Yan-Hong Zhao, Xue-Fang Zhang, Yan-Qiu Zhao, Fan Bai, Fan Qin, Jing Sun, Ying Dong
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Time-series genes with a ratio of standard deviation/average (coefficient of variation) >0.15 were screened, and their expression patterns were revealed based on Short Time-series Expression Miner (STEM). Then, the functional enrichment analysis of time-series genes in each group was performed using DAVID, and the genes enriched in the top ten functional categories were extracted to detect their expression patterns. Different time-series genes were identified in the three groups, and most of them were enriched in the ribosome and oxidative phosphorylation pathways. Time-series genes in the three treatment groups had different expression patterns and functions. Time-series genes in the ATO group (e.g. CCNA2 and DAB2) were significantly associated with cell adhesion, those in the AMN107 group were related to cellular carbohydrate metabolic process, while those in the ATO+AMN107 group (e.g. AP2M1) were significantly related to cell proliferation and antigen processing. 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引用次数: 5
摘要
慢性髓性白血病(CML)以活性BCR-ABL蛋白的积累为特征。伊马替尼是CML的一线治疗药物;然而,许多患者对这种药物有抗药性。在本研究中,我们旨在比较不同药物治疗下伊马替尼耐药CML细胞中时间序列基因的表达模式和功能的差异。GSE24946从GEO数据库下载,该数据库包含17个K562-r细胞样本(n=12)和未给药(n=5)。本研究考虑了三种药物治疗组:三氧化二砷(ATO)、AMN107和ATO+AMN107。每组在每个时间点(3、12、24、48 h)各取1个样本,筛选标准差/平均比(变异系数)>0.15的时间序列基因,利用Short time -series expression Miner (STEM)分析其表达模式。然后,利用DAVID对每组时间序列基因进行功能富集分析,提取富集前10个功能类别的基因,检测其表达模式。在三组中鉴定出不同的时间序列基因,其中大部分富集于核糖体和氧化磷酸化途径。三个治疗组时间序列基因的表达模式和功能不同。ATO组的时间序列基因(如CCNA2和DAB2)与细胞粘附显著相关,AMN107组的时间序列基因与细胞碳水化合物代谢过程相关,而ATO+AMN107组的时间序列基因(如AP2M1)与细胞增殖和抗原加工显著相关。在耐伊马替尼CML细胞中,ATO可能影响细胞粘附相关基因,AMN107可能影响细胞碳水化合物代谢相关基因,联合治疗可能调节细胞增殖相关基因。
Time-series analysis in imatinib-resistant chronic myeloid leukemia K562-cells under different drug treatments.
Chronic myeloid leukemia (CML) is characterized by the accumulation of active BCR-ABL protein. Imatinib is the first-line treatment of CML; however, many patients are resistant to this drug. In this study, we aimed to compare the differences in expression patterns and functions of time-series genes in imatinib-resistant CML cells under different drug treatments. GSE24946 was downloaded from the GEO database, which included 17 samples of K562-r cells with (n=12) or without drug administration (n=5). Three drug treatment groups were considered for this study: arsenic trioxide (ATO), AMN107, and ATO+AMN107. Each group had one sample at each time point (3, 12, 24, and 48 h). Time-series genes with a ratio of standard deviation/average (coefficient of variation) >0.15 were screened, and their expression patterns were revealed based on Short Time-series Expression Miner (STEM). Then, the functional enrichment analysis of time-series genes in each group was performed using DAVID, and the genes enriched in the top ten functional categories were extracted to detect their expression patterns. Different time-series genes were identified in the three groups, and most of them were enriched in the ribosome and oxidative phosphorylation pathways. Time-series genes in the three treatment groups had different expression patterns and functions. Time-series genes in the ATO group (e.g. CCNA2 and DAB2) were significantly associated with cell adhesion, those in the AMN107 group were related to cellular carbohydrate metabolic process, while those in the ATO+AMN107 group (e.g. AP2M1) were significantly related to cell proliferation and antigen processing. In imatinib-resistant CML cells, ATO could influence genes related to cell adhesion, AMN107 might affect genes involved in cellular carbohydrate metabolism, and the combination therapy might regulate genes involved in cell proliferation.