Cancer-associated molecular signature in the tissue samples of patients with cirrhosis

被引:115
作者
Kim, JW
Ye, QH
Forgues, M
Chen, YD
Budhu, A
Sime, J
Hofseth, LJ
Kaul, R
Wang, XW
机构
[1] NCI, Human Carcinogenesis Lab, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
[2] Fudan Univ, Liver Canc Inst, Shanghai 200433, Peoples R China
[3] Fudan Univ, Zhongshan Hosp, Shanghai 200433, Peoples R China
[4] NHGRI, Canc Genet Branch, Bethesda, MD 20892 USA
[5] Univ Minnesota, Div Pediat Gastroenterol & Nutr, Minneapolis, MN USA
关键词
D O I
10.1002/hep.20053
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Several types of aggressive cancers, including hepatocellular carcinoma (HCC), often arise as a multifocal primary tumor. This suggests a high rate of premalignant changes in noncancerous tissue before the formation of a solitary tumor. Examination of the messenger RNA expression profiles of tissue samples derived from patients with cirrhosis of various etiologies by complementary DNA (cDNA) microarray indicated that they can be grossly separated into two main groups. One group included hepatitis B and C virus infections, hemochromatosis, and Wilson's disease. The other group contained mainly alcoholic liver disease, autoimmune hepatitis, and primary biliary cirrhosis. Analysis of these two groups by the cross-validated leave-one-out machine-learning algorithms revealed a molecular signature containing 556 discriminative genes (P < .001). It is noteworthy that 273 genes in this signature (49%) were also significantly altered in HCC (P < .001). Many genes were previously known to be related to HCC. The 273-gene signature was validated as cancer-associated genes by matching this set to additional independent tumor tissue samples from 163 patients with HCC, 56 patients with lung carcinoma, and 38 patients with breast carcinoma. From this signature, 30 genes were altered most significantly in tissue samples from high-risk individuals with cirrhosis and from patients with HCC. Among them, 12 genes encoded secretory proteins found in sera. In conclusion, we identified a unique gene signature in the tissue samples of patients with cirrhosis, which may be used as candidate markers for diagnosing the early onset of HCC in high-risk populations and may guide new strategies for chemoprevention.
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页码:518 / 527
页数:10
相关论文
共 38 条
  • [1] The biology of the 17-1A antigen (Ep-CAM)
    Balzar, M
    Winter, MJ
    de Boer, CJ
    Litvinov, SV
    [J]. JOURNAL OF MOLECULAR MEDICINE-JMM, 1999, 77 (10): : 699 - 712
  • [2] Carr Brian I., 1997, P1087
  • [3] Gene expression patterns in human liver cancers
    Chen, X
    Cheung, ST
    So, S
    Fan, ST
    Barry, C
    Higgins, J
    Lai, KM
    Ji, JF
    Dudoit, S
    Ng, IOL
    van de Rijn, M
    Botstein, D
    Brown, PO
    [J]. MOLECULAR BIOLOGY OF THE CELL, 2002, 13 (06) : 1929 - 1939
  • [4] CRAIG JR, 2003, HEPATOLOGY TXB LIVER, P1355
  • [5] Incidence and risk factors for hepatocellular carcinoma in 967 patients with cirrhosis
    del Olmo, JA
    Serra, MA
    Rodriguez, F
    Escudero, K
    Gilabert, S
    Rodrigo, JM
    [J]. JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 1998, 124 (10) : 560 - 564
  • [6] Cluster analysis and display of genome-wide expression patterns
    Eisen, MB
    Spellman, PT
    Brown, PO
    Botstein, D
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (25) : 14863 - 14868
  • [7] Hepatocellular carcinoma - An epidemiologic view
    El-Serag, HB
    [J]. JOURNAL OF CLINICAL GASTROENTEROLOGY, 2002, 35 (05) : S72 - S78
  • [8] Rising incidence of hepatocellular carcinoma in the United States
    El-Serag, HB
    Mason, AC
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 1999, 340 (10) : 745 - 750
  • [9] Support vector machine classification and validation of cancer tissue samples using microarray expression data
    Furey, TS
    Cristianini, N
    Duffy, N
    Bednarski, DW
    Schummer, M
    Haussler, D
    [J]. BIOINFORMATICS, 2000, 16 (10) : 906 - 914
  • [10] Diversity of gene expression in adenocarcinoma of the lung
    Garber, ME
    Troyanskaya, OG
    Schluens, K
    Petersen, S
    Thaesler, Z
    Pacyna-Gengelbach, M
    van de Rijn, M
    Rosen, GD
    Perou, CM
    Whyte, RI
    Altman, RB
    Brown, PO
    Botstein, D
    Petersen, I
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (24) : 13784 - 13789