LaCroix Bonnie, Gamazon Eric R, Lenkala Divya, Im Hae Kyung, Geeleher Paul, Ziliak Dana, Cox Nancy J, Huang Rong Stephanie
Section of Hematology/Oncology, Department of Medicine, University of Chicago, 900 E 57th street, KCBD room 7148, Chicago, IL, 60637, USA.
BMC Genomics. 2014 Apr 16;15:292. doi: 10.1186/1471-2164-15-292.
Using genome-wide genetic, gene expression, and microRNA expression (miRNA) data, we developed an integrative approach to investigate the genetic and epigenetic basis of chemotherapeutic sensitivity.
Through a sequential multi-stage framework, we identified genes and miRNAs whose expression correlated with platinum sensitivity, mapped these to genomic loci as quantitative trait loci (QTLs), and evaluated the associations between these QTLs and platinum sensitivity. A permutation analysis showed that top findings from our approach have a much lower false discovery rate compared to those from a traditional GWAS of drug sensitivity. Our approach identified five SNPs associated with 10 miRNAs and the expression level of 15 genes, all of which were associated with carboplatin sensitivity. Of particular interest was one SNP (rs11138019), which was associated with the expression of both miR-30d and the gene ABCD2, which were themselves correlated with both carboplatin and cisplatin drug-specific phenotype in the HapMap samples. Functional study found that knocking down ABCD2 in vitro led to increased apoptosis in ovarian cancer cell line SKOV3 after cisplatin treatment. Over-expression of miR-30d in vitro caused a decrease in ABCD2 expression, suggesting a functional relationship between the two.
We developed an integrative approach to the investigation of the genetic and epigenetic basis of human complex traits. Our approach outperformed standard GWAS and provided hints at potential biological function. The relationships between ABCD2 and miR-30d, and ABCD2 and platin sensitivity were experimentally validated, suggesting a functional role of ABCD2 and miR-30d in sensitivity to platinating agents.
利用全基因组遗传、基因表达和微小RNA(miRNA)表达数据,我们开发了一种综合方法来研究化疗敏感性的遗传和表观遗传基础。
通过一个连续的多阶段框架,我们鉴定出了其表达与铂敏感性相关的基因和miRNA,将这些基因和miRNA定位到基因组位点作为数量性状基因座(QTL),并评估了这些QTL与铂敏感性之间的关联。一项置换分析表明,与传统的药物敏感性全基因组关联研究(GWAS)相比,我们的方法得到的顶级发现具有更低的错误发现率。我们的方法鉴定出了5个与10个miRNA和15个基因的表达水平相关的单核苷酸多态性(SNP),所有这些都与卡铂敏感性相关。特别值得关注的是一个SNP(rs11138019),它与miR-30d和ABCD2基因的表达都相关,而在HapMap样本中,这两个基因自身又与卡铂和顺铂药物特异性表型相关。功能研究发现,在体外敲低ABCD2会导致顺铂处理后的卵巢癌细胞系SKOV3中细胞凋亡增加。在体外过表达miR-30d会导致ABCD2表达下降,这表明两者之间存在功能关系。
我们开发了一种综合方法来研究人类复杂性状的遗传和表观遗传基础。我们的方法优于标准的GWAS,并为潜在的生物学功能提供了线索。ABCD2与miR-30d之间以及ABCD2与铂敏感性之间的关系得到了实验验证,这表明ABCD2和miR-30d在对铂类药物的敏感性中发挥了功能作用。