Clinicopathologic and gene expression parameters predict liver cancer prognosis

被引:9
作者
Hao, Ke [1 ]
Lamb, John [1 ]
Zhang, Chunsheng [1 ]
Xie, Tao [1 ]
Wang, Kai [1 ]
Zhang, Bin [1 ]
Chudin, Eugene [1 ]
Lee, Nikki P. [2 ]
Mao, Mao [1 ]
Zhong, Hua [1 ]
Greenawalt, Danielle [1 ]
Ferguson, Mark D. [1 ]
Ng, Irene O. [3 ]
Sham, Pak C. [4 ,5 ]
Poon, Ronnie T. [2 ]
Molony, Cliona [1 ]
Schadt, Eric E. [1 ]
Dai, Hongyue [1 ]
Luk, John M. [6 ,7 ,8 ]
机构
[1] Merck Res Labs, Boston, MA USA
[2] Univ Hong Kong, Dept Surg, Pokfulam, Hong Kong, Peoples R China
[3] Univ Hong Kong, Dept Pathol, Pokfulam, Hong Kong, Peoples R China
[4] Univ Hong Kong, Dept Psychiat, Pokfulam, Hong Kong, Peoples R China
[5] Univ Hong Kong, Genome Res Ctr, Pokfulam, Hong Kong, Peoples R China
[6] Natl Univ Singapore, Dept Pharmacol, Singapore 117548, Singapore
[7] Natl Univ Singapore, Dept Surg, Singapore 117548, Singapore
[8] Natl Univ Singapore, Canc Sci Inst, Singapore 117548, Singapore
关键词
HEPATOCELLULAR-CARCINOMA; MULTIVARIATE-ANALYSIS; RECURRENCE; FEATURES; CLASSIFICATION; SIGNATURE;
D O I
10.1186/1471-2407-11-481
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: The prognosis of hepatocellular carcinoma (HCC) varies following surgical resection and the large variation remains largely unexplained. Studies have revealed the ability of clinicopathologic parameters and gene expression to predict HCC prognosis. However, there has been little systematic effort to compare the performance of these two types of predictors or combine them in a comprehensive model. Methods: Tumor and adjacent non-tumor liver tissues were collected from 272 ethnic Chinese HCC patients who received curative surgery. We combined clinicopathologic parameters and gene expression data (from both tissue types) in predicting HCC prognosis. Cross-validation and independent studies were employed to assess prediction. Results: HCC prognosis was significantly associated with six clinicopathologic parameters, which can partition the patients into good-and poor-prognosis groups. Within each group, gene expression data further divide patients into distinct prognostic subgroups. Our predictive genes significantly overlap with previously published gene sets predictive of prognosis. Moreover, the predictive genes were enriched for genes that underwent normal-to-tumor gene network transformation. Previously documented liver eSNPs underlying the HCC predictive gene signatures were enriched for SNPs that associated with HCC prognosis, providing support that these genes are involved in key processes of tumorigenesis. Conclusion: When applied individually, clinicopathologic parameters and gene expression offered similar predictive power for HCC prognosis. In contrast, a combination of the two types of data dramatically improved the power to predict HCC prognosis. Our results also provided a framework for understanding the impact of gene expression on the processes of tumorigenesis and clinical outcome.
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页数:13
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