Department of Pathology, Microbiology and Immunology, University of South Carolina, Columbia, SC 29208, USA.
Neoplasia. 2009 Oct;11(10):1074-83. doi: 10.1593/neo.09808.
We used digital long serial analysis of gene expression to discover gene expression differences between node-negative and node-positive colorectal tumors and developed a multigene classifier able to discriminate between these two tumor types. We prepared and sequenced long serial analysis of gene expression libraries from one node-negative and one node-positive colorectal tumor, sequenced to a depth of 26,060 unique tags, and identified 262 tags significantly differentially expressed between these two tumors (P < 2 x 10(-6)). We confirmed the tag-to-gene assignments and differential expression of 31 genes by quantitative real-time polymerase chain reaction, 12 of which were elevated in the node-positive tumor. We analyzed the expression levels of these 12 upregulated genes in a validation panel of 23 additional tumors and developed an optimized seven-gene logistic regression classifier. The classifier discriminated between node-negative and node-positive tumors with 86% sensitivity and 80% specificity. Receiver operating characteristic analysis of the classifier revealed an area under the curve of 0.86. Experimental manipulation of the function of one classification gene, Fibronectin, caused profound effects on invasion and migration of colorectal cancer cells in vitro. These results suggest that the development of node-positive colorectal cancer occurs in part through elevated epithelial FN1 expression and suggest novel strategies for the diagnosis and treatment of advanced disease.
我们采用数字长序列基因表达分析技术,发现了淋巴结阴性和淋巴结阳性结直肠癌之间的基因表达差异,并开发了一种多基因分类器,能够区分这两种肿瘤类型。我们从一个淋巴结阴性和一个淋巴结阳性的结直肠肿瘤中制备和测序了长序列基因表达文库,测序深度为 26060 个独特标签,鉴定出 262 个在这两种肿瘤之间差异显著表达的标签(P<2x10(-6))。我们通过实时定量聚合酶链反应(qRT-PCR)验证了标签与基因的对应关系和 31 个基因的差异表达,其中 12 个在淋巴结阳性肿瘤中上调。我们在另外 23 个验证肿瘤中分析了这 12 个上调基因的表达水平,并开发了一个优化的七基因逻辑回归分类器。该分类器对淋巴结阴性和淋巴结阳性肿瘤的识别具有 86%的敏感性和 80%的特异性。分类器的受试者工作特征(ROC)分析显示曲线下面积为 0.86。对一个分类基因 Fibronectin 的功能的实验操作,导致结直肠癌细胞在体外的侵袭和迁移能力发生了显著变化。这些结果表明,淋巴结阳性结直肠癌的发生部分是通过上皮细胞 FN1 表达的上调而发生的,这为晚期疾病的诊断和治疗提供了新的策略。