Kim Jin Woo, Ye Qinghai, Forgues Marshonna, Chen Yidong, Budhu Anuradha, Sime Jessica, Hofseth Lorne J, Kaul Rashmi, Wang Xin Wei
Laboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer Institute, Bethesda, MD 20892, USA.
Hepatology. 2004 Feb;39(2):518-27. doi: 10.1002/hep.20053.
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. Supplementary material for this article can be found on the HEPATOLOGY website (http://interscience.wiley.com/jpages/0270-9139/suppmat/index.html).
包括肝细胞癌(HCC)在内的几种侵袭性癌症通常以多灶性原发性肿瘤的形式出现。这表明在单个肿瘤形成之前,非癌组织中癌前病变的发生率很高。通过互补DNA(cDNA)微阵列对来自各种病因肝硬化患者的组织样本的信使RNA表达谱进行检查表明,它们可大致分为两个主要组。一组包括乙型和丙型肝炎病毒感染、血色素沉着症和威尔逊氏病。另一组主要包含酒精性肝病、自身免疫性肝炎和原发性胆汁性肝硬化。通过交叉验证的留一法机器学习算法对这两组进行分析,发现了一个包含556个判别基因的分子特征(P<.001)。值得注意的是,该特征中的273个基因(49%)在HCC中也有显著改变(P<.001)。许多基因以前已知与HCC相关。通过将这组基因与来自163例HCC患者、56例肺癌患者和38例乳腺癌患者的另外独立肿瘤组织样本进行匹配,验证了这273个基因的特征为癌症相关基因。从这个特征中,30个基因在肝硬化高危个体和HCC患者的组织样本中改变最为显著。其中,12个基因编码血清中发现的分泌蛋白。总之,我们在肝硬化患者的组织样本中鉴定出了一个独特的基因特征,它可能用作高危人群中HCC早期发病诊断的候选标志物,并可能指导化学预防的新策略。本文的补充材料可在《肝脏病学》网站(http://interscience.wiley.com/jpages/0270-9139/suppmat/index.html)上找到。