical analysis, Western blotting, and quantitative real-time polymerase chain reaction were used to demonstrate the expression levels of BST2 on 159 OSCC tumors. RNA interference was utilized for cell migration and proliferation study in vitro. RESULTS BST2 expression was significantly higher in OSCC cells of metastatic lymph nodes and primary tumor cells, compared to adjacent normal epithelia. Higher BST2 expression was associated with positive N stage, advanced overall stage, perineural invasion, and tumor depth (P = .049, .015, .021, and .010, respectively). OSCC patients with higher BST2 expression had poorer prognosis for disease-specific and disease-free survival (P = .009 and .001, respectively). Multivariate analyses also demonstrated that higher BST2 expression is an independent prognostic factor of disease-specific and disease-free survival (P = .047 and .013, respectively). In vitro suppression of BST2 expression in OEC-M1 cells showed that BST2 contributes to tumor migration of OSCC cells. CONCLUSIONS The findings in this study indicate that BST2 expression in OSCC tumors is an independent prognostic factor of patient survival and associated with tumor metastasis.
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Affiliation(s)
- Ku-Hao Fang
- Department of Otorhinolaryngology-Head and Neck Surgery, Chang Gung Memorial Hospital, Tao-Yuan, Taiwan; Graduate Institute of Clinical Medical Sciences, College of Medicine, Chang Gung University, Tao-Yuan, Taiwan
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12
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Gu C, Gonzalez J, Zhang T, Kamel-Reid S, Wells RA. The aryl hydrocarbon receptor nuclear translocator (ARNT) modulates the antioxidant response in AML cells. Leuk Res 2013; 37:1750-6. [PMID: 24220583 DOI: 10.1016/j.leukres.2013.10.010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2013] [Revised: 10/11/2013] [Accepted: 10/12/2013] [Indexed: 10/26/2022]
Abstract
We observed AML cell lines vary in their sensitivity to induction of apoptosis by troglitazone (TG), which induces apoptosis through the generation of intracellular reactive oxygen species (ROS). TG-resistant cell lines had increased abundance of ARNT transcripts and protein. Expression of ARNT in TG-sensitive cells made these cells resistant to both TG and daunorubicin. ARNT-expressing cells had increased expression of SOD2 and Nrf2 transcripts and elevated intracellular GSH concentration. Our results indicate that ARNT expression in AML cells augments antioxidant response and confers resistance to ROS inducers. This suggests ARNT may modulate ROS signaling and drug response in AML.
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Affiliation(s)
- Chunhong Gu
- The J. Douglas Crashley MDS Research Laboratory, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, ON M4N 3M5, Canada
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13
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Chang KP, Wang CLA, Kao HK, Liang Y, Liu SC, Huang LL, Hseuh C, Hsieh YJ, Chien KY, Chang YS, Yu JS, Chi LM. Overexpression of caldesmon is associated with lymph node metastasis and poorer prognosis in patients with oral cavity squamous cell carcinoma. Cancer 2013; 119:4003-11. [DOI: 10.1002/cncr.28300] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2013] [Revised: 06/03/2013] [Accepted: 07/01/2013] [Indexed: 12/15/2022]
Affiliation(s)
- Kai-Ping Chang
- Department of Otolaryngology-Head & Neck Surgery; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
- Molecular Medicine Research Center; Chang Gung University; Tao-Yuan Taiwan
| | - Chih-Lueh Albert Wang
- Muscle and Motility Group; Boston Biomedical Research Institute; Watertown Massachusetts
| | - Huang-Kai Kao
- Department of Plastic and Reconstructive Surgery; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
| | - Ying Liang
- Molecular Medicine Research Center; Chang Gung University; Tao-Yuan Taiwan
| | - Shiau-Chin Liu
- Department of Otolaryngology-Head & Neck Surgery; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
| | - Ling-Ling Huang
- Department of Otolaryngology-Head & Neck Surgery; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
| | - Chuen Hseuh
- Department of Pathology; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
| | - Ya-Ju Hsieh
- Molecular Medicine Research Center; Chang Gung University; Tao-Yuan Taiwan
| | - Kun-Yi Chien
- Department of Biochemistry and Molecular Biology; Chang Gung University; Tao-Yuan Taiwan
| | - Yu-Sun Chang
- Molecular Medicine Research Center; Chang Gung University; Tao-Yuan Taiwan
| | - Jau-Song Yu
- Department of Biochemistry and Molecular Biology; Chang Gung University; Tao-Yuan Taiwan
| | - Lang-Ming Chi
- Molecular Medicine Research Center; Chang Gung University; Tao-Yuan Taiwan
- Department of Medical Research Development; Chang Gung Memorial Hospital; Tao-Yuan Taiwan
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14
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Immunoexpression of claudin-1 and Nm23-H1 in metastatic and nonmetastatic lower lip squamous-cell carcinoma. Appl Immunohistochem Mol Morphol 2013; 20:595-601. [PMID: 22531683 DOI: 10.1097/pai.0b013e3182505c22] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
The aim of this study was to evaluate the immunoexpression of claudin-1 and Nm23-H1 in metastatic and nonmetastatic lower lip squamous-cell carcinoma (LLSCC). Twenty LLSCCs with regional nodal metastasis and 20 LLSCCs without metastases were selected. The percentage of claudin-1 staining and the staining intensity and percentage of Nm23-H1 staining in each tumor core were assessed. Metastatic tumors exhibited higher expression of claudin-1 than nonmetastatic tumors (P = 0.030). Similarly, stage III and IV LLSCCs showed higher expression of claudin-1 than stages I and II (P = 0.026). The percentage of claudin-1 staining was scored as 2 in most well-differentiated and moderately differentiated tumors, whereas poorly differentiated tumors showed a relatively similar distribution of scores 2, 1, and 0 (P = 0.648). Regarding Nm23-H1, there was a predominance of negative cases for both metastatic and nonmetastatic tumors (P = 0.235). In addition, no significant differences in the percentage of Nm23-H1-negative and Nm23-H1-positive cases were observed regarding the clinical staging (P = 0.430) and the histologic grading of malignancy (P = 0.702). The results of this study suggest an important role of claudin-1 in the development of metastasis in LLSCCs. In contrast, the present findings do not support a significant role of Nm23-H1 in metastasis suppression of LLSCC.
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15
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Chen BS, Li CW. Analysing microarray data in drug discovery using systems biology. Expert Opin Drug Discov 2013; 2:755-68. [PMID: 23488963 DOI: 10.1517/17460441.2.5.755] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The innovation of present drug design focuses on new targets. However, compound efficacy and safety in human metabolism, including toxicity and pharmacokinetic profiles, but not target selection, are the criteria that determine which drug candidates enter the clinic. Systems biology approaches to disease are developed from the idea that disease-perturbed regulatory networks differ from their normal counterparts. Microarray data analyses reveal global changes in gene or protein expression in response to genetic and environmental changes and, accordingly, are well suited to construct the normal, disease-perturbed and drug-affected networks, which are useful for drug discovery in the pharmaceutical industry. The integration of modelling, microarray data and systems biology approaches will allow for a true breakthrough in in silico absorption, distribution, metabolism, excretion and toxicity assessment in drug design. Therefore, drug discovery through systems biology by means of microarray analyses could significantly reduce the time and cost of new drug development.
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Affiliation(s)
- Bor-Sen Chen
- National Tsing Hua University, Laboratory of Control and Systems Biology, 101, Sec 2, Kuang Fu Road, Hsinchu, 300, Taiwan
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16
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Exarchos KP, Goletsis Y, Fotiadis DI. A multiscale and multiparametric approach for modeling the progression of oral cancer. BMC Med Inform Decis Mak 2012; 12:136. [PMID: 23173873 PMCID: PMC3560119 DOI: 10.1186/1472-6947-12-136] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2012] [Accepted: 11/01/2012] [Indexed: 04/12/2023] Open
Abstract
Background In this work, we propose a multilevel and multiparametric approach in order to model the growth and progression of oral squamous cell carcinoma (OSCC) after remission. OSCC constitutes the major neoplasm of the head and neck region, exhibiting a quite aggressive nature, often leading to unfavorable prognosis. Methods We formulate a Decision Support System assembling a multitude of heterogeneous data sources (clinical, imaging tissue and blood genomic), aiming to capture all manifestations of the disease. Our primary aim is to identify the factors that dictate OSCC progression and subsequently predict potential relapses of the disease. The discrimination potential of each source of data is initially explored separately, and afterwards the individual predictions are combined to yield a consensus decision achieving complete discrimination between patients with and without a disease relapse. Moreover, we collect and analyze gene expression data from circulating blood cells throughout the follow-up period in consecutive time-slices, in order to model the temporal dimension of the disease. For this purpose a Dynamic Bayesian Network (DBN) is employed which is able to capture in a transparent manner the underlying mechanism dictating the disease evolvement, and employ it for monitoring the status and prognosis of the patients after remission. Results By feeding as input to the DBN data from the baseline visit we achieve accuracy of 86%, which is further improved to complete discrimination when data from the first follow-up visit are also employed. Conclusions Knowing in advance the progression of the disease, i.e. identifying groups of patients with higher/lower risk of reoccurrence, we are able to determine the subsequent treatment protocol in a more personalized manner.
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Affiliation(s)
- Konstantinos P Exarchos
- Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science and Engineering, University of Ioannina, GR45110 Ioannina, Greece.
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17
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Wilson GD, Marples B, Galoforo S, Geddes TJ, Thibodeau BJ, Grénman R, Akervall J. Isolation and genomic characterization of stem cells in head and neck cancer. Head Neck 2012; 35:1573-82. [PMID: 23108794 DOI: 10.1002/hed.23184] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/12/2012] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND This study investigated the use of 3 different established cell-sorting strategies to isolate and characterize stem cells from head and neck cancer cell lines. METHODS Five low-passage cell lines were subjected to cell sorting based on Hoechst side population, Aldefluor, and CD44 expression. Isolated cell populations were studied for gene expression, radiosensitivity, and chemosensitivity to cisplatin and paclitaxel. RESULTS Each sorting method identified a different set of genes associated with different gene ontology categories, with mitosis being the only common category. CD44-associated gene changes were almost exclusively associated with cell cycle and in particular mitosis. There were no significant differences in radiosensitivity or cisplatin sensitivity of stem or non-stem cells, but CD44-isolated stem cells were more resistant to paclitaxel. CONCLUSIONS This study suggested that CD44 may be the most promising cell-sorting strategy to isolate and investigate the impact of stem cells in head and neck squamous cell cancer (HNSCC).
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Affiliation(s)
- George D Wilson
- Department of Radiation Oncology, William Beaumont Hospital, Royal Oak, Michigan; Beaumont BioBank, William Beaumont Hospital, Royal Oak, Michigan
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18
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van Hooff SR, Leusink FKJ, Roepman P, Baatenburg de Jong RJ, Speel EJM, van den Brekel MWM, van Velthuysen MLF, van Diest PJ, van Es RJJ, Merkx MAW, Kummer JA, Leemans CR, Schuuring E, Langendijk JA, Lacko M, De Herdt MJ, Jansen JC, Brakenhoff RH, Slootweg PJ, Takes RP, Holstege FCP. Validation of a gene expression signature for assessment of lymph node metastasis in oral squamous cell carcinoma. J Clin Oncol 2012; 30:4104-10. [PMID: 23045589 DOI: 10.1200/jco.2011.40.4509] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
PURPOSE Current assessment of lymph node metastasis in patients with head and neck squamous cell carcinoma is not accurate enough to prevent overtreatment. The aim of this study was validation of a gene expression signature for distinguishing metastasizing (N+) from nonmetastasizing (N0) squamous cell carcinoma of the oral cavity (OSCC) and oropharynx (OPSCC) in a large multicenter cohort, using a diagnostic DNA microarray in a Clinical Laboratory Improvement Amendments/International Organization for Standardization-approved laboratory. METHODS A multigene signature, previously reported as predictive for the presence of lymph node metastases in OSCC and OPSCC, was first re-evaluated and trained on 94 samples using generic, whole-genome, DNA microarrays. Signature genes were then transferred to a dedicated diagnostic microarray using the same technology platform. Additional samples (n=222) were collected from all head and neck oncologic centers in the Netherlands and analyzed with the diagnostic microarray. Human papillomavirus status was determined by real-time quantitative polymerase chain reaction. RESULTS The negative predictive value (NPV) of the diagnostic signature on the entire validation cohort (n=222) was 72%. The signature performed well on the most relevant subset of early-stage (cT1-T2N0) OSCC (n=101), with an NPV of 89%. CONCLUSION Combining current clinical assessment with the expression signature would decrease the rate of undetected nodal metastases from 28% to 11% in early-stage OSCC. This should be sufficient to enable clinicians to refrain from elective neck treatment. A new clinical decision model that incorporates the expression signature is therefore proposed for testing in a prospective study, which could substantially improve treatment for this group of patients.
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Affiliation(s)
- Sander R van Hooff
- Molecular Cancer Research, University Medical Center Utrecht, PO Box 85500, 3508 GA Utrecht, the Netherlands
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19
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Harris T, Jimenez L, Kawachi N, Fan JB, Chen J, Belbin T, Ramnauth A, Loudig O, Keller CE, Smith R, Prystowsky MB, Schlecht NF, Segall JE, Childs G. Low-level expression of miR-375 correlates with poor outcome and metastasis while altering the invasive properties of head and neck squamous cell carcinomas. THE AMERICAN JOURNAL OF PATHOLOGY 2012; 180:917-928. [PMID: 22234174 DOI: 10.1016/j.ajpath.2011.12.004] [Citation(s) in RCA: 82] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Received: 05/26/2011] [Revised: 11/17/2011] [Accepted: 12/02/2011] [Indexed: 10/14/2022]
Abstract
Small, noncoding microRNAs (miRNAs) have been shown to be abnormally expressed in every tumor type examined. We used comparisons of global miRNA expression profiles of head and neck squamous cell carcinoma (HNSCC) samples and adjacent normal tissue to rank those miRNAs that were most significantly altered in our patient population. Rank Consistency Score analysis revealed miR-375 to have the most significantly lowered miRNA levels in tumors relative to matched adjacent nonmalignant tissue from the same patient among 736 miRNAs that were evaluated. This result has been previously observed by other groups; however, we extend this finding with the unique observation that low miR-375 expression levels correlate significantly with cancer survival and distant metastasis. In a study of 123 primary HNSCC patients using multivariable Cox proportional hazard ratios (HR) and 95% confidence intervals (CI), both death from disease (HR: 12.8, 95% CI: 3 to 49) and incidence of distant metastasis (HR: 8.7, 95% CI: 2 to 31) correlated with lower expression levels of miR-375 regardless of the site or stage of the tumor. In addition, we found that oral cavity tumor cell lines (eg, UMSCC1 and UMSCC47) overexpressing miR-375 were significantly less invasive in vitro than their matched empty vector controls. We conclude that miR-375 represents a potential prognostic marker of poor outcome and metastasis in HNSCC and that it may function by suppressing the tumor's invasive properties.
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Affiliation(s)
- Thomas Harris
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York
| | - Lizandra Jimenez
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York
| | - Nicole Kawachi
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York
| | | | - Jing Chen
- Illumina Inc., San Diego, California
| | - Tom Belbin
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York
| | - Andrew Ramnauth
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York
| | - Olivier Loudig
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York
| | - Christian E Keller
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York
| | - Richard Smith
- Department of Otorhinolaryngology-Head and Neck Surgery, Montefiore Medical Center, Bronx, New York
| | | | - Nicolas F Schlecht
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, New York
| | - Jeffrey E Segall
- Department of Anatomy and Structural Biology, Albert Einstein College of Medicine, Bronx, New York
| | - Geoffrey Childs
- Department of Pathology, Albert Einstein College of Medicine, Bronx, New York.
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20
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Hundt W, Yuh EL, Burbelko M, Kiessling A, Bednarski MD, Steinbach S. Gene expression analysis of SCC tumor cells in muscle tissue. Eur Arch Otorhinolaryngol 2011; 269:1653-63. [PMID: 22002462 DOI: 10.1007/s00405-011-1799-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2011] [Accepted: 09/26/2011] [Indexed: 10/17/2022]
Abstract
The purpose of this study was to evaluate microarray technology of HNSCC cells in muscle tissue. 200 SCCVII tumor cells were injected intramuscularly into the right flank of ten C3H/Km mice each. One week later the animals were killed and the tissue taken out. Histology (H&E staining) and microarray of the tissue were performed. Histology showed a few tumor cells between the muscle fibers. Microarray technology showed different gene expression pattern of the muscle tissue with SCCVII cells in comparison with normal muscle tissue. Only those genes showing a fold change difference of 5 or higher were considered. Gene expression analysis revealed changes in the expression levels of SCCVII cells in muscle tissue in 220 genes. Significant gene expression differences between SCCVII cells in muscle tissue and pure muscle tissue could be seen.
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Affiliation(s)
- Walter Hundt
- Department of Radiology, Philipps University Marburg, Marburg, Germany.
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21
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Chang KP, Yu JS, Chien KY, Lee CW, Liang Y, Liao CT, Yen TC, Lee LY, Huang LL, Liu SC, Chang YS, Chi LM. Identification of PRDX4 and P4HA2 as metastasis-associated proteins in oral cavity squamous cell carcinoma by comparative tissue proteomics of microdissected specimens using iTRAQ technology. J Proteome Res 2011; 10:4935-47. [PMID: 21859152 DOI: 10.1021/pr200311p] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Cervical lymph node metastasis represents the major prognosticator for oral cavity squamous cell carcinoma (OSCC). Here, we used an iTRAQ-based quantitative proteomic approach to identify proteins that are differentially expressed between microdissected primary and metastatic OSCC tumors. The selected candidates were examined in tissue sections via immunohistochemistry, and their roles in OSCC cell function investigated using RNA interference. Seventy-four differentially expressed proteins in nodal metastases, including PRDX4 and P4HA2, were identified. Immunohistochemical analysis revealed significantly higher levels of PRDX4 and P4HA2 in tumor cells than adjacent non-tumor epithelia (P < 0.0001 and P < 0.0001, respectively), and even higher expression in the 31 metastatic tumors of lymph nodes, compared to the corresponding primary tumors (P = 0.060 and P = 0.002, respectively). Overexpression of PRDX4 and P4HA2 was significantly associated with positive pN status (P = 0.048 and P = 0.021, respectively). PRDX4 overexpression was a significant prognostic factor for disease-specific survival in both univariate and multivariate analyses (P = 0.034 and P = 0.032, respectively). Additionally, cell migration and invasiveness were attenuated in OEC-M1 cells upon in vitro knockdown of PRDX4 and P4HA2 with specific interfering RNA. Novel metastasis-related prognostic markers for OSCC could be identified by our approach.
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Affiliation(s)
- Kai-Ping Chang
- Department of Otolaryngology-Head & Neck Surgery, Chang Gung Memorial Hospital, Tao-Yuan, Taiwan
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22
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Hunter K, Parkinson EK, Thakker N. An overview of the molecular pathology of head and neck cancer, and its clinical implications. Periodontol 2000 2011; 57:132-49. [DOI: 10.1111/j.1600-0757.2011.00387.x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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Liu X, Kolokythas A, Wang J, Huang H, Zhou X. Gene Expression Signatures of Lymph Node Metastasis in Oral Cancer: Molecular Characteristics and Clinical Significances. CURRENT CANCER THERAPY REVIEWS 2010; 6:294-307. [PMID: 21709736 PMCID: PMC3122885 DOI: 10.2174/157339410793358066] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Even though lymph node metastasis accounts for the vast majority of cancer death in patients with oral cancer (OC), the molecular mechanisms of lymph node metastasis remain elusive. Genome-wide microarray analyses and functional studies in vitro and in vivo, along with detailed clinical observations, have identified a number of molecules that may contribute to lymph node metastasis. These include lymphangionenic cytokines, cell adhesion molecules, basement membrane-interacting molecules, matrix enzymes and relevant downstream signaling pathways. However, defined gene signatures from different studies are highly variable, which hinders their translation to clinically relevant applications. To date, none of the identified signatures or molecular biomarkers has been successfully implemented as a diagnostic or prognostic tool applicable to routine clinical practice. In this review, we will first introduce the significance of lymph node metastasis in OC, and clinical/experimental evidences that support the underlying molecular mechanisms. We will then provide a comprehensive review and integrative analysis of the existing gene expression studies that aim to identify the metastasis-related signatures in OC. Finally, the remaining challenges will be discussed and our insights on future directions will be provided.
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Affiliation(s)
- Xiqiang Liu
- Center for Molecular Biology of Oral Diseases, College of Dentistry, University of Illinois at Chicago, Chicago, IL
- Research Institute & the Affiliated Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China
| | - Antonia Kolokythas
- Department of Oral and Maxillofacial Surgery, College of Dentistry, University of Illinois at Chicago, Chicago, IL
| | - Jianguang Wang
- Department of Oral and Maxillofacial Surgery, the Second Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Hongzhang Huang
- Research Institute & the Affiliated Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China
| | - Xiaofeng Zhou
- Center for Molecular Biology of Oral Diseases, College of Dentistry, University of Illinois at Chicago, Chicago, IL
- Research Institute & the Affiliated Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China
- Graduate College, and UIC Cancer Center, University of Illinois at Chicago, Chicago, IL
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24
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Reis PP, Tomenson M, Cervigne NK, Machado J, Jurisica I, Pintilie M, Sukhai MA, Perez-Ordonez B, Grénman R, Gilbert RW, Gullane PJ, Irish JC, Kamel-Reid S. Programmed cell death 4 loss increases tumor cell invasion and is regulated by miR-21 in oral squamous cell carcinoma. Mol Cancer 2010; 9:238. [PMID: 20831814 PMCID: PMC2949797 DOI: 10.1186/1476-4598-9-238] [Citation(s) in RCA: 108] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2010] [Accepted: 09/10/2010] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND The tumor suppressor Programmed Cell Death 4 (PDCD4) has been found to be under-expressed in several cancers and associated with disease progression and metastasis. There are no current studies characterizing PDCD4 expression and its clinical relevance in Oral Squamous Cell Carcinoma (OSCC). Since nodal metastasis is a major prognostic factor in OSCC, we focused on determining whether PDCD4 under-expression was associated with patient nodal status and had functional relevance in OSCC invasion. We also examined PDCD4 regulation by microRNA 21 (miR-21) in OSCC. RESULTS PDCD4 mRNA expression levels were assessed in 50 OSCCs and 25 normal oral tissues. PDCD4 was under-expressed in 43/50 (86%) OSCCs, with significantly reduced mRNA levels in patients with nodal metastasis (p = 0.0027), and marginally associated with T3-T4 tumor stage (p = 0.054). PDCD4 protein expression was assessed, by immunohistochemistry (IHC), in 28/50 OSCCs and adjacent normal tissues; PDCD4 protein was absent/under-expressed in 25/28 (89%) OSCCs, and marginally associated with nodal metastasis (p = 0.059). A matrigel invasion assay showed that PDCD4 expression suppressed invasion, and siRNA-mediated PDCD4 loss was associated with increased invasive potential of oral carcinoma cells. Furthermore, we showed that miR-21 levels were increased in PDCD4-negative tumors, and that PDCD4 expression may be down-regulated in OSCC by direct binding of miR-21 to the 3'UTR PDCD4 mRNA. CONCLUSIONS Our data show an association between the loss of PDCD4 expression, tumorigenesis and invasion in OSCC, and also identify a mechanism of PDCD4 down-regulation by microRNA-21 in oral carcinoma. PDCD4 association with nodal metastasis and invasion suggests that PDCD4 may be a clinically relevant biomarker with prognostic value in OSCC.
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Affiliation(s)
- Patricia P Reis
- Division of Applied Molecular Oncology, Princess Margaret Hospital, Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada.
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Lallemant B, Evrard A, Combescure C, Chapuis H, Chambon G, Raynal C, Reynaud C, Sabra O, Joubert D, Hollande F, Lallemant JG, Lumbroso S, Brouillet JP. Clinical relevance of nine transcriptional molecular markers for the diagnosis of head and neck squamous cell carcinoma in tissue and saliva rinse. BMC Cancer 2009; 9:370. [PMID: 19835631 PMCID: PMC2767357 DOI: 10.1186/1471-2407-9-370] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2009] [Accepted: 10/18/2009] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Analysis of 23 published transcriptome studies allowed us to identify nine genes displaying frequent alterations in HNSCC (FN1, MMP1, PLAU, SPARC, IL1RN, KRT4, KRT13, MAL, and TGM3). We aimed to independently confirm these dysregulations and to identify potential relationships with clinical data for diagnostic, staging and prognostic purposes either at the tissue level or in saliva rinse. METHODS For a period of two years, we systematically collected tumor tissue, normal matched mucosa and saliva of patients diagnosed with primary untreated HNSCC. Expression levels of the nine genes of interest were measured by RT-qPCR in tumor and healthy matched mucosa from 46 patients. MMP1 expression level was measured by RT-qPCR in the salivary rinse of 51 HNSCC patients and 18 control cases. RESULTS Dysregulation of the nine genes was confirmed by the Wilcoxon test. IL1RN, MAL and MMP1 were the most efficient diagnostic markers of HNSCC, with ROC AUC > 0.95 and both sensitivity and specificity above 91%. No clinically relevant correlation was found between gene expression level in tumor and T stage, N stage, tumor grade, global survival or disease-free survival. Our preliminary results suggests that with 100% specificity, MMP1 detection in saliva rinse is potentially useful for non invasive diagnosis of HNSCC of the oral cavity or oropharynx, but technical improvement is needed since sensitivity was only 20%. CONCLUSION IL1RN, MAL and MMP1 are prospective tumor diagnostic markers for HNSCC. MMP1 overexpression is the most promising marker, and its detection could help identify tumor cells in tissue or saliva.
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Affiliation(s)
- Benjamin Lallemant
- Service d'ORL et Chirurgie Maxillo-faciale, Centre Hospitalier Universitaire de Nîmes, Place du Pr, Robert Debré, 30029 Nîmes Cedex 9, France.
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Vardar-Sengul S, Arora S, Baylas H, Mercola D. Expression profile of human gingival fibroblasts induced by interleukin-1beta reveals central role of nuclear factor-kappa B in stabilizing human gingival fibroblasts during inflammation. J Periodontol 2009; 80:833-49. [PMID: 19405838 DOI: 10.1902/jop.2009.080483] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND Interleukin (IL)-1beta is a key cytokine in the pathogenesis of periodontitis, and it induces inflammatory mediators in periodontal diseases. We developed immortalized human gingival fibroblasts (HGFs), investigated the effects of IL-1beta on the gene expression using expression arrays containing approximately 40,000 genes, and tested the role of nuclear factor-kappa B (NF-kappaB) in maintaining an activated HGF population. METHODS Total RNA was isolated from IL-1beta-induced and mock-induced control cells. Gene expression analyses were performed using expression arrays and confirmed by quantitative real-time polymerase chain reaction. Western blot analysis to show inhibitor of kappa B-alpha (IkappaBalpha) phosphorylation and immunostaining of cells for NF-kappaB nuclear translocation were performed. Apoptosis was confirmed by assay of poly ADP-ribose polymerase (PARP) cleavage. RESULTS A total of 382 probe sets corresponding to 254 genes were differentially expressed in IL-1beta-induced cells (P <0.001). A total of 215 genes were upregulated, and 39 genes were downregulated. Most notable NF-kappaB pathway members (NFkappaB1, NFkappaB2, IkappaBalpha, IkappaBepsilon, IkappaBzeta, REL, RELB, and TA-NFKBH) were upregulated. IkappaBalpha was phosphorylated, and NF-kappaB accumulated in the nucleus. An IL-1beta-induced set of 27 genes was downregulated by an NF-kappaB inhibitor, leading to a decreased number of viable cells and suggesting an antiapoptotic role for NF-kappaB. CONCLUSIONS IL-1beta leads to a large number of significant expression changes consistent with a pathologic role in periodontitis, including enhancement of inflammatory cytokines, chemokines, transcription factors, matrix metalloproteinases, adhesion molecules, and especially NF-kappaB-dependent antiapoptotic genes. NF-kappaB activation blocks apoptosis, thereby stabilizing the HGF population in inflammation.
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Affiliation(s)
- Saynur Vardar-Sengul
- Department of Pathology and Laboratory Medicine, University of California, Irvine, Irvine, CA, USA
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27
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Childs G, Fazzari M, Kung G, Kawachi N, Brandwein-Gensler M, McLemore M, Chen Q, Burk RD, Smith RV, Prystowsky MB, Belbin TJ, Schlecht NF. Low-level expression of microRNAs let-7d and miR-205 are prognostic markers of head and neck squamous cell carcinoma. THE AMERICAN JOURNAL OF PATHOLOGY 2009; 174:736-45. [PMID: 19179615 DOI: 10.2353/ajpath.2009.080731] [Citation(s) in RCA: 271] [Impact Index Per Article: 18.1] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Small noncoding microRNAs (miRNAs) have been shown to be abnormally expressed in every tumor type examined. The importance of miRNAs as potential cancer prognostic indicators is underscored by their involvement in the regulation of basic cellular processes such as cell proliferation, differentiation, and apoptosis. In this study, miRNA expression profiles of head and neck squamous cell carcinoma (HNSCC) tumor and adjacent normal tissue were examined by microarray analysis and validated by quantitative TaqMan real-time polymerase chain reaction. Using TaqMan real-time polymerase chain reaction we measured the quantitative associations between a subset of miRNAs identified on microarrays in primary tumors at diagnosis and cancer survival in a cohort of 104 HNSCC patients undergoing treatment with curative intent. The majority of miRNAs exhibiting altered expression in primary human HNSCC tumors (including miR-1, miR-133a, miR-205, and let-7d) show lower expression levels relative to normal adjacent tissue. In contrast, hsa-miR-21 is frequently overexpressed in human HNSCC tumors. Using univariate and multivariable statistical models we show that low levels of hsa-miR205 are significantly associated with loco-regional recurrence independent of disease severity at diagnosis and treatment. In addition, combined low levels of hsa-miR-205 and hsa-let-7d expression in HNSCC tumors are significantly associated with poor head and neck cancer survival Our results show that miRNA expression levels can be used as prognostic markers of head and neck cancer.
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Affiliation(s)
- Geoffrey Childs
- Department of Pathology, Albert Einstein College of Medicine, 1300 Morris Park Ave., Bronx, NY 10461, USA.
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Dos Reis PP, Bharadwaj RR, Machado J, Macmillan C, Pintilie M, Sukhai MA, Perez-Ordonez B, Gullane P, Irish J, Kamel-Reid S. Claudin 1 overexpression increases invasion and is associated with aggressive histological features in oral squamous cell carcinoma. Cancer 2009; 113:3169-80. [PMID: 18991282 DOI: 10.1002/cncr.23934] [Citation(s) in RCA: 87] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND The authors have previously shown that overexpression of claudin 1 (CLDN1) is associated with advanced disease stage in oral squamous cell carcinomas (OSCCs). Their goal was to examine CLDN1 expression in a large series of primary OSCCs and to further investigate whether CLDN1 overexpression plays a role in invasion in OSCC. METHODS CLDN1 gene expression levels were determined by quantitative real-time reverse transcription polymerase chain reaction (QRT-PCR) in 100 primary OSCCs. CLDN1 protein expression was examined by immunohistochemistry in 70 of 100 OSCCs. E-Cadherin protein levels were also assessed in 58 OSCCs. The authors performed a transwell Matrigel invasion assay for assessment of the invasive potential of CLDN1 overexpressing oral carcinoma cells. Western blotting and QRT-PCR were used to assess CLDN1 expression in transfected cells and controls. RESULTS CLDN1 mRNA was increased (median = 18.5) in 79 of 100 OSCCs, compared with normal oral mucosa (expression = 1.0). CLDN1 overexpression was associated with angiolymphatic (P = .037) and perineural invasion (P = .051). CLDN1 was highly expressed in 48 of 70 (68%) OSCCs. E-Cadherin was lost or underexpressed in 49 of 58 (84%) OSCCs. The invasion assay showed that cells overexpressing CLDN1 have increased invasive potential, whereas small interfering RNA-mediated depletion of CLDN1 decreased the invasive potential of cells. CONCLUSIONS CLDN1 overexpression is associated with angiolymphatic and perineural invasion, consistent with aggressive tumor behavior. Overexpression of CLDN1 protein is associated with increased invasiveness of oral carcinoma cells.
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Affiliation(s)
- Patricia Pintor Dos Reis
- Division of Applied Molecular Oncology, Princess Margaret Hospital, University Health Network, Toronto, Ontario, Canada
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Mojica WD, Stein L, Hawthorn L. Universal Reference RNA is not a representative normal sample for oligonucleotide microarray studies. Pathol Oncol Res 2008; 14:243-51. [PMID: 18553159 DOI: 10.1007/s12253-008-9068-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2008] [Accepted: 05/16/2008] [Indexed: 12/31/2022]
Abstract
Translational research has been defined as the scientific study using human material that will ultimately generate patient specific data. A major caveat in human directed study is the availability of high quality and quantities of patient derived homogeneous cells for analysis. Whereas there exist sources for which tumor tissue and blood samples can be made available, the same cannot be said for normal tissue. The absence of normal control tissue has led to the creation of pooled cell lines and tissues for purchase known as "reference RNA". Although initially created for purposes of standardization, the difficulty associated with acquiring normal tissue has led some investigators to use sources of universal pooled RNA for comparative analysis with clinical tissue specimens. In order to study the effects of using Universal Reference RNA on expression profiling experiments we have evaluated the performance of universal RNA compared to RNA obtained from a purified population of colon epithelial cells in defining a set of altered transcripts in colon cancer.
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Affiliation(s)
- Wilfrido D Mojica
- Department of Pathology, University at Buffalo, State University of New York, Buffalo, NY 14203, USA.
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Liu CJ, Liu TY, Kuo LT, Cheng HW, Chu TH, Chang KW, Lin SC. Differential gene expression signature between primary and metastatic head and neck squamous cell carcinoma. J Pathol 2008; 214:489-97. [PMID: 18213732 DOI: 10.1002/path.2306] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Head and neck squamous cell carcinoma (HNSCC) is a world-wide malignancy. This study aimed to identify differential gene expression associated with the progression of disease from primary to metastatic HNSCC. Microdissection retrieved pure epithelial cells from paired primary tumours and cervical lymph node metastasis. cDNA microarray analysis and algorithm grouping identified differential mRNA expression of 301 genes. Quantitative reverse transcription-polymerase chain reaction analysis clarified the up-regulation of CCL19, CR2, EGR2, FUCA1, RGS1, and SELL, as well as the down-regulation of IGFBP6 and KLK8 in nodal metastasis compared to primary tumours. Immunohistochemistry confirmed the up-regulation of SELL and down-regulation of IGFBP6 in nodal metastasis relative to primary tumours. Interestingly, primary tumours exhibiting higher FUCA1 and SELL expression were associated with significantly worse patient survival. In OECM-1 HNSCC cells, inhibition of proliferation, migration, and anchorage-independent growth was noted following knockdown of SELL expression. In SAS HNSCC cells, expression of exogenous SELL resulted in increased invasion, anchorage-independent growth, and xenographic tumourigenesis in nude mice. Knockdown of FUCA1 and treatment with IGFBP6 inhibited the migration of OECM-1 cells. Knockdown of RGS1 inhibited the anchorage-independent growth of SAS cells. Our results provide a useful gene signature profile describing the factors underlying the metastasis of HNSCC to cervical lymph nodes, which may be beneficial for the treatment of HNSCC metastasis.
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Affiliation(s)
- C-J Liu
- Department of Oral and Maxillofacial, surgery Taipei MacKay Memorial Hospital, Taipei, Taiwan
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CPA6, FMO2, LGI1, SIAT1 and TNC are differentially expressed in early- and late-stage oral squamous cell carcinoma--a pilot study. Oral Oncol 2008; 44:941-8. [PMID: 18234543 DOI: 10.1016/j.oraloncology.2007.10.011] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2007] [Revised: 07/07/2007] [Accepted: 10/25/2007] [Indexed: 01/10/2023]
Abstract
To identify novel genes that could be involved in oncogenesis of oral squamous cell carcinoma a microarray-based gene-expression analysis was performed using tumour samples from patients with low-stage (n=4) and high-stage (n=4) disease in a pilot study. Genes (601) were found to be significantly regulated in cancer tissue compared to adjacent intraindividual mucosa controls. Genes (25) were identified with differences in their regulation comparing samples from early-stage cancer with those from advanced disease. The gene expression pattern of 5 of 7 genes examined by real-time-PCR verified the results received from the microarray-experiment. Among these, FMO2, CPA6, TNC and SIAT1 were significantly upregulated in early disease stages. LGI1 gene expression was significantly enhanced in normal adjacent mucosa of patients with early-stage disease without showing a differential expression in carcinoma biopsies. With this pilot study several novel genes were identified, which could be related to early and late stage disease. Hypotheses from these findings are discussed and have to be confirmed in a larger study sample.
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Takes RP, Rinaldo A, Pablo Rodrigo J, Devaney KO, Fagan JJ, Ferlito A. Can biomarkers play a role in the decision about treatment of the clinically negative neck in patients with head and neck cancer? Head Neck 2008; 30:525-38. [DOI: 10.1002/hed.20759] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
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Belbin TJ, Bergman A, Brandwein-Gensler M, Chen Q, Childs G, Garg M, Haigentz M, Hogue-Angeletti R, Moadel R, Negassa A, Owen R, Prystowsky MB, Schiff B, Schlecht NF, Shifteh K, Smith RV, Zheng X. Head and neck cancer: reduce and integrate for optimal outcome. Cytogenet Genome Res 2007; 118:92-109. [PMID: 18000360 DOI: 10.1159/000108290] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2007] [Accepted: 02/09/2007] [Indexed: 01/14/2023] Open
Affiliation(s)
- T J Belbin
- Department of Pathology, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, USA
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Pramana J, Van den Brekel MWM, van Velthuysen MLF, Wessels LFA, Nuyten DS, Hofland I, Atsma D, Pimentel N, Hoebers FJP, Rasch CRN, Begg AC. Gene expression profiling to predict outcome after chemoradiation in head and neck cancer. Int J Radiat Oncol Biol Phys 2007; 69:1544-52. [PMID: 17931799 DOI: 10.1016/j.ijrobp.2007.08.032] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2007] [Revised: 08/07/2007] [Accepted: 08/07/2007] [Indexed: 12/21/2022]
Abstract
PURPOSE The goal of the present study was to improve prediction of outcome after chemoradiation in advanced head and neck cancer using gene expression analysis. MATERIALS AND METHODS We collected 92 biopsies from untreated head and neck cancer patients subsequently given cisplatin-based chemoradiation (RADPLAT) for advanced squamous cell carcinomas (HNSCC). After RNA extraction and labeling, we performed dye swap experiments using 35k oligo-microarrays. Supervised analyses were performed to create classifiers to predict locoregional control and disease recurrence. Published gene sets with prognostic value in other studies were also tested. RESULTS Using supervised classification on the whole series, gene sets separating good and poor outcome could be found for all end points. However, when splitting tumors into training and validation groups, no robust classifiers could be found. Using Gene Set Enrichment analysis, several gene sets were found to be enriched in locoregional recurrences, although with high false-discovery rates. Previously published signatures for radiosensitivity, hypoxia, proliferation, "wound," stem cells, and chromosomal instability were not significantly correlated with outcome. However, a recently published signature for HNSCC defining a "high-risk" group was shown to be predictive for locoregional control in our dataset. CONCLUSION Gene sets can be found with predictive potential for locoregional control after combined radiation and chemotherapy in HNSCC. How treatment-specific these gene sets are needs further study.
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Affiliation(s)
- Jimmy Pramana
- Division of Experimental Therapy, The Netherlands Cancer Institute, Amsterdam, the Netherlands
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35
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Roman E, Raez LE, Santos ES. Induction chemotherapy in the management of squamous cell carcinoma of the head and neck. Expert Rev Anticancer Ther 2006; 6:1205-15. [PMID: 17020455 DOI: 10.1586/14737140.6.9.1205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Platinum-based chemotherapy administered concurrently with radiation has been adopted as the standard treatment for locally advanced head and neck squamous cell carcinoma. Historically, randomized trials using induction chemotherapy prior to radiation therapy alone have failed to demonstrate a clear survival advantage, and concurrent chemoradiation has delivered better results than previously obtained with radiation therapy alone, establishing the benefit of adding chemotherapy. This method of treatment, together with new modalities of therapy and novel agents, has reintroduced the question of induction chemotherapy before definitive chemoradiation. Systemic chemotherapy offers a better possibility of reducing systemic metastasis and improving cosmetic appearance. This article reviews developing trends using induction chemotherapy followed by chemoradiation in patients with head and neck squamous cell carcinoma.
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Affiliation(s)
- Eloy Roman
- University of Miami, School of Medicine, Division of Hematology - Medical Oncology, Sylvester Comprehensive Cancer Center, 1475 NW 12 Avenue, Miami, FL 33136, USA.
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Wandall HH, Dabelsteen S, Sørensen JA, Krogdahl A, Mandel U, Dabelsteen E. Molecular basis for the presence of glycosylated onco-foetal fibronectin in oral carcinomas: the production of glycosylated onco-foetal fibronectin by carcinoma cells. Oral Oncol 2006; 43:301-9. [PMID: 16857413 DOI: 10.1016/j.oraloncology.2006.03.005] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2006] [Revised: 03/07/2006] [Accepted: 03/08/2006] [Indexed: 12/29/2022]
Abstract
Glycosylated onco-foetal fibronectin (GOF) deposited in the stroma of oral squamous cell carcinomas correlates with survival. One of the two polypeptide GalNAc-transferases, GalNAc-T3 or GalNAc-T6, is required for the biosynthesis of GOF by the initiation of a unique O-glycan in the alternative spliced IIICS region. Using cell culture experiments, immunohistochemical staining of primary tissue, and RT-PCR of tumour cells isolated by laser capture techniques we have examined the molecular basis for the production of GOF in oral carcinomas. Immuno-histochemical investigation confirmed the stromal deposition of GOF in oral carcinomas. However, neither GalNAc-T3 nor GalNAc-T6 could be detected in stromal fibroblasts. In contrast both transferases were present in the oral squamous carcinoma cells, suggesting that GOF is produced by the oral cancer cells and not only the stromal cells. RT-PCR analysis of RNA isolated from carcinoma cells provided further support for this conclusion by demonstrating in-splicing of the alternative spliced IIICS domain in GOF.
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Affiliation(s)
- Hans H Wandall
- Department of Oral Diagnostics, The Faculty of Health Sciences, University of Copenhagen, Nørre Alle 20, DK-2200 Copenhagen N, Denmark
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Perez-Ordoñez B, Beauchemin M, Jordan RCK. Molecular biology of squamous cell carcinoma of the head and neck. J Clin Pathol 2006; 59:445-53. [PMID: 16644882 PMCID: PMC1860277 DOI: 10.1136/jcp.2003.007641] [Citation(s) in RCA: 190] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Squamous cell carcinoma of the head and neck (HNSCC) is a heterogeneous but largely preventable disease with complex molecular abnormalities. It arises from a premalignant progenitor followed by outgrowth of clonal populations associated with cumulative genetic alterations and phenotypic progression to invasive malignancy. These genetic alterations result in inactivation of multiple tumour suppressor genes and activation of proto-oncogenes, including p16(ink4A), p53, cyclin D1, p14(ARF), FHIT, RASSF1A, epidermal growth factor receptor (EGFR), and Rb. Intramucosal migration and clonal expansion of transformed cells with formation of abnormal genetic fields appear to be responsible for local recurrences and development of second primary tumours.
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Affiliation(s)
- B Perez-Ordoñez
- Department of Pathology, University Health Network, and Department of Pathobiology and Laboratory Medicine, University of Toronto, Ontario, Canada.
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Abstract
PURPOSE OF REVIEW This review focuses on oral cancer disease mechanisms and discusses ongoing research to identify molecular signatures or biomarkers for oral cancer. Other areas covered include the analysis, validation, and predictive value of these markers. RECENT FINDINGS During the past years, progress has been made in the oral cancer genetic markers field, which includes alterations of the p53 tumor suppressor protein, the inactivation of cyclin dependant kinase inhibitors (e.g. p16) and the overexpression of the epidermal growth factor receptor. Many of these markers are thought to have potential clinical interest, yet few of them are being used in a clinical setting for oral cancer management. The particular modifications that characterize each step of oral cancer progression can now be profiled by several high throughput discovery techniques. Genomic and proteomic studies of oral cancer tissues, plasma, and saliva of oral cancer patients, have allowed the identification of several promising cancer signatures. SUMMARY Important progress has been made in the molecular understanding of oral cancer and its application for diagnosis, prognosis and treatment. The increased efforts in translational research will result in earlier diagnosis of oral cancer, better knowledge of prognostic factors, and the development of targeted treatment regimens based on patients' clinical and biological characteristics at presentation.
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Affiliation(s)
- Brigitta M N Brinkman
- School of Dentistry, Dental Research Institute, University of California Los Angeles, Los Angeles, California, USA
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40
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Abstract
Future developments in the realms of nanotechnology and directed therapeutics will alter the diagnosis and treatment of oral cancer relative to contemporary treatment modalities. Continued experience and investigation will determine the clinical usefulness of the various technologies that have been described in this article.
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Affiliation(s)
- Wounjhang Park
- Department of Electrical & Computer Engineering, University of Colorado, UCB 425, Boulder, CO 80309-0425, USA
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41
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Giri U, Ashorn CL, Ramdas L, Stivers DN, Coombes K, El-Naggar AK, Ang KK, Story MD. Molecular signatures associated with clinical outcome in patients with high-risk head-and-neck squamous cell carcinoma treated by surgery and radiation. Int J Radiat Oncol Biol Phys 2006; 64:670-7. [PMID: 16289374 DOI: 10.1016/j.ijrobp.2005.08.032] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2005] [Revised: 08/23/2005] [Accepted: 08/26/2005] [Indexed: 12/15/2022]
Abstract
PURPOSE The local-regional control rate for advanced head-and-neck squamous cell carcinoma (HNSCC) remains poor and is unpredictable for a given individual. This study examined whether gene expression patterns developed from tumors from surgicopathologic, criteria-defined, high-risk HNSCC patients could be correlated with clinical outcomes, namely, metastasis or nonrecurrent disease. METHODS AND MATERIALS Fifteen primary tumors from patients treated with a consistent protocol of surgery followed by radiotherapy were examined. Seven of these tumors were from high-risk patients who developed distant metastasis (DM), and eight tumors were from patients with no recurrence (NR) (median follow-up, 59 months). RESULTS Unsupervised clustering of gene expression did not separate the two groups from one another, but when supervised methodologies were applied, 205 genes discriminated the two groups. Within the DM group, genes associated with cell growth and proliferation; DNA replication, recombination, and repair; antiapoptotic pathways; cell adhesion; and angiogenesis were identified. For NR samples, discriminatory genes were associated with the onset of apoptosis. CONCLUSIONS Our data suggest that gene expression analysis of surgically excised HNSCC tumors from patients considered at high risk for recurrence has the potential to identify individuals susceptible to metastasis on the basis of distinct gene-expression patterns. These patients would be ideal candidates for testing systemic therapy.
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Affiliation(s)
- Uma Giri
- Department of Experimental Radiation Oncology, University of Texas M.D. Anderson Cancer Center, Houston, TX, USA
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Abstract
Intensive research efforts during the last several decades have increased our understanding of carcinogenesis, and have identified a genetic basis for the multi-step process of cancer development. Tumors grow through a process of clonal expansion driven by mutation. Several forms of molecular alteration have been described in human cancers, and these can be generally classified as chromosomal abnormalities and nucleotide sequence abnormalities. Most cancer cells display a phenotype characterized by genomic hypermutability, suggesting that genomic instability may precede the acquisition of transforming mutations in critical target genes. Reduced to its essence, cancer is a disease of abnormal gene expression, and these genetic abnormalities contribute to cancer pathogenesis through inactivation of negative mediators of cell proliferation (including tumor suppressor genes) and activation of positive mediators of cell proliferation (including proto-oncogenes). In several human tumor systems, specific genetic alterations have been shown to correlate with well-defined histopathological stages of tumor development and progression. Although the significance of mutations to the etiological mechanisms of tumor development has been debated, a causal role for such genetic lesions is now commonly accepted for most human cancers. Thus, genetic lesions represent an integral part of the processes of neoplastic transformation, tumorigenesis, and tumor progression, and as such represent potentially valuable markers for cancer detection and staging.
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Affiliation(s)
- William B Coleman
- Department of Pathology and Laboratory Medicine, Curriculum in Toxicology, UNC Lineberger Comprehensive Cancer Center, University of North Carolina School of Medicine, Chapel Hill NC, 27599, USA.
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Choi P, Chen C. Genetic expression profiles and biologic pathway alterations in head and neck squamous cell carcinoma. Cancer 2005; 104:1113-28. [PMID: 16092115 DOI: 10.1002/cncr.21293] [Citation(s) in RCA: 74] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Head and neck squamous cell carcinoma (HNSCC) is associated with considerable mortality and morbidity and is a major public health concern worldwide. To date, > 20 studies incorporating DNA microarray analyses have examined genomewide genetic expression changes associated with the development of HNSCC. The authors identified published reports of genetic expression profiles of HNSCC by Medline database search. They performed a review of the reports to identify genes that have been found repeatedly to exhibit substantially altered expression in HNSCC. Genes with altered expression were subsequently examined in the context of defined biologic systems with the use of GenMapp 2.0 pathway analysis software. Genes most commonly found to exhibit altered expression were those encoding for cytoskeletal and extracellular matrix proteins, inflammatory mediators, proteins involved in epidermal differentiation, and cell adhesion molecules. Results of GenMapp 2.0 analysis suggested global down-regulation of genes that encode for ribosomal proteins and enzymes in the cholesterol biosynthesis pathway; and up-regulation of genes that encode for matrix metalloproteinases and genes that bear on the inflammatory response. The review indicated that there are several genes and pathways that exhibit substantially altered expression in cancerous versus noncancerous states across studies. Further investigation into the genomic, proteomic, and functional consequences of these gene expression alterations may provide insight into the pathophysiology of HNSCC.
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Affiliation(s)
- Peter Choi
- Department of Otolaryngology-Head and Neck Surgery, University of Washington, Seattle, 98109, USA
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Mäkitie AA, Pintor Dos Reis P, Arora S, Macmillan C, Warner GC, Sukhai M, Dardick I, Perez-Ordonez B, Wells R, Brown D, Gilbert R, Freeman J, Gullane P, Irish J, Kamel-Reid S. Molecular characterization of salivary gland malignancy using the Smgb-Tag transgenic mouse model. J Transl Med 2005; 85:947-61. [PMID: 15880136 DOI: 10.1038/labinvest.3700288] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
The molecular mechanisms underlying salivary gland tumorigenesis remain unclear. In order to identify genetic changes that occur during the development of invasive adenocarcinoma from normal salivary gland, we used the Smgb-Tag transgenic mouse model. This transgene induces the progressive development of dysplasia to invasive adenocarcinoma in the submandibular salivary gland. Gene expression patterns from 20 submandibular glands (two normal, nine dysplasia and nine adenocarcinoma samples) were assessed using a mouse 15 K cDNA array. Unsupervised hierarchical clustering was used to group gene expression based on 157 differentially expressed genes distinguishing between dysplasias and adenocarcinomas. Further analysis identified 25 significantly overexpressed and 28 underexpressed cDNA sequences in adenocarcinoma as compared to dysplasia. Differential expression of five genes (Lcn2, Ptn, Cd24a, Mapk6 and Rnps1) was validated by quantitative real-time RT-PCR in a total of 48 mouse salivary gland tissues (seven histologically normal, 13 dysplasias and 28 adenocarcinomas), including the 20 samples analyzed by cDNA arrays. Immunohistochemical analysis was used to validate the expression of Ptn and Cd24a at the protein level in a subset of 16 mouse salivary glands (four normal, five dysplasia and seven adenocarcinoma samples), as well as in 23 human submandibular gland tumors (16 pleomorphic adenomas, three adenoid cystic carcinomas, one acinic cell carcinoma, one adenocarcinoma NOS, one myoepithelial and one mucoepidermoid carcinoma). We thus demonstrated that the Smgb-Tag transgenic mouse model is a useful tool for the identification of genes that are deregulated in salivary gland adenocarcinomas. Our data suggest that Ptn and Cd24a may be genetic markers associated with salivary gland tumorigenesis and/or progression.
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Affiliation(s)
- Antti A Mäkitie
- Department of Cellular and Molecular Biology, Ontario Cancer Institute and Princess Margaret Hospital, The University Health Network, Toronto, Ontario, Canada
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Kornberg LJ, Villaret D, Popp M, Lui L, McLaren R, Brown H, Cohen D, Yun J, McFadden M. Gene expression profiling in squamous cell carcinoma of the oral cavity shows abnormalities in several signaling pathways. Laryngoscope 2005; 115:690-8. [PMID: 15805883 DOI: 10.1097/01.mlg.0000161333.67977.93] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES/HYPOTHESIS To examine gene expression profiles in squamous cell carcinoma of the oral cavity (oral SCC) compared with histologically matched normal tissue. STUDY DESIGN Fresh-frozen tissue was prospectively obtained from individuals undergoing surgical resections for oral SCC. METHODS RNA was extracted from seven sets of oral SCC and matched normal tissue. Gene expression profiles were obtained by interrogation of Affymetrix Gene Chip Arrays with cRNA prepared from the tissue. Expression values were subjected to a paired t test. Genes that were judged to differ between oral SCC and normal tissue were annotated according to their name in the Affymetrix Netaffx database and according to their function as indicated by their Gene Ontology Consortium number. RESULTS Of the 10,599 probe sets that were analyzed, 523 genes were abnormally expressed in SCC of the head and neck (P < or = .01), and 417 of these genes were abnormally expressed in all seven tumors in the same manner. Hierarchical clustering of the 121 genes that were abnormally expressed in cancerous relative to normal tissue (P < or = .001) showed that the tissue segregated into two groups consisting of normal and transformed tissue, as expected. The abnormal expression of two genes that were up regulated in oral SCC (ADAM 12 and PTHLH) and two genes that were down-regulated in SCCHN (EMP-1 and P11) were confirmed by real-time polymerase chain reaction and immunohistochemistry (ADAM 12) using additional sets of tissue. CONCLUSIONS The data showed that oral SCC aberrantly express genes in cellular pathways related to proliferation, apoptosis, extracellular matrix degradation, adhesion, transforming growth factor-beta signaling, and transcription. Further work is needed to determine the role of these genes in the development and progression of oral SCC.
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Affiliation(s)
- Lori J Kornberg
- Department of Otolaryngology, University of Florida College of Dentistry, Gainesville, Florida 32610, USA
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Sanoudou D, Vafiadaki E, Arvanitis DA, Kranias E, Kontrogianni-Konstantopoulos A. Array lessons from the heart: focus on the genome and transcriptome of cardiomyopathies. Physiol Genomics 2005; 21:131-43. [PMID: 15831843 DOI: 10.1152/physiolgenomics.00259.2004] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Our understanding of the cardiovascular system has evolved through the years by extensive studies emphasizing the identification of the molecular and physiological mechanisms involved in its normal function and disease pathogenesis. Major discoveries have been made along the way. However, the majority of this work has focused on specific genes or pathways rather than integrative approaches. In cardiomyopathies alone, over 30 different loci have shown mutations with varying inheritance patterns, yet mostly coding for structural proteins. The emergence of microarrays in the early 1990s paved the way to a new era of cardiovascular research. Microarrays dramatically accelerated the rhythm of discoveries by giving us the ability to simultaneously study thousands of genes in a single experiment. In the field of cardiovascular research, microarrays are having a significant contribution, with the majority of work focusing on end-stage cardiomyopathies that lead to heart failure. Novel molecular mechanisms have been identified, known pathways are seen under new light, disease subgroups begin to emerge, and the effects of various drugs are molecularly dissected. This cross-study data comparison concludes that consistent energy metabolism gene expression changes occur across dilated, hypertrophic, and ischemic cardiomyopathies, while Ca2+ homeostasis changes are prominent in the first two cardiomyopathies, and structural gene expression changes accompany mostly the dilated form. Gene expression changes are further correlated to disease genetics. The future of microarrays in the cardiomyopathy field is discussed with an emphasis on optimum experimental design and on applications in diagnosis, prognosis, and drug discovery.
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Affiliation(s)
- Despina Sanoudou
- Molecular Biology Division, Center for Basic Research, Foundation for Biomedical Research of the Academy of Athens, Athens, Greece.
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O'Donnell RK, Kupferman M, Wei SJ, Singhal S, Weber R, O'Malley B, Cheng Y, Putt M, Feldman M, Ziober B, Muschel RJ. Gene expression signature predicts lymphatic metastasis in squamous cell carcinoma of the oral cavity. Oncogene 2005; 24:1244-51. [PMID: 15558013 DOI: 10.1038/sj.onc.1208285] [Citation(s) in RCA: 149] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Metastasis via the lymphatics is a major risk factor in squamous cell carcinoma of the oral cavity (OSCC). We sought to determine whether the presence of metastasis in the regional lymph node could be predicted by a gene expression signature of the primary tumor. A total of 18 OSCCs were characterized for gene expression by hybridizing RNA to Affymetrix U133A gene chips. Genes with differential expression were identified using a permutation technique and verified by quantitative RT-PCR and immunohistochemistry. A predictive rule was built using a support vector machine, and the accuracy of the rule was evaluated using crossvalidation on the original data set and prediction of an independent set of four patients. Metastatic primary tumors could be differentiated from nonmetastatic primary tumors by a signature gene set of 116 genes. This signature gene set correctly predicted the four independent patients as well as associating five lymph node metastases from the original patient set with the metastatic primary tumor group. We concluded that lymph node metastasis could be predicted by gene expression profiles of primary oral cavity squamous cell carcinomas. The presence of a gene expression signature for lymph node metastasis indicates that clinical testing to assess risk for lymph node metastasis should be possible.
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Affiliation(s)
- Rebekah K O'Donnell
- Department of Pathology, Children's Hospital of Philadelphia, Hospital of the University of Pennsylvania, Philadelphia, PA, USA
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Current Awareness on Comparative and Functional Genomics. Comp Funct Genomics 2004. [PMCID: PMC2447475 DOI: 10.1002/cfg.357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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