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1.
PLoS Comput Biol ; 5(11): e1000571, 2009 Nov.
Article in English | MEDLINE | ID: mdl-19936049

ABSTRACT

The identification of alternatively spliced transcript variants specific to particular biological processes in tumours should increase our understanding of cancer. Hypoxia is an important factor in cancer biology, and associated splice variants may present new markers to help with planning treatment. A method was developed to analyse alternative splicing in exon array data, using probeset multiplicity to identify genes with changes in expression across their loci, and a combination of the splicing index and a new metric based on the variation of reliability weighted fold changes to detect changes in the splicing patterns. The approach was validated on a cancer/normal sample dataset in which alternative splicing events had been confirmed using RT-PCR. We then analysed ten head and neck squamous cell carcinomas using exon arrays and identified differentially expressed splice variants in five samples with high versus five with low levels of hypoxia-associated genes. The analysis identified a splice variant of LAMA3 (Laminin alpha 3), LAMA3-A, known to be involved in tumour cell invasion and progression. The full-length transcript of the gene (LAMA3-B) did not appear to be hypoxia-associated. The results were confirmed using qualitative RT-PCR. In a series of 59 prospectively collected head and neck tumours, expression of LAMA3-A had prognostic significance whereas LAMA3-B did not. This work illustrates the potential for alternatively spliced transcripts to act as biomarkers of disease prognosis with improved specificity for particular tissues or conditions over assays which do not discriminate between splice variants.


Subject(s)
Alternative Splicing , Exons , Gene Expression Regulation, Neoplastic , Hypoxia , Laminin/genetics , Carcinoma, Squamous Cell/diagnosis , Carcinoma, Squamous Cell/metabolism , Cell Line, Tumor , Cluster Analysis , Head and Neck Neoplasms/diagnosis , Head and Neck Neoplasms/metabolism , Humans , Oligonucleotide Array Sequence Analysis , Prognosis , RNA Splicing , Reverse Transcriptase Polymerase Chain Reaction , Sequence Analysis, DNA
2.
Eur J Cancer ; 49(1): 156-65, 2013 Jan.
Article in English | MEDLINE | ID: mdl-22951015

ABSTRACT

BACKGROUND AND PURPOSE: Tumour hypoxia is associated with a poor prognosis in head and neck squamous cell carcinoma (HNSCC), however there is no accepted method for assessing hypoxia clinically. We aimed to conduct a technical validation of a hypoxia gene expression signature using the TaqMan Low Density Array (TLDA) platform to investigate if this approach reliably identified hypoxic tumours. MATERIALS AND METHODS: Tumour samples (n=201) from 80 HNSCC patients were collected prospectively from two centres. Fifty-three patients received pimonidazole prior to surgery. TaqMan Low Density Array-Hypoxia Scores (TLDA-HS) were obtained by quantitative real-time PCR (qPCR) using a 25-gene signature and customised TLDA cards. Assay performance was assessed as coefficient of variation (CoV). RESULTS: The assay was sensitive with linear reaction efficiencies across a 4 log(10) range of inputted cDNA (0.001-10 ng/µl). Intra- (CoV=6.9%) and inter- (CoV=2.0%) assay reproducibility were excellent. Intra-tumour heterogeneity was lower for TLDA-HS (23.2%) than for pimonidazole (67.2%) or single gene measurements of CA9 (62.2%), VEGFA (45.0%) or HIG2 (39.4%). TLDA-HS in HNSCC cell lines increased with decreasing pO(2). TLDA-HS correlated with Affymetrix U133 Plus 2.0 microarray HS (p<0.01) and positive pimonidazole scores (p=0.005). CONCLUSIONS: Gene expression measurements of hypoxia using a 25-gene signature and TLDA cards are sensitive, reproducible and associated with lower intra-tumour heterogeneity than assaying individual genes or pimonidazole binding. The approach is suitable for further assessment of prognostic and predictive capability in clinical trial material.


Subject(s)
Carcinoma, Squamous Cell/genetics , Cell Hypoxia/genetics , Gene Expression Profiling/methods , Head and Neck Neoplasms/genetics , Adult , Aged , Aged, 80 and over , Carcinoma, Squamous Cell/pathology , Female , Head and Neck Neoplasms/pathology , Humans , Immunohistochemistry , Male , Middle Aged , Neoplasm Staging , Real-Time Polymerase Chain Reaction , Reproducibility of Results , Reverse Transcriptase Polymerase Chain Reaction , Sensitivity and Specificity , Transcriptome
3.
Clin Cancer Res ; 19(17): 4879-88, 2013 Sep 01.
Article in English | MEDLINE | ID: mdl-23820108

ABSTRACT

PURPOSE: Tumor hypoxia is associated with a poor prognosis, hypoxia modification improves outcome, and hypoxic status predicts benefit from treatment. Yet, there is no universal measure of clinical hypoxia. The aim of this study was to investigate whether a 26-gene hypoxia signature predicted benefit from hypoxia-modifying treatment in both cancer types. EXPERIMENTAL DESIGN: Samples were available from 157 T2-T4 laryngeal cancer and 185 T1-T4a bladder cancer patients enrolled on the accelerated radiotherapy with carbogen and nicotinamide (ARCON) and bladder carbogen nicotinamide (BCON) phase III randomized trials of radiotherapy alone or with carbogen and nicotinamide (CON) respectively. Customized TaqMan low density arrays (TLDA) were used to assess expression of the 26-gene signature using quantitative real-time PCR. The median expression of the 26 genes was used to derive a hypoxia score (HS). Patients were categorized as TLDA-HS low (≤median) or TLDA-HS high (>median). The primary outcome measures were regional control (RC; ARCON) and overall survival (BCON). RESULTS: Laryngeal tumors categorized as TLDA-HS high showed greater benefit from ARCON than TLDA-HS low tumors. Five-year RC was 81% (radiotherapy alone) versus 100% (CON) for TLDA-HS high (P=0.009). For TLDA-HS low, 5-year RC was 91% (radiotherapy alone) versus 90% (CON; P=0.90). TLDA-HS did not predict benefit from CON in bladder cancer. CONCLUSION: The 26-gene hypoxia signature predicts benefit from hypoxia-modifying treatment in laryngeal cancer. These findings will be evaluated in a prospective clinical trial.


Subject(s)
Cell Hypoxia/genetics , Gene Expression Regulation, Neoplastic/radiation effects , Laryngeal Neoplasms/radiotherapy , Urinary Bladder Neoplasms/radiotherapy , Carbon Dioxide/administration & dosage , Cell Hypoxia/radiation effects , Female , Humans , Laryngeal Neoplasms/genetics , Laryngeal Neoplasms/pathology , Male , Niacinamide/administration & dosage , Oxygen/administration & dosage , Radiation-Sensitizing Agents/administration & dosage , Urinary Bladder Neoplasms/genetics , Urinary Bladder Neoplasms/pathology
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