Nagalla Srikanth, Chou Jeff W, Willingham Mark C, Ruiz Jimmy, Vaughn James P, Dubey Purnima, Lash Timothy L, Hamilton-Dutoit Stephen J, Bergh Jonas, Sotiriou Christos, Black Michael A, Miller Lance D
Genome Biol. 2013 Apr 29;14(4):R34. doi: 10.1186/gb-2013-14-4-r34.
Gene expression signatures indicative of tumor proliferative capacity and tumor-immune cell interactions have emerged as principal biology-driven predictors of breast cancer outcomes. How these signatures relate to one another in biological and prognostic contexts remains to be clarified.
To investigate the relationship between proliferation and immune gene signatures, we analyzed an integrated dataset of 1,954 clinically annotated breast tumor expression profiles randomized into training and test sets to allow two-way discovery and validation of gene-survival associations. Hierarchical clustering revealed a large cluster of distant metastasis-free survival-associated genes with known immunological functions that further partitioned into three distinct immune metagenes likely reflecting B cells and/or plasma cells; T cells and natural killer cells; and monocytes and/or dendritic cells. A proliferation metagene allowed stratification of cases into proliferation tertiles. The prognostic strength of these metagenes was largely restricted to tumors within the highest proliferation tertile, though intrinsic subtype-specific differences were observed in the intermediate and low proliferation tertiles. In highly proliferative tumors, high tertile immune metagene expression equated with markedly reduced risk of metastasis whereas tumors with low tertile expression of any one of the three immune metagenes were associated with poor outcome despite higher expression of the other two metagenes.
These findings suggest that a productive interplay among multiple immune cell types at the tumor site promotes long-term anti-metastatic immunity in a proliferation-dependent manner. The emergence of a subset of effective immune responders among highly proliferative tumors has novel prognostic ramifications.
指示肿瘤增殖能力和肿瘤免疫细胞相互作用的基因表达特征已成为乳腺癌预后的主要生物学驱动预测指标。这些特征在生物学和预后背景下如何相互关联仍有待阐明。
为了研究增殖和免疫基因特征之间的关系,我们分析了一个包含1954个临床注释的乳腺肿瘤表达谱的综合数据集,该数据集被随机分为训练集和测试集,以实现基因与生存关联的双向发现和验证。层次聚类揭示了一大群与远处无转移生存相关的基因,这些基因具有已知的免疫功能,进一步分为三个不同的免疫元基因,可能反映B细胞和/或浆细胞;T细胞和自然杀伤细胞;以及单核细胞和/或树突状细胞。一个增殖元基因可将病例分层为增殖三分位数。这些元基因的预后强度主要局限于最高增殖三分位数内的肿瘤,尽管在中等和低增殖三分位数中观察到了内在亚型特异性差异。在高增殖性肿瘤中,高三分位数免疫元基因表达等同于转移风险显著降低,而三个免疫元基因中任何一个低三分位数表达的肿瘤,尽管其他两个元基因表达较高,但预后较差。
这些发现表明,肿瘤部位多种免疫细胞类型之间的有效相互作用以增殖依赖的方式促进长期抗转移免疫。高增殖性肿瘤中有效免疫应答者亚群的出现具有新的预后意义。