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早期错配修复功能良好的散发性结直肠癌患者的“转移倾向”特征及其可能的治疗意义。

A 'metastasis-prone' signature for early-stage mismatch-repair proficient sporadic colorectal cancer patients and its implications for possible therapeutics.

机构信息

Department of Colorectal Surgery, Singapore General Hospital, Singapore, 169608, Singapore.

出版信息

Clin Exp Metastasis. 2010 Feb;27(2):83-90. doi: 10.1007/s10585-010-9305-4. Epub 2010 Feb 9.

Abstract

Metastasis is the major cause of cancer mortality. We aimed to find a metastasis-prone signature for early stage mismatch-repair proficient sporadic colorectal cancer (CRC) patients for better prognosis and informed use of adjuvant chemotherapy. The genome-wide expression profiles of 82 age-, ethnicity- and tissue-matched patients and healthy controls were analyzed using the Affymetrix U133 Plus 2 array. Metastasis-negative patients have 5 years or more of follow-up. A 10 x 10 two-level nested cross-validation design was used with several families of classification models to identify the optimal predictor for metastasis. The best classification model yielded a 54 gene-set (74 probe sets) with an estimated prediction accuracy of 71%. The specificity, sensitivity, negative and positive predictive values of the signature are 0.88, 0.58, 0.84 and 0.65, respectively, indicating that the gene-set can improve prognosis for early stage sporadic CRC patients. These 54 genes, including node molecules YWHAB, MAP3K5, LMNA, APP, GNAQ, F3, NFATC2, and TGM2, integrate multiple bio-functions in various compartments into an intricate molecular network, suggesting that cell-wide perturbations are involved in metastasis transformation. Further, querying the ;Connectivity Map' with a subset (70%) of these genes shows that Gly-His-Lys and securinine could reverse the differential expressions of these genes significantly, suggesting that they have combinatorial therapeutic effect on the metastasis-prone patients. These two perturbagens promote wound-healing, extracellular matrix remodeling and macrophage activation thus highlighting the importance of these pathways in metastasis suppression for early-stage CRC.

摘要

转移是癌症死亡的主要原因。我们旨在为早期错配修复功能正常的散发性结直肠癌(CRC)患者找到一种易转移的特征,以改善预后并为辅助化疗提供信息。使用 Affymetrix U133 Plus 2 阵列分析了 82 名年龄、种族和组织匹配的患者和健康对照者的全基因组表达谱。无转移的患者有 5 年或更长时间的随访。使用几种分类模型的 10 x 10 两级嵌套交叉验证设计来识别转移的最佳预测因子。最佳分类模型产生了一个 54 个基因集(74 个探针集),估计预测准确率为 71%。该特征的特异性、敏感性、阴性和阳性预测值分别为 0.88、0.58、0.84 和 0.65,表明该基因集可以改善早期散发性 CRC 患者的预后。这 54 个基因,包括节点分子 YWHAB、MAP3K5、LMNA、APP、GNAQ、F3、NFATC2 和 TGM2,将多个生物功能整合到一个错综复杂的分子网络中,表明细胞广泛的扰动参与了转移转化。此外,用这些基因的子集(70%)查询“连接图谱”表明甘氨酸-组氨酸-赖氨酸和 securinine 可以显著逆转这些基因的差异表达,表明它们对易转移患者具有组合治疗效果。这两种扰动剂促进伤口愈合、细胞外基质重塑和巨噬细胞激活,从而突出了这些通路在早期 CRC 转移抑制中的重要性。

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