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Can a Metastatic Gene Expression Profile Outperform Tumor Size as a Predictor of Occult Lymph Node Metastasis in Oral Cancer Patients?
- Source :
- Clinical Cancer Research. 17:2466-2473
- Publication Year :
- 2011
- Publisher :
- American Association for Cancer Research (AACR), 2011.
-
Abstract
- Purpose: To determine the differential gene expression between oral squamous cell carcinoma (OSCC) with and without metastasis to cervical lymph nodes and to assess prediction of nodal metastasis by using molecular features. Experimental Design: We used Affymetrix U133 2.0 plus arrays to compare the tumor genome-wide gene expression of 73 node-positive OSCCs with 40 node-negative OSCCs (≥18 months). Multivariate linear regression was used to estimate the association between gene expression and nodal metastasis. Stepwise logistic regression and receiver operating characteristics (ROC) analysis were used to generate predictive models and to compare these with models by using tumor size alone. Results: We identified five genes differentially expressed between node-positive and node-negative OSCCs after adjusting for tumor size and human papillomavirus status: REEP1, RNF145, CTONG2002744, MYO5A, and FBXO32. Stepwise regression identified a four-gene model (MYO5A, RFN145, FBXO32, and CTONG2002744) as the most predictive of nodal metastasis. A leave-one-out ROC analysis revealed that our model had a higher area under the curve (AUC) for identifying occult nodal metastasis compared with that of a model by tumor size alone (respective AUC: 0.85 and 0.61; P = 0.011). A model combining tumor size and gene expression did not further improve the prediction of occult metastasis. Independent validation using 31 metastatic and 13 nonmetastatic cases revealed a significant underexpression of CTONG2002744 (P = 0.0004). Conclusions: These results suggest that our gene expression markers of OSCC metastasis hold promise for improving current clinical practice. Confirmation by others and functional studies of CTONG2002744 is warranted. Clin Cancer Res; 17(8); 2466–73. ©2011 AACR.
- Subjects :
- Adult
Male
Oncology
Cancer Research
medicine.medical_specialty
Pathology
Article
Metastasis
Young Adult
Internal medicine
medicine
Carcinoma
Humans
Genetic Predisposition to Disease
Survival analysis
Aged
Neoplasm Staging
Oligonucleotide Array Sequence Analysis
Aged, 80 and over
Mouth neoplasm
Receiver operating characteristic
Reverse Transcriptase Polymerase Chain Reaction
business.industry
Gene Expression Profiling
Cancer
Middle Aged
Prognosis
medicine.disease
Survival Analysis
Gene expression profiling
Logistic Models
medicine.anatomical_structure
ROC Curve
Cervical lymph nodes
Lymphatic Metastasis
Carcinoma, Squamous Cell
Female
Mouth Neoplasms
Lymph Nodes
business
Subjects
Details
- ISSN :
- 15573265 and 10780432
- Volume :
- 17
- Database :
- OpenAIRE
- Journal :
- Clinical Cancer Research
- Accession number :
- edsair.doi.dedup.....bc26f0e74dce93cd7afadcb455f1e792
- Full Text :
- https://doi.org/10.1158/1078-0432.ccr-10-0175