Woolston Andrew, Sintupisut Nardnisa, Lu Tzu-Pin, Lai Liang-Chuan, Tsai Mong-Hsun, Chuang Eric Y, Yeang Chen-Hsiang
Institute of Statistical Science, Academia Sinica, Taipei, Taiwan.
Department of Public Health, National Taiwan University, Taipei, Taiwan.
Oncotarget. 2015 Aug 14;6(23):19483-99. doi: 10.18632/oncotarget.4287.
Lung adenocarcinoma possesses distinct patterns of EGFR/KRAS mutations between East Asian and Western, male and female patients. However, beyond the well-known EGFR/KRAS distinction, gender and ethnic specific molecular aberrations and their effects on prognosis remain largely unexplored. Association modules capture the dependency of an effector molecular aberration and target gene expressions. We established association modules from the copy number variation (CNV), DNA methylation and mRNA expression data of a Taiwanese female cohort. The inferred modules were validated in four external datasets of East Asian and Caucasian patients by examining the coherence of the target gene expressions and their associations with prognostic outcomes. Modules 1 (cis-acting effects with chromosome 7 CNV) and 3 (DNA methylations of UBIAD1 and VAV1) possessed significantly negative associations with survival times among two East Asian patient cohorts. Module 2 (cis-acting effects with chromosome 18 CNV) possessed significantly negative associations with survival times among the East Asian female subpopulation alone. By examining the genomic locations and functions of the target genes, we identified several putative effectors of the two cis-acting CNV modules: RAC1, EGFR, CDK5 and RALBP1. Furthermore, module 3 targets were enriched with genes involved in cell proliferation and division and hence were consistent with the negative associations with survival times. We demonstrated that association modules in lung adenocarcinoma with significant links of prognostic outcomes were ethnic and/or gender specific. This discovery has profound implications in diagnosis and treatment of lung adenocarcinoma and echoes the fundamental principles of the personalized medicine paradigm.
肺腺癌在东亚和西方患者以及男性和女性患者之间具有不同的表皮生长因子受体(EGFR)/ Kirsten大鼠肉瘤病毒癌基因(KRAS)突变模式。然而,除了众所周知的EGFR/KRAS差异外,性别和种族特异性分子畸变及其对预后的影响在很大程度上仍未得到探索。关联模块捕获效应分子畸变与靶基因表达之间的依赖性。我们从台湾女性队列的拷贝数变异(CNV)、DNA甲基化和mRNA表达数据中建立了关联模块。通过检查靶基因表达的一致性及其与预后结果的关联,在东亚和白种人患者的四个外部数据集中对推断出的模块进行了验证。模块1(与7号染色体CNV的顺式作用效应)和模块3(泛醌生物合成蛋白1(UBIAD1)和Vav原癌基因1(VAV1)的DNA甲基化)在两个东亚患者队列中与生存时间呈显著负相关。模块2(与18号染色体CNV的顺式作用效应)仅在东亚女性亚群中与生存时间呈显著负相关。通过检查靶基因的基因组位置和功能,我们确定了两个顺式作用CNV模块的几个假定效应因子:RAC原癌基因1(RAC1)、EGFR、细胞周期蛋白依赖性激酶5(CDK5)和视黄醇结合蛋白1(RALBP1)。此外,模块3的靶标富含参与细胞增殖和分裂的基因,因此与生存时间的负相关一致。我们证明,在肺腺癌中与预后结果有显著联系的关联模块是种族和/或性别特异性的。这一发现对肺腺癌的诊断和治疗具有深远意义,并呼应了个性化医疗模式的基本原则。