Department of Bioinformatics and Functional Genomics, Institute of Pharmacy and Molecular Biotechnology, and Bioquant, University of Heidelberg, INF 267, 69120 Heidelberg, Germany.
BMC Med Genomics. 2010 Sep 10;3:39. doi: 10.1186/1755-8794-3-39.
Tumor therapy mainly attacks the metabolism to interfere the tumor's anabolism and signaling of proliferative second messengers. However, the metabolic demands of different cancers are very heterogeneous and depend on their origin of tissue, age, gender and other clinical parameters. We investigated tumor specific regulation in the metabolism of breast cancer.
For this, we mapped gene expression data from microarrays onto the corresponding enzymes and their metabolic reaction network. We used Haar Wavelet transforms on optimally arranged grid representations of metabolic pathways as a pattern recognition method to detect orchestrated regulation of neighboring enzymes in the network. Significant combined expression patterns were used to select metabolic pathways showing shifted regulation of the aggressive tumors.
Besides up-regulation for energy production and nucleotide anabolism, we found an interesting cellular switch in the interplay of biosynthesis of steroids and bile acids. The biosynthesis of steroids was up-regulated for estrogen synthesis which is needed for proliferative signaling in breast cancer. In turn, the decomposition of steroid precursors was blocked by down-regulation of the bile acid pathway.
We applied an intelligent pattern recognition method for analyzing the regulation of metabolism and elucidated substantial regulation of human breast cancer at the interplay of cholesterol biosynthesis and bile acid metabolism pointing to specific breast cancer treatment.
肿瘤治疗主要攻击代谢以干扰肿瘤的合成代谢和增殖第二信使的信号转导。然而,不同癌症的代谢需求非常不同,取决于其组织起源、年龄、性别和其他临床参数。我们研究了乳腺癌代谢中的肿瘤特异性调节。
为此,我们将微阵列的基因表达数据映射到相应的酶及其代谢反应网络上。我们使用 Haar 小波变换对代谢途径的最佳排列网格表示进行模式识别,以检测网络中相邻酶的协调调节。选择具有显著组合表达模式的代谢途径,以选择表现出侵袭性肿瘤调节变化的代谢途径。
除了能量产生和核苷酸合成的上调外,我们还发现了甾体和胆汁酸生物合成相互作用中有趣的细胞开关。雌激素合成需要甾体的生物合成,因此雌激素合成被上调。反过来,胆汁酸途径的下调阻断了甾体前体的分解。
我们应用了一种智能模式识别方法来分析代谢的调节,并阐明了胆固醇生物合成和胆汁酸代谢相互作用中人类乳腺癌的大量调节,为特定的乳腺癌治疗指明了方向。