Sheffer Michal, Bacolod Manny D, Zuk Or, Giardina Sarah F, Pincas Hanna, Barany Francis, Paty Philip B, Gerald William L, Notterman Daniel A, Domany Eytan
Department of Physics of Complex Systems, Weizmann Institute of Science, Rehovot 76100, Israel.
Proc Natl Acad Sci U S A. 2009 Apr 28;106(17):7131-6. doi: 10.1073/pnas.0902232106. Epub 2009 Apr 9.
During disease progression the cells that comprise solid malignancies undergo significant changes in gene copy number and chromosome structure. Colorectal cancer provides an excellent model to study this process. To indentify and characterize chromosomal abnormalities in colorectal cancer, we performed a statistical analysis of 299 expression and 130 SNP arrays profiled at different stages of the disease, including normal tissue, adenoma, stages 1-4 adenocarcinoma, and metastasis. We identified broad (> 1/2 chromosomal arm) and focal (< 1/2 chromosomal arm) events. Broad amplifications were noted on chromosomes 7, 8q, 13q, 20, and X and broad deletions on chromosomes 4, 8p, 14q, 15q, 17p, 18, 20p, and 22q. Focal events (gains or losses) were identified in regions containing known cancer pathway genes, such as VEGFA, MYC, MET, FGF6, FGF23, LYN, MMP9, MYBL2, AURKA, UBE2C, and PTEN. Other focal events encompassed potential new candidate tumor suppressors (losses) and oncogenes (gains), including CCDC68, CSMD1, POLR1D, and PMEPA1. From the expression data, we identified genes whose expression levels reflected their copy number changes and used this relationship to impute copy number changes to samples without accompanying SNP data. This analysis provided the statistical power to show that deletions of 8p, 4p, and 15q are associated with survival and disease progression, and that samples with simultaneous deletions in 18q, 8p, 4p, and 15q have a particularly poor prognosis. Annotation analysis reveals that the oxidative phosphorylation pathway shows a strong tendency for decreased expression in the samples characterized by poor prognosis.
在疾病进展过程中,构成实体恶性肿瘤的细胞在基因拷贝数和染色体结构上会发生显著变化。结直肠癌为研究这一过程提供了一个绝佳的模型。为了识别和表征结直肠癌中的染色体异常,我们对299个表达阵列和130个SNP阵列进行了统计分析,这些阵列在疾病的不同阶段进行了分析,包括正常组织、腺瘤、1 - 4期腺癌和转移灶。我们识别出了广泛(> 1/2染色体臂)和局灶性(< 1/2染色体臂)事件。在染色体7、8q、13q、20和X上观察到广泛扩增,在染色体4、8p、14q、15q、17p、18、20p和22q上观察到广泛缺失。在包含已知癌症通路基因的区域发现了局灶性事件(增益或缺失),如VEGFA、MYC、MET、FGF6、FGF23、LYN、MMP9、MYBL2、AURKA、UBE2C和PTEN。其他局灶性事件包括潜在的新候选肿瘤抑制因子(缺失)和癌基因(增益),包括CCDC68、CSMD1、POLR1D和PMEPA1。从表达数据中,我们识别出其表达水平反映其拷贝数变化的基因,并利用这种关系对没有伴随SNP数据匹配的样本进行拷贝数变化推断。该分析提供了统计学证据,表明8p、4p和15q的缺失与生存和疾病进展相关,并且在18q、8p、4p和15q同时缺失的样本预后特别差。注释分析表明,氧化磷酸化途径在预后不良的样本中表现出强烈的表达降低趋势。