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Record W2165045471 · doi:10.1074/mcp.m112.020933

Potentially Novel Candidate Biomarkers for Head and Neck Squamous Cell Carcinoma Identified Using an Integrated Cell Line-based Discovery Strategy

2012· article· en· W2165045471 on OpenAlex
Lusia Sepiashvili, Angela Bik‐Yu Hui, Vladimir Ignatchenko, Willa Shi, Susie Su, Wei Xu, Shao Hui Huang, Brian O’Sullivan, John Waldron, Jonathan C. Irish, Bayardo Perez‐Ordoñez, Fei‐Fei Liu, Thomas Kislinger

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Bibliographic record

VenueMolecular & Cellular Proteomics · 2012
Typearticle
Languageen
FieldMedicine
TopicHead and Neck Cancer Studies
Canadian institutionsUniversity Health NetworkOntario Institute for Cancer ResearchUniversity of Toronto
FundersCanadian Institutes of Health Research
KeywordsHead and neck squamous-cell carcinomaBiomarker discoveryProteomicsHuman Protein AtlasBiomarkerImmunohistochemistryBiologyTranscriptomeCancer researchBlotCancerHead and neck cancerBioinformaticsGene expressionGeneImmunologyProtein expression

Abstract

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Head and neck squamous cell carcinomas (HNSCC) can arise from the oral cavity, oropharynx, larynx or hypopharynx, and is the sixth leading cancer by incidence worldwide. The 5-year survival rate of HNSCC patients remains static at 40–60%. Hence, biomarkers which can improve detection of HNSCC or early recurrences should improve clinical outcome. Mass spectrometry-based proteomics methods have emerged as promising approaches for biomarker discovery. As one approach, mass-spectrometric identification of proteins shed or secreted from cancer cells can contribute to the identification of potential biomarkers for HNSCC and our understanding of tumor behavior. In the current study, mass spectrometry-based proteomic profiling was performed on the conditioned media (i.e. secretome) of head and neck cancer (HNC) cell lines (FaDu, UTSCC8 and UTSCC42a) in addition to gene expression microarrays to identify over-expressed transcripts in the HNSCC cells in comparison to a normal control cell line. This integrated data set was systematically mined using publicly available resources (Human Protein Atlas and published proteomic/transcriptomic data) to prioritize putative candidates for validation. Subsequently, quantitative real-time PCR (qRT-PCR), Western blotting, immunohistochemistry (IHC), and ELISAs were performed to verify selected markers. Our integrated analyses identified 90 putative protein biomarkers that were secreted or shed to the extracellular space and over-expressed in HNSCC cell lines, relative to controls. Subsequently, the over-expression of five markers was verified in vitro at the transcriptional and translational levels using qRT-PCR and Western blotting, respectively. IHC-based validation conducted in two independent cohorts comprising of 40 and 39 HNSCC biopsies revealed that high tumor expression of PLAU, IGFBP7, MMP14 and THBS1 were associated with inferior disease-free survival, and increased risk of disease progression or relapse. Furthermore, as demonstrated using ELISAs, circulating levels of PLAU and IGFBP7 were significantly higher in the plasma of HNSCC patients compared with healthy individuals. Head and neck squamous cell carcinomas (HNSCC) can arise from the oral cavity, oropharynx, larynx or hypopharynx, and is the sixth leading cancer by incidence worldwide. The 5-year survival rate of HNSCC patients remains static at 40–60%. Hence, biomarkers which can improve detection of HNSCC or early recurrences should improve clinical outcome. Mass spectrometry-based proteomics methods have emerged as promising approaches for biomarker discovery. As one approach, mass-spectrometric identification of proteins shed or secreted from cancer cells can contribute to the identification of potential biomarkers for HNSCC and our understanding of tumor behavior. In the current study, mass spectrometry-based proteomic profiling was performed on the conditioned media (i.e. secretome) of head and neck cancer (HNC) cell lines (FaDu, UTSCC8 and UTSCC42a) in addition to gene expression microarrays to identify over-expressed transcripts in the HNSCC cells in comparison to a normal control cell line. This integrated data set was systematically mined using publicly available resources (Human Protein Atlas and published proteomic/transcriptomic data) to prioritize putative candidates for validation. Subsequently, quantitative real-time PCR (qRT-PCR), Western blotting, immunohistochemistry (IHC), and ELISAs were performed to verify selected markers. Our integrated analyses identified 90 putative protein biomarkers that were secreted or shed to the extracellular space and over-expressed in HNSCC cell lines, relative to controls. Subsequently, the over-expression of five markers was verified in vitro at the transcriptional and translational levels using qRT-PCR and Western blotting, respectively. IHC-based validation conducted in two independent cohorts comprising of 40 and 39 HNSCC biopsies revealed that high tumor expression of PLAU, IGFBP7, MMP14 and THBS1 were associated with inferior disease-free survival, and increased risk of disease progression or relapse. Furthermore, as demonstrated using ELISAs, circulating levels of PLAU and IGFBP7 were significantly higher in the plasma of HNSCC patients compared with healthy individuals. Head and Neck Squamous Cell Carcinoma (HNSCC) 1The abbreviations used are:HNSCChead and neck squamous cell carcinomaSCCsquamous cell carcinomaCMconditioned mediaIHCimmunohistochemistryWCLwhole cell lysateMudPITmultidimensional protein identification technologyHNChead and neck cancerNOEnormal oral epithelialqRT-PCRquantitative real-time PCRDFSdisease-free survivalPLAUurokinaseIGFBP7insulin-like growth factor binding protein 7FDRfalse discovery rateSpCspectral countingFCfold changeHPAhuman protein atlasOSoverall survivalKMKaplan–MeierHRhazard ratioCIconfidence intervalMMP14matrix metalloproteinase 14THBS1thrombospondin-1TGFBItransforming growth factor, beta-induced, 68kDa.1The abbreviations used are:HNSCChead and neck squamous cell carcinomaSCCsquamous cell carcinomaCMconditioned mediaIHCimmunohistochemistryWCLwhole cell lysateMudPITmultidimensional protein identification technologyHNChead and neck cancerNOEnormal oral epithelialqRT-PCRquantitative real-time PCRDFSdisease-free survivalPLAUurokinaseIGFBP7insulin-like growth factor binding protein 7FDRfalse discovery rateSpCspectral countingFCfold changeHPAhuman protein atlasOSoverall survivalKMKaplan–MeierHRhazard ratioCIconfidence intervalMMP14matrix metalloproteinase 14THBS1thrombospondin-1TGFBItransforming growth factor, beta-induced, 68kDa. is the sixth most common cancer worldwide, with ∼600,000 new cases diagnosed every year (1Leemans C.R. Braakhuis B.J. Brakenhoff R.H. The molecular biology of head and neck cancer.Nat. Rev. Cancer. 2011; 11: 9-22Crossref PubMed Scopus (1887) Google Scholar). HNSCCs include squamous cell carcinomas (SCCs) of the oral cavity, pharynx (nasopharynx, oropharynx, and hypopharynx), and larynx. Despite improvements in therapeutic approaches, the overall 5-year survival rate of HNSCC patients has not improved over the past three decades (1Leemans C.R. Braakhuis B.J. Brakenhoff R.H. The molecular biology of head and neck cancer.Nat. Rev. Cancer. 2011; 11: 9-22Crossref PubMed Scopus (1887) Google Scholar, 2Matta A. Ralhan R. DeSouza L.V. Siu K.W. Mass spectrometry-based clinical proteomics: head-and-neck cancer biomarkers and drug-targets discovery.Mass Spectrom. Rev. 2010; 29: 945-961Crossref PubMed Scopus (36) Google Scholar). head and neck squamous cell carcinoma squamous cell carcinoma conditioned media immunohistochemistry whole cell lysate multidimensional protein identification technology head and neck cancer normal oral epithelial quantitative real-time PCR disease-free survival urokinase insulin-like growth factor binding protein 7 false discovery rate spectral counting fold change human protein atlas overall survival Kaplan–Meier hazard ratio confidence interval matrix metalloproteinase 14 thrombospondin-1 transforming growth factor, beta-induced, 68kDa. head and neck squamous cell carcinoma squamous cell carcinoma conditioned media immunohistochemistry whole cell lysate multidimensional protein identification technology head and neck cancer normal oral epithelial quantitative real-time PCR disease-free survival urokinase insulin-like growth factor binding protein 7 false discovery rate spectral counting fold change human protein atlas overall survival Kaplan–Meier hazard ratio confidence interval matrix metalloproteinase 14 thrombospondin-1 transforming growth factor, beta-induced, 68kDa. Clinical management of HNSCC is faced by several challenges, including early detection of the primary tumor, and site-specific control of the disease (3Schaaij-Visser T.B. Brakenhoff R.H. Leemans C.R. Heck A.J. Slijper M. Protein biomarker discovery for head and neck cancer.J. Proteomics. 2010; 73: 1790-1803Crossref PubMed Scopus (64) Google Scholar, 4de Jong M.C. Pramana J. Knegjens J.L. Balm A.J. van den Brekel M.W. Hauptmann M. Begg A.C. Rasch C.R. HPV and high-risk gene expression profiles predict response to chemoradiotherapy in head and neck cancer, independent of clinical factors.Radiother. Oncol. 2010; 95: 365-370Abstract Full Text Full Text PDF PubMed Scopus (31) Google Scholar). Early diagnosis is often hampered by the asymptomatic nature of HNSCC development and the inadequacy of current diagnostic methods to identify HNSCCs with sufficient specificity and sensitivity. As a result, over 60% of HNSCC patients present with advanced stages III or IV, harboring lymph node metastases (3Schaaij-Visser T.B. Brakenhoff R.H. Leemans C.R. Heck A.J. Slijper M. Protein biomarker discovery for head and neck cancer.J. Proteomics. 2010; 73: 1790-1803Crossref PubMed Scopus (64) Google Scholar). The outcome of HNSCC patients is reduced by the development of local recurrences, which can develop in ∼10–30% of cases, even when surgical margins are pathologically tumor-free (5Tabor M.P. Brakenhoff R.H. Ruijter-Schippers H.J. Kummer Leemans C.R. Braakhuis B.J. as of head and neck a PubMed Scopus Google Scholar). to patients with high risk of tumor in to for in HNSCC biomarkers have including and of human or (1Leemans C.R. Braakhuis B.J. Brakenhoff R.H. The molecular biology of head and neck cancer.Nat. Rev. Cancer. 2011; 11: 9-22Crossref PubMed Scopus (1887) Google Scholar, J. A. J. J. and survival in carcinoma of the head and J. PubMed Scopus Google Scholar, J. R. R. R. and survival of patients with J. 2010; PubMed Scopus Google Scholar, M. A. J. J. J. Siu M. of compared with in for human squamous Oncol. PubMed Scopus Google Scholar). has on HNSCC in survival for advanced remains J. J. J. for advanced head and neck 5-year survival data from a and and Oncol. 2010; 11: Full Text Full Text PDF PubMed Scopus Google Scholar). are biomarkers which have management of in the identification of secreted biomarkers for in or plasma have with of the and which the discovery of biomarkers in M. and for quantitative proteomics using Proteomics. 73: PubMed Scopus Google Scholar). cell a to or plasma for the discovery of potential and have used as a for discovery of secreted biomarkers for and (3Schaaij-Visser T.B. Brakenhoff R.H. Leemans C.R. Heck A.J. Slijper M. Protein biomarker discovery for head and neck cancer.J. Proteomics. 2010; 73: 1790-1803Crossref PubMed Scopus (64) Google Scholar, of conditioned media from three cancer cell a for biomarkers and therapeutic Proteomics. Full Text Full Text PDF PubMed Scopus Google Scholar, biomarkers for cancer identified from the of cancer cell lines and the human protein Proteomics. 2010; Full Text Full Text PDF PubMed Scopus Google Scholar, of conditioned media from the and cancer cell discovery and validation of cancer PubMed Scopus Google Scholar, C.R. A. of conditioned media from cancer cell lines markers of epithelial cancer.J. PubMed Scopus Google Scholar, M. A. proteomics for discovery of cancer Proteomics. 2010; 73: PubMed Scopus Google Scholar, C.R. of five cancer biomarkers by proteomics of conditioned media of cancer cell Proteomics. Full Text Full Text PDF PubMed Scopus Google Scholar). The cancer cell is of proteins secreted or shed by tumor cells in and in the conditioned media secreted or shed by cancer cells have a of and have the potential to in in a clinical for disease diagnosis or of conditioned media from three cancer cell a for biomarkers and therapeutic Proteomics. Full Text Full Text PDF PubMed Scopus Google Scholar). In vitro cells to in normal growth media by in media for of The is for proteomic and biomarker candidates are and using as or immunohistochemistry associated with biomarker discovery using is the of secreted proteins for can present as a of cell Hence, cell to cell Furthermore, proteomic profiling of whole cell can used as a to and for secreted with the that the relative protein of a secreted protein higher in the compared with the of metalloproteinase in Oncol. PubMed Scopus Google Scholar, M.P. M. M.W. of cancer cells of protein and of PubMed Scopus Google Scholar, proteomics to the cell and of cancer cells and of protein PubMed Scopus Google Scholar, M.C. the of as a for Early 11: PubMed Scopus Google Scholar). In the current study, on multidimensional protein identification technology analyses of and whole cell lysate of three head and neck cancer (HNC) cell and with gene expression as a for discovery of putative secreted HNSCC markers M.P. of the by multidimensional protein identification PubMed Scopus Google Scholar, on a PubMed Scopus Google Scholar). cell lines were from two of the head and the and the larynx and on protein and expression candidates with increased in the the and increased expression as compared with the normal oral epithelial were selected and for validation using publicly available candidates were selected for in vitro validation at the protein Western the of cancer cell lines and control and at the using quantitative real-time PCR In using demonstrated that of candidates have higher protein expression in compared with and that were associated with disease-free survival and increased risk of disease two of the PLAU and IGFBP7 growth factor binding protein were significantly in the plasma of HNSCC patients compared with healthy which in to with increased risk of in the cancer squamous cell cancer cell UTSCC8 and squamous cell cancer cell lines, from R. and normal cells were M. M. J. profiling for head and neck squamous cell 2010; PubMed Scopus Google Scholar). cells were from and from cell lines were The media were from and for and and for UTSCC8 and Cell was with and The cells were at the for for using the PCR and for using the detection and were from and were from and were from HNSCC cell lines were in normal growth media in the cells were with and in of media for Subsequently, the cells and the media were The cells were by in for on was to a of the cell were on for at for at The was for proteomic The conditioned media was to using with a Protein was by and of protein from was at with five of by at for The protein was in at for by with for at in the The were with to was to a of and were with of at The were with to the and at was set as on a PubMed Scopus Google Scholar). were on a 7 a with by were from a using the at The was to a to which a was The was to a using a on the a was at rate of by the were at of and by a as on a PubMed Scopus Google Scholar). was performed on a using on a PubMed Scopus Google Scholar). The and the were by the data data were to using and the human using the was with a mass of and a of was one was and were as and respectively. protein a and proteins with as A. M. J. of cancer integrated proteomic and analyses to identify putative PubMed Scopus Google Scholar). was performed to the false discovery rate and were identified Protein with at two were as A. M. J. of cancer integrated proteomic and analyses to identify putative PubMed Scopus Google Scholar, A. M. of associated with by cancer cells using multidimensional protein identification technology PubMed Scopus Google Scholar). counting was used as a of protein The for to a protein were the of for a over the by of were by The relative of protein in the conditioned media the cell lysate was for cell by the ratio of in the conditioned the cell expression profiling was conducted on the HNSCC cell lines normal growth using a at the The cell was used as a normal The fold change was for as compared with the expression in the In methods were used to the and for in to in fold Protein Atlas was used for comparison of of with normal oral the cancer and normal was a of or and as by the the in the from cancer and normal was proteins with the were and were used for of and secreted proteins in the cell using and PubMed Scopus Google Scholar). The gene which were not to secreted by of were to identify are present in of proteins and PubMed Scopus Google Scholar). published HNSCC gene expression microarrays was by data by gene using our were for several using the was using the and using III as by the real-time PCR was performed using and The fold change in expression was using the as of relative gene expression data using real-time quantitative PCR and the PubMed Scopus Google Scholar). The fold change from three independent was were on and a were for in in and with the primary at were used at the MMP14 PLAU, IGFBP7, and THBS1 at with the primary were and in the or for of in protein were with Western on were with in to was for diagnostic and and carcinoma biopsies from patients were in The clinical of the patients are in The were two and validation and The were selected that of the patients The were for the for the validation of patients for in a new were at diagnosis from and 14 healthy in The clinical of patients are in and The for of patients was was the by at for at The plasma was at of the plasma were from the patients as in the validation tumor for of healthy and HNSCC plasma used for in a new of HNSCC plasma used for ELISAs by in a new Protein expression was on and tumor using with in with and were was as a levels were to of with and and of tumor respectively. was performed of was and the was The was used to and plasma protein of survival was from the of diagnosis to or the survival was from the of diagnosis to the of or of or the of and were by the The comparison of the the high and protein expression was on the was used to hazard and confidence was the compared the expression the and The biomarkers with were of and were by independent validation as in the was for the validation on and patients in the validation and a of to for the validation set at to of biomarker expression the were on a using and was used for The of proteins was by in plasma of patients with or The of PLAU from IGFBP7 from MMP14 from and THBS1 from were to data of HNSCC and cells have to with the The proteomic data associated with from the using the The and of are in As a of proteomic analyses of conditioned media and the whole cell of the three cell lines, protein were identified with high confidence (i.e. gene The of protein and are in and In gene were identified in the of the cell lines, with and gene identified in the media of UTSCC8 and Furthermore, gene were identified in the whole cell of cell lines, with gene identified in and identify that were in gene expression profiling was conducted on the cell lines normal growth The of the protein expression data by with the gene expression profiles in gene which to on the (i.e. and which were used for a of promising candidates for potential gene with at increased spectral in the the and a in HNSCC cell lines to expression relative to the were for in the to in at two of the three cell lines at the protein and putative HNSCC biomarkers two were to for markers that were and in the as to the and in the HNSCC cell lines, compared with the using the gene expression profiles in In for gene with higher in the the was used to for proteins present of cell As validation of potential candidates was not several publicly available resources were used to prioritize 90 and systematically candidates for and the candidates were on in of normal oral as Protein Atlas candidates to have in as compared with normal were for validation. in tumor and normal and the proteins in normal as compared with The data from for protein expression tumor and normal from the human head and neck the protein and gene expression in the HNSCC in vitro of the 90 markers were to two published expression data for primary human and validation of in head and neck PubMed Scopus Google Scholar, A. A. R. J. J. of associated with and potential of cancer by PubMed Scopus Google Scholar). The the expression profiles of HNSCC and from the patients and squamous cell and validation of in head and neck PubMed Scopus Google Scholar). The the expression profiles of squamous cell carcinomas and normal A. A. R. J. J. of associated with and potential of cancer by PubMed Scopus Google Scholar). candidates to at one of of which were at in HNSCCs for validation. The gene expression profiles for of several candidates in HNSCCs as compared with proteins were secreted the or using and proteins in the cell using and PubMed Scopus Google Scholar, of proteins and PubMed Scopus Google Scholar). of the 90 candidates were to secreted by one of and for validation by to candidates that to the extracellular a was performed to identify biomarker candidates that have in cancer in candidates with available for and ELISAs were for validation. The candidates were selected and in vitro using qRT-PCR and Western the of HNSCC and cells PLAU, IGFBP7, MMP14 metalloproteinase THBS1 and growth factor, were verified as at the and protein levels in HNSCC cells and as compared with the protein was verified THBS1 was to in the HNSCC cell lines at the THBS1 protein was not in the of cells of a at the protein was by with high In the relative and protein expression levels of markers by qRT-PCR and Western a to the levels identified gene expression profiling and spectral respectively. As the to the expression of markers in a tumor of HNSCC using in tumor and that five proteins were in to proteins were in primary human HNSCC that five proteins were in primary HNSCC biopsies expression to to the and not the cancer the potential of five proteins was that for five proteins were on a set by a validation of selected patients and were for clinical including at and and a the not of of the or for the in the of expression levels of PLAU, IGFBP7, and THBS1 were significantly higher in HNSCCs in the set to was in the validation was to that a of expression was in the independent validation set for for for and for on human HNSCC was used to the levels of biomarker candidates in to HNSCCs of and the of PLAU, IGFBP7, MMP14 and THBS1 was of and using the The expression data were for the and validation cohorts in to the potential of The patients were two on the for high with high expression of of proteins a significantly compared with with expression for PLAU, IGFBP7, and Furthermore, with high IGFBP7 and THBS1 expression were associated with for IGFBP7 and the hazard for disease progression or were significantly higher for high expression of proteins IGFBP7 MMP14 or THBS1 were associated with increased risk of disease were for increased risk of for IGFBP7 and THBS1 that biomarkers were identified from the of proteins in the plasma of HNSCC MMP14 THBS1 were secreted cancer patients and healthy PLAU, and IGFBP7 were significantly over-expressed in compared with healthy of and In the of IGFBP7 was higher in compared with levels in healthy in of the of IGFBP7 a potential diagnostic for the patients for plasma IGFBP7 a was a a higher plasma of IGFBP7 in not patients were high and plasma PLAU or IGFBP7 expression on the patients with higher PLAU or IGFBP7 levels a increased risk of for PLAU and for a proteomics approach, with three HNSCC cell lines of and PLAU, IGFBP7, and THBS1 were identified as potential tumor markers for clinical outcome. Furthermore, for the PLAU and IGFBP7 were to in the plasma of with a higher risk of from disease for with higher circulating levels at of the of approaches in and biomarkers for approaches for identification and of secreted cancer biomarkers for in vitro tumor have by with in including the of mass biomarker and validation methods M. A. proteomics for discovery of cancer Proteomics. 2010; 73: PubMed Scopus Google Scholar). the potential diagnostic or of protein candidates have and are one of the primary of biomarker to to and of available have circulating biomarkers with to promising clinical A. M. cell a biomarker for J. Cancer. PubMed Scopus Google Scholar, J. M. J. M. of biomarkers for cancer using a 2010; PubMed Scopus Google Scholar). demonstrated in that the cancer cell a of to the discovery of and carcinoma The protein candidates were verified to or diagnostic PLAU, IGFBP7, and PLAU and MMP14 are which tumor and in the of the extracellular have in as as tumor and has for therapeutic of metalloproteinase in Oncol. PubMed Scopus Google Scholar, of head and neck squamous cell carcinoma by of a and 2011; PubMed Scopus Google Scholar, M. of and in squamous cell carcinomas of the head and PubMed Scopus Google Scholar, of metalloproteinase in oral squamous cell PubMed Scopus Google Scholar, and in and of human Rev. PubMed Scopus Google Scholar, M. J. can as a in patients with PubMed Scopus Google Scholar, J. and matrix metalloproteinase cancer cell and tumor PubMed Scopus Google Scholar, J. of and in oral squamous cell carcinoma as for tumor and PubMed Scopus Google Scholar, in head and neck PubMed Scopus Google Scholar, M. M. J. Clinical of expression of matrix metalloproteinase and matrix in human head and neck squamous cell PubMed Scopus Google Scholar, M. M. A. of and in squamous cell carcinoma of the oral with tumor and PubMed Scopus Google Scholar, A. R. J. M. M. of in squamous cell carcinoma of human J. Cancer. PubMed Scopus Google Scholar, M. J. and in and of head and neck squamous cell carcinoma J. Cancer. Full Text Full Text PDF PubMed Scopus Google Scholar, growth factor and expression in head and neck squamous carcinoma and normal PubMed Scopus Google Scholar, J. of risk to in patients with oral cancer by 2011; PubMed Scopus (36) Google Scholar, A. of in human Rev. Full Text Full Text PDF PubMed Scopus Google Scholar). IGFBP7 is a tumor protein to in of the and R. growth as a potential tumor in 2011; PubMed Scopus Google Scholar, of the insulin-like growth factor predict progression and outcome in 2011; Full Text Full Text PDF PubMed Scopus Google Scholar, growth factor binding a PubMed Google Scholar). is that can stages of tumor in expression to M.C. A. of in Cancer. 2011; PubMed Scopus Google Scholar). the of our the or expression of IGFBP7 has not in in tumor has to cell growth and growth factor binding a PubMed Google Scholar). THBS1 is a secreted in tumor progression of extracellular matrix and in remains to THBS1 has to tumor the urokinase tumor cell the urokinase in head and neck cancer Full Text Full Text PDF PubMed Scopus Google Scholar). proteins to have as are of a extracellular matrix Furthermore, as by the the tumor of markers not are tumor progression extracellular matrix cell growth and are at the cell or the extracellular of tumor as that proteins in were identified in Ralhan the profiling of a the of the human cell in addition to oral cell lines, which has in protein of a proteomics R. L.V. A. M. Siu K.W. of proteins secreted by head and neck cancer cell lines using for discovery of 2011; 11: PubMed Scopus Google Scholar). our by validation in and plasma proteins were identified the by Ralhan and the current study, including PLAU, IGFBP7, and the was to our in protein expression in in two independent of primary HNSCC of the tumor and of the of and of the secreted markers in plasma of HNSCC patients and controls. As a result, in a survival that high tumor PLAU, IGFBP7, and THBS1 expression with inferior and increased risk of and disease Furthermore, plasma levels of PLAU and IGFBP7 used to with and data that PLAU and IGFBP7 as diagnostic or biomarkers for squamous cell carcinomas of the larynx and the plasma PLAU and IGFBP7 levels in HNSCC patients of increased risk of validation in a of HNSCC plasma in the was plasma IGFBP7 and PLAU levels with disease progression or of the in In proteins were in plasma to PLAU and IGFBP7 demonstrated a significantly higher expression in the HNSCC expression was not for MMP14 and are secreted by cell the from the tumor M. J. can as a in patients with PubMed Scopus Google Scholar, in head and neck PubMed Scopus Google Scholar). to study, in that the clinical to our was a with a in the of patients with HNSCC in the the the validation set stages and The primary is on the plasma from healthy HNSCC patients were not or with the significantly the and of higher of with and are potential to the current validation using cohorts biomarkers can advanced to clinical management M. A.J. J. A. A. C.R. M. A.C. M. J. and revealed by J. PubMed Scopus Google Scholar). the of plasma and the discovery of putative markers from in vitro cell are for In the cancer cell a of proteins for biomarker discovery using a In the current study, the identification of several biomarker candidates for validation to the diagnostic and of markers in and to specificity and in to clinical a study, to PLAU and IGFBP7 as biomarkers to disease or as early of disease relapse. with

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.184
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.278
Teacher spread0.247 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it