O'Donnell Rebekah K, Kupferman Michael, Wei S Jack, Singhal Sunil, Weber Randal, O'Malley Bert, Cheng Yi, Putt Mary, Feldman Michael, Ziober Barry, Muschel Ruth J
Department of Pathology, Children's Hospital of Philadelphia, Hospital of the University of Pennsylvania, Philadelphia, PA, USA.
Oncogene. 2005 Feb 10;24(7):1244-51. doi: 10.1038/sj.onc.1208285.
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.
通过淋巴管转移是口腔鳞状细胞癌(OSCC)的一个主要危险因素。我们试图确定能否通过原发性肿瘤的基因表达特征预测区域淋巴结转移的存在。通过将RNA与Affymetrix U133A基因芯片杂交,对总共18例OSCC进行基因表达特征分析。使用置换技术鉴定差异表达基因,并通过定量RT-PCR和免疫组织化学进行验证。使用支持向量机建立预测规则,并通过对原始数据集进行交叉验证以及对一组4例独立患者进行预测来评估该规则的准确性。转移性原发性肿瘤可通过一个由116个基因组成的特征基因集与非转移性原发性肿瘤区分开来。这个特征基因集正确地预测了4例独立患者,并将原始患者组中的5例淋巴结转移与转移性原发性肿瘤组相关联。我们得出结论,可通过原发性口腔鳞状细胞癌的基因表达谱预测淋巴结转移。存在用于淋巴结转移的基因表达特征表明,应该能够进行临床检测以评估淋巴结转移风险。