Institute of Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA 94305, USA.
Proc Natl Acad Sci U S A. 2012 Feb 7;109(6):2078-83. doi: 10.1073/pnas.1120605109. Epub 2012 Jan 19.
Current clinical judgment in bladder cancer (BC) relies primarily on pathological stage and grade. We investigated whether a molecular classification of tumor cell differentiation, based on a developmental biology approach, can provide additional prognostic information. Exploiting large preexisting gene-expression databases, we developed a biologically supervised computational model to predict markers that correspond with BC differentiation. To provide mechanistic insight, we assessed relative tumorigenicity and differentiation potential via xenotransplantation. We then correlated the prognostic utility of the identified markers to outcomes within gene expression and formalin-fixed paraffin-embedded (FFPE) tissue datasets. Our data indicate that BC can be subclassified into three subtypes, on the basis of their differentiation states: basal, intermediate, and differentiated, where only the most primitive tumor cell subpopulation within each subtype is capable of generating xenograft tumors and recapitulating downstream populations. We found that keratin 14 (KRT14) marks the most primitive differentiation state that precedes KRT5 and KRT20 expression. Furthermore, KRT14 expression is consistently associated with worse prognosis in both univariate and multivariate analyses. We identify here three distinct BC subtypes on the basis of their differentiation states, each harboring a unique tumor-initiating population.
目前膀胱癌 (BC) 的临床判断主要依赖于病理分期和分级。我们研究了一种基于发育生物学方法的肿瘤细胞分化的分子分类是否可以提供额外的预后信息。利用大型预先存在的基因表达数据库,我们开发了一种生物监督计算模型来预测与 BC 分化相对应的标志物。为了提供机制上的见解,我们通过异种移植评估了相对肿瘤发生能力和分化潜力。然后,我们将鉴定的标志物的预后效用与基因表达和福尔马林固定石蜡包埋 (FFPE) 组织数据集中的结果相关联。我们的数据表明,BC 可以基于其分化状态分为三个亚型:基底型、中间型和分化型,其中只有每个亚型中最原始的肿瘤细胞亚群能够产生异种移植物肿瘤并再现下游群体。我们发现角蛋白 14 (KRT14) 标记了在 KRT5 和 KRT20 表达之前的最原始分化状态。此外,KRT14 表达在单变量和多变量分析中均与预后不良一致。我们根据其分化状态确定了三种不同的 BC 亚型,每种亚型都含有独特的起始肿瘤细胞群体。