The gene expression profile of inflammatory, hypoxic and metabolic genes predicts the metastatic spread of human head and neck squamous cell carcinoma

Summary Objectives To assess the prognostic value of the expression profile of the main genes implicated in hypoxia, glucose and lactate metabolism, inflammation, angiogenesis and extracellular matrix interactions for the metastatic spread of head and neck squamous cell carcinoma. Patients and metho...

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Veröffentlicht in:Oral oncology 2014-03, Vol.50 (3), p.200-207
Hauptverfasser: Clatot, Florian, Gouérant, Sophie, Mareschal, Sylvain, Cornic, Marie, Berghian, Anca, Choussy, Olivier, El Ouakif, Faissal, François, Arnaud, Bénard, Magalie, Ruminy, Philippe, Picquenot, Jean-Michel, Jardin, Fabrice
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container_end_page 207
container_issue 3
container_start_page 200
container_title Oral oncology
container_volume 50
creator Clatot, Florian
Gouérant, Sophie
Mareschal, Sylvain
Cornic, Marie
Berghian, Anca
Choussy, Olivier
El Ouakif, Faissal
François, Arnaud
Bénard, Magalie
Ruminy, Philippe
Picquenot, Jean-Michel
Jardin, Fabrice
description Summary Objectives To assess the prognostic value of the expression profile of the main genes implicated in hypoxia, glucose and lactate metabolism, inflammation, angiogenesis and extracellular matrix interactions for the metastatic spread of head and neck squamous cell carcinoma. Patients and methods Using a high-throughput qRT-PCR, we performed an unsupervised clustering analysis based on the expression of 42 genes for 61 patients. Usual prognostic factors and clustering analysis results were related to metastasis free survival. Results With a median follow-up of 48 months, 19 patients died from a metastatic evolution of their head and neck squamous cell carcinoma and one from a local recurrence. The unsupervised clustering analysis distinguished two groups of genes that were related to metastatic evolution. A capsular rupture ( p = 0.005) and the “cluster CXCL12 low” ( p = 0.002) were found to be independent prognostic factors for metastasis free survival. Using a Linear Predictive Score methodology, we established a 9-gene model (VHL, PTGER4, HK1, SLC16A4, DLL4, CXCL12, CXCR4, PTGER3 and CA9) that was capable of classifying the samples into the 2 clusters with 90% accuracy. Conclusion In this cohort, our clustering analysis underlined the independent prognostic value of the expression of a panel of genes involved in hypoxia and tumor environment. It allowed us to define a 9-gene model which can be applied routinely to classify newly diagnosed head and neck squamous cell carcinoma. If confirmed by an independent prospective study, this approach may help future clinical management of these aggressive tumors.
doi_str_mv 10.1016/j.oraloncology.2013.12.009
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Patients and methods Using a high-throughput qRT-PCR, we performed an unsupervised clustering analysis based on the expression of 42 genes for 61 patients. Usual prognostic factors and clustering analysis results were related to metastasis free survival. Results With a median follow-up of 48 months, 19 patients died from a metastatic evolution of their head and neck squamous cell carcinoma and one from a local recurrence. The unsupervised clustering analysis distinguished two groups of genes that were related to metastatic evolution. A capsular rupture ( p = 0.005) and the “cluster CXCL12 low” ( p = 0.002) were found to be independent prognostic factors for metastasis free survival. Using a Linear Predictive Score methodology, we established a 9-gene model (VHL, PTGER4, HK1, SLC16A4, DLL4, CXCL12, CXCR4, PTGER3 and CA9) that was capable of classifying the samples into the 2 clusters with 90% accuracy. Conclusion In this cohort, our clustering analysis underlined the independent prognostic value of the expression of a panel of genes involved in hypoxia and tumor environment. It allowed us to define a 9-gene model which can be applied routinely to classify newly diagnosed head and neck squamous cell carcinoma. If confirmed by an independent prospective study, this approach may help future clinical management of these aggressive tumors.</description><identifier>ISSN: 1368-8375</identifier><identifier>EISSN: 1879-0593</identifier><identifier>DOI: 10.1016/j.oraloncology.2013.12.009</identifier><identifier>PMID: 24387976</identifier><language>eng</language><publisher>Kidlington: Elsevier Ltd</publisher><subject>Adult ; Aged ; Aged, 80 and over ; Biochemistry, Molecular Biology ; Biological and medical sciences ; Blood Glucose - genetics ; Blood Glucose - metabolism ; Cancer ; Carcinoma, Squamous Cell - genetics ; Carcinoma, Squamous Cell - secondary ; Clustering analysis ; CXCL12 ; CXCR4 ; Extracellular Matrix - genetics ; Female ; Gene Expression Profiling ; Genomics ; Head and Neck Neoplasms - genetics ; Head and Neck Neoplasms - pathology ; Head and neck squamous cell carcinoma ; Hematology, Oncology and Palliative Medicine ; Humans ; Hypoxia - genetics ; Lactic Acid - metabolism ; Life Sciences ; Lymphatic Metastasis - genetics ; Male ; Medical sciences ; Metastasis ; Middle Aged ; Multiple tumors. Solid tumors. Tumors in childhood (general aspects) ; Neoplasm Recurrence, Local - genetics ; Oral cancer ; Otolaryngology ; Otorhinolaryngology (head neck, general aspects and miscellaneous) ; Otorhinolaryngology. Stomatology ; Polymerase Chain Reaction ; Prognosis ; RNA - genetics ; Survival ; Tumors ; Upper respiratory tract, upper alimentary tract, paranasal sinuses, salivary glands: diseases, semeiology</subject><ispartof>Oral oncology, 2014-03, Vol.50 (3), p.200-207</ispartof><rights>Elsevier Ltd</rights><rights>2013 Elsevier Ltd</rights><rights>2015 INIST-CNRS</rights><rights>Copyright © 2013 Elsevier Ltd. All rights reserved.</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c532t-2befe79298b743c9329d9d8b3e408550243bff9fce0c8459011ca42a4c068d533</citedby><cites>FETCH-LOGICAL-c532t-2befe79298b743c9329d9d8b3e408550243bff9fce0c8459011ca42a4c068d533</cites><orcidid>0000-0002-7074-9282</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S1368837513007975$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,776,780,881,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&amp;idt=28348335$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24387976$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://normandie-univ.hal.science/hal-02317983$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Clatot, Florian</creatorcontrib><creatorcontrib>Gouérant, Sophie</creatorcontrib><creatorcontrib>Mareschal, Sylvain</creatorcontrib><creatorcontrib>Cornic, Marie</creatorcontrib><creatorcontrib>Berghian, Anca</creatorcontrib><creatorcontrib>Choussy, Olivier</creatorcontrib><creatorcontrib>El Ouakif, Faissal</creatorcontrib><creatorcontrib>François, Arnaud</creatorcontrib><creatorcontrib>Bénard, Magalie</creatorcontrib><creatorcontrib>Ruminy, Philippe</creatorcontrib><creatorcontrib>Picquenot, Jean-Michel</creatorcontrib><creatorcontrib>Jardin, Fabrice</creatorcontrib><title>The gene expression profile of inflammatory, hypoxic and metabolic genes predicts the metastatic spread of human head and neck squamous cell carcinoma</title><title>Oral oncology</title><addtitle>Oral Oncol</addtitle><description>Summary Objectives To assess the prognostic value of the expression profile of the main genes implicated in hypoxia, glucose and lactate metabolism, inflammation, angiogenesis and extracellular matrix interactions for the metastatic spread of head and neck squamous cell carcinoma. Patients and methods Using a high-throughput qRT-PCR, we performed an unsupervised clustering analysis based on the expression of 42 genes for 61 patients. Usual prognostic factors and clustering analysis results were related to metastasis free survival. Results With a median follow-up of 48 months, 19 patients died from a metastatic evolution of their head and neck squamous cell carcinoma and one from a local recurrence. The unsupervised clustering analysis distinguished two groups of genes that were related to metastatic evolution. A capsular rupture ( p = 0.005) and the “cluster CXCL12 low” ( p = 0.002) were found to be independent prognostic factors for metastasis free survival. Using a Linear Predictive Score methodology, we established a 9-gene model (VHL, PTGER4, HK1, SLC16A4, DLL4, CXCL12, CXCR4, PTGER3 and CA9) that was capable of classifying the samples into the 2 clusters with 90% accuracy. Conclusion In this cohort, our clustering analysis underlined the independent prognostic value of the expression of a panel of genes involved in hypoxia and tumor environment. It allowed us to define a 9-gene model which can be applied routinely to classify newly diagnosed head and neck squamous cell carcinoma. If confirmed by an independent prospective study, this approach may help future clinical management of these aggressive tumors.</description><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Biochemistry, Molecular Biology</subject><subject>Biological and medical sciences</subject><subject>Blood Glucose - genetics</subject><subject>Blood Glucose - metabolism</subject><subject>Cancer</subject><subject>Carcinoma, Squamous Cell - genetics</subject><subject>Carcinoma, Squamous Cell - secondary</subject><subject>Clustering analysis</subject><subject>CXCL12</subject><subject>CXCR4</subject><subject>Extracellular Matrix - genetics</subject><subject>Female</subject><subject>Gene Expression Profiling</subject><subject>Genomics</subject><subject>Head and Neck Neoplasms - genetics</subject><subject>Head and Neck Neoplasms - pathology</subject><subject>Head and neck squamous cell carcinoma</subject><subject>Hematology, Oncology and Palliative Medicine</subject><subject>Humans</subject><subject>Hypoxia - genetics</subject><subject>Lactic Acid - metabolism</subject><subject>Life Sciences</subject><subject>Lymphatic Metastasis - genetics</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Metastasis</subject><subject>Middle Aged</subject><subject>Multiple tumors. 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Stomatology</subject><subject>Polymerase Chain Reaction</subject><subject>Prognosis</subject><subject>RNA - genetics</subject><subject>Survival</subject><subject>Tumors</subject><subject>Upper respiratory tract, upper alimentary tract, paranasal sinuses, salivary glands: diseases, semeiology</subject><issn>1368-8375</issn><issn>1879-0593</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNUttu1DAUjBCIloVfQBYSEkhssOM4sXlAqsqlSCvxQHm2HOek8daxt3ZSdX-E78XWLgXxAk--nJk54zMuihcElwST5u229EFZ77S3_mpfVpjQklQlxuJBcUp4K9aYCfow7WnD15y27KR4EuMWY8wIw4-Lk6qmCdY2p8WPyxHQFThAcLcLEKPxDu2CH4wF5Adk3GDVNKnZh_0bNO53_s5opFyPJphV5206ZXpMJOiNniOak2IuxlnNqRpTQfVZa1wm5dCYT1nAgb5G8WZRk18i0mAt0ipo4_yknhaPBmUjPDuuq-L7p4-X5xfrzdfPX87PNmvNaDWvqw4GaEUleNfWVAtaiV70vKNQY84YTu_shkEMGrDmNROYEK3qStUaN7xnlK6K1wfdUVm5C2ZSYS-9MvLibCPzHa4oaQWntyRhXx2waTw3C8RZTiZm28pBeoEkTYNrXBPC_g2thSAU5-RWxbsDVAcfY4Dh3gbBMsctt_LPuGUmSVLJFHciPz_2WboJ-nvqr3wT4OURoKJWdgjKaRN_4zitOaXZ8IcDDtKwbw0EGbUBp1OkAfQse2_-z8_7v2S0Nc6kztewh7j1S3ApTklkTAT5LX_Q_D_TLHDyy-hP9cnl9w</recordid><startdate>20140301</startdate><enddate>20140301</enddate><creator>Clatot, Florian</creator><creator>Gouérant, Sophie</creator><creator>Mareschal, Sylvain</creator><creator>Cornic, Marie</creator><creator>Berghian, Anca</creator><creator>Choussy, Olivier</creator><creator>El Ouakif, Faissal</creator><creator>François, Arnaud</creator><creator>Bénard, Magalie</creator><creator>Ruminy, Philippe</creator><creator>Picquenot, Jean-Michel</creator><creator>Jardin, Fabrice</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>8FD</scope><scope>FR3</scope><scope>P64</scope><scope>RC3</scope><scope>1XC</scope><orcidid>https://orcid.org/0000-0002-7074-9282</orcidid></search><sort><creationdate>20140301</creationdate><title>The gene expression profile of inflammatory, hypoxic and metabolic genes predicts the metastatic spread of human head and neck squamous cell carcinoma</title><author>Clatot, Florian ; Gouérant, Sophie ; Mareschal, Sylvain ; Cornic, Marie ; Berghian, Anca ; Choussy, Olivier ; El Ouakif, Faissal ; François, Arnaud ; Bénard, Magalie ; Ruminy, Philippe ; Picquenot, Jean-Michel ; Jardin, Fabrice</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c532t-2befe79298b743c9329d9d8b3e408550243bff9fce0c8459011ca42a4c068d533</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Biochemistry, Molecular Biology</topic><topic>Biological and medical sciences</topic><topic>Blood Glucose - genetics</topic><topic>Blood Glucose - metabolism</topic><topic>Cancer</topic><topic>Carcinoma, Squamous Cell - genetics</topic><topic>Carcinoma, Squamous Cell - secondary</topic><topic>Clustering analysis</topic><topic>CXCL12</topic><topic>CXCR4</topic><topic>Extracellular Matrix - genetics</topic><topic>Female</topic><topic>Gene Expression Profiling</topic><topic>Genomics</topic><topic>Head and Neck Neoplasms - genetics</topic><topic>Head and Neck Neoplasms - pathology</topic><topic>Head and neck squamous cell carcinoma</topic><topic>Hematology, Oncology and Palliative Medicine</topic><topic>Humans</topic><topic>Hypoxia - genetics</topic><topic>Lactic Acid - metabolism</topic><topic>Life Sciences</topic><topic>Lymphatic Metastasis - genetics</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Metastasis</topic><topic>Middle Aged</topic><topic>Multiple tumors. Solid tumors. Tumors in childhood (general aspects)</topic><topic>Neoplasm Recurrence, Local - genetics</topic><topic>Oral cancer</topic><topic>Otolaryngology</topic><topic>Otorhinolaryngology (head neck, general aspects and miscellaneous)</topic><topic>Otorhinolaryngology. Stomatology</topic><topic>Polymerase Chain Reaction</topic><topic>Prognosis</topic><topic>RNA - genetics</topic><topic>Survival</topic><topic>Tumors</topic><topic>Upper respiratory tract, upper alimentary tract, paranasal sinuses, salivary glands: diseases, semeiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Clatot, Florian</creatorcontrib><creatorcontrib>Gouérant, Sophie</creatorcontrib><creatorcontrib>Mareschal, Sylvain</creatorcontrib><creatorcontrib>Cornic, Marie</creatorcontrib><creatorcontrib>Berghian, Anca</creatorcontrib><creatorcontrib>Choussy, Olivier</creatorcontrib><creatorcontrib>El Ouakif, Faissal</creatorcontrib><creatorcontrib>François, Arnaud</creatorcontrib><creatorcontrib>Bénard, Magalie</creatorcontrib><creatorcontrib>Ruminy, Philippe</creatorcontrib><creatorcontrib>Picquenot, Jean-Michel</creatorcontrib><creatorcontrib>Jardin, Fabrice</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>Hyper Article en Ligne (HAL)</collection><jtitle>Oral oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Clatot, Florian</au><au>Gouérant, Sophie</au><au>Mareschal, Sylvain</au><au>Cornic, Marie</au><au>Berghian, Anca</au><au>Choussy, Olivier</au><au>El Ouakif, Faissal</au><au>François, Arnaud</au><au>Bénard, Magalie</au><au>Ruminy, Philippe</au><au>Picquenot, Jean-Michel</au><au>Jardin, Fabrice</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The gene expression profile of inflammatory, hypoxic and metabolic genes predicts the metastatic spread of human head and neck squamous cell carcinoma</atitle><jtitle>Oral oncology</jtitle><addtitle>Oral Oncol</addtitle><date>2014-03-01</date><risdate>2014</risdate><volume>50</volume><issue>3</issue><spage>200</spage><epage>207</epage><pages>200-207</pages><issn>1368-8375</issn><eissn>1879-0593</eissn><abstract>Summary Objectives To assess the prognostic value of the expression profile of the main genes implicated in hypoxia, glucose and lactate metabolism, inflammation, angiogenesis and extracellular matrix interactions for the metastatic spread of head and neck squamous cell carcinoma. Patients and methods Using a high-throughput qRT-PCR, we performed an unsupervised clustering analysis based on the expression of 42 genes for 61 patients. Usual prognostic factors and clustering analysis results were related to metastasis free survival. Results With a median follow-up of 48 months, 19 patients died from a metastatic evolution of their head and neck squamous cell carcinoma and one from a local recurrence. The unsupervised clustering analysis distinguished two groups of genes that were related to metastatic evolution. A capsular rupture ( p = 0.005) and the “cluster CXCL12 low” ( p = 0.002) were found to be independent prognostic factors for metastasis free survival. Using a Linear Predictive Score methodology, we established a 9-gene model (VHL, PTGER4, HK1, SLC16A4, DLL4, CXCL12, CXCR4, PTGER3 and CA9) that was capable of classifying the samples into the 2 clusters with 90% accuracy. Conclusion In this cohort, our clustering analysis underlined the independent prognostic value of the expression of a panel of genes involved in hypoxia and tumor environment. It allowed us to define a 9-gene model which can be applied routinely to classify newly diagnosed head and neck squamous cell carcinoma. If confirmed by an independent prospective study, this approach may help future clinical management of these aggressive tumors.</abstract><cop>Kidlington</cop><pub>Elsevier Ltd</pub><pmid>24387976</pmid><doi>10.1016/j.oraloncology.2013.12.009</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-7074-9282</orcidid></addata></record>
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recordid cdi_hal_primary_oai_HAL_hal_02317983v1
source MEDLINE; Elsevier ScienceDirect Journals
subjects Adult
Aged
Aged, 80 and over
Biochemistry, Molecular Biology
Biological and medical sciences
Blood Glucose - genetics
Blood Glucose - metabolism
Cancer
Carcinoma, Squamous Cell - genetics
Carcinoma, Squamous Cell - secondary
Clustering analysis
CXCL12
CXCR4
Extracellular Matrix - genetics
Female
Gene Expression Profiling
Genomics
Head and Neck Neoplasms - genetics
Head and Neck Neoplasms - pathology
Head and neck squamous cell carcinoma
Hematology, Oncology and Palliative Medicine
Humans
Hypoxia - genetics
Lactic Acid - metabolism
Life Sciences
Lymphatic Metastasis - genetics
Male
Medical sciences
Metastasis
Middle Aged
Multiple tumors. Solid tumors. Tumors in childhood (general aspects)
Neoplasm Recurrence, Local - genetics
Oral cancer
Otolaryngology
Otorhinolaryngology (head neck, general aspects and miscellaneous)
Otorhinolaryngology. Stomatology
Polymerase Chain Reaction
Prognosis
RNA - genetics
Survival
Tumors
Upper respiratory tract, upper alimentary tract, paranasal sinuses, salivary glands: diseases, semeiology
title The gene expression profile of inflammatory, hypoxic and metabolic genes predicts the metastatic spread of human head and neck squamous cell carcinoma
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