Center of Excellence in Genomic Medicine Research, King Abdulaziz University, PO Box-80216, Jeddah, Pin-21589, Kingdom of Saudi Arabia.
CNS Neurol Disord Drug Targets. 2014 Apr;13(3):501-16. doi: 10.2174/18715273113126660154.
Meta-analysis methods exist for combining multiple microarray datasets. However, there are a wide range of issues associated with microarray meta-analysis and a limited ability to compare the performance of different metaanalysis methods. Using cDNA microarray technology (Partek Genomics Suite 6.6) and global pathway analysis with Ingenuity Pathway Analysis tool (IPA, Inc), we examined the transcript level in type 2 diabetes mellitus (T2DM) and Alzheimer's disease (AD) patients and controls. To understand the molecular link between T2DM and AD, we compared the gene expression pattern and pathway involved. Microarray analysis identified 235 differentially expressed genes between T2DM patients and controls; and 834 between AD and controls at two fold change and a false discovery rate of 0.05. Significantly changed expression of "myeloid leukemia cell differentiation protein 1; RAS guanyl releasing protein 1; S100 calcium-binding protein A8; prostaglandin- endoperoxide synthase 2; parvalbumin; endoplasmic reticulum aminopeptidase 1; phosphoglycerate kinase 1; Eukaryotic translation initiation factor 3 subunit F; Interleukin-1 beta; tubulin, beta 2A; glycine receptor alpha 1 and ribosomal protein S24" genes were highly associated with T2DM, whereas "neuronal differentiation 6; G-protein coupled receptor 83; phosphoserine phosphatase; bobby sox homolog or HMG box -containing protein 2; Glutathione S-transferase theta 1; alpha-2-glycoprotein 1 zinc-binding; Heat shock 70kDa protein 1B; transportin 1, Acidic leucine-rich nuclear phosphoprotein 32 family member B; Nuclear factor of activated T-cells 5; inositol 1,4,5-trisphosphate 3-kinase B; prenylcysteine oxidase 1 like" were found to be strongly related with AD. We also found a set of differentially expressed genes; "ARP2 actin-related protein 2; Cell division control protein 42; cytoplasmic polyadenylation element binding protein 4; Early growth response protein 1; ectonucleotide pyrophosphatase/phosphodiesterase 5; folate receptor 1; glutamate-ammonia ligase; hydroxy-3-methylglutaryl-Coenzyme A reductase; 3-hydroxy-3- methylglutaryl-CoA synthase; interleukin 1 receptor- like 1; leukemia inhibitory factor receptor; metastasis associated lung adenocarcinoma transcript 1; pyruvate dehydrogenase kinase, isozyme 4; phosphoserine phosphatase, parvalbumin, and tubulin, beta 2A" to be present in both dataset. Altered regulation of intracellular signaling pathways, including Ephrin receptor, liver X receptor/ retinoid X receptor; interleukin 6; insulinlike growth factor 1; interleukin 10 and 14-3-3-mediated signaling pathways were associated with T2DM as well as Alzheimer-type pathology. Our findings implicate diabetic disorders in the pathogenesis of AD, and provide a basis for future candidate studies based on specific pathways.
存在用于合并多个微阵列数据集的荟萃分析方法。然而,微阵列荟萃分析存在广泛的问题,并且比较不同荟萃分析方法的性能的能力有限。我们使用 cDNA 微阵列技术(Partek Genomics Suite 6.6)和全局途径分析与 Ingenuity Pathway Analysis 工具(IPA,Inc),检查了 2 型糖尿病(T2DM)和阿尔茨海默病(AD)患者和对照组的转录水平。为了了解 T2DM 和 AD 之间的分子联系,我们比较了涉及的基因表达模式和途径。微阵列分析在 T2DM 患者和对照组之间鉴定出 235 个差异表达基因;在 AD 和对照组之间鉴定出 834 个差异表达基因,倍数变化为 2 倍,假发现率为 0.05。髓样白血病细胞分化蛋白 1;RAS 鸟嘌呤释放蛋白 1;S100 钙结合蛋白 A8;前列腺素-内过氧化物合酶 2;副肌球蛋白;内质网氨肽酶 1;磷酸甘油酸激酶 1;真核翻译起始因子 3 亚基 F;白细胞介素-1β;微管蛋白,β 2A;甘氨酸受体α 1 和核糖体蛋白 S24 的基因表达水平明显改变,与 T2DM 高度相关,而神经元分化 6;G-蛋白偶联受体 83;磷酸丝氨酸磷酸酶;Bobby Sox 同源物或 HMG 盒含蛋白 2;谷胱甘肽 S-转移酶 theta 1;α-2-糖蛋白 1 锌结合;热休克 70kDa 蛋白 1B;转铁蛋白 1、酸性亮氨酸丰富核磷蛋白 32 家族成员 B;活化 T 细胞核因子 5;肌醇 1,4,5-三磷酸 3-激酶 B;prenylcysteine 氧化酶 1 样基因与 AD 密切相关。我们还发现了一组差异表达基因;“ARP2 肌动蛋白相关蛋白 2;细胞分裂控制蛋白 42;细胞质多聚腺苷酸化元件结合蛋白 4;早期生长反应蛋白 1;核苷酸焦磷酸酶/磷酸二酯酶 5;叶酸受体 1;谷氨酸-氨连接酶;羟基-3-甲基戊二酰基辅酶 A 还原酶;3-羟基-3-甲基戊二酰基辅酶 A 合酶;白细胞介素 1 受体样 1;白血病抑制因子受体;转移相关肺腺癌转录物 1;丙酮酸脱氢酶激酶,同工酶 4;磷酸丝氨酸磷酸酶、副肌球蛋白和微管蛋白,β 2A 在两个数据集都存在。细胞内信号通路的调节改变,包括 Ephrin 受体、肝 X 受体/视黄酸 X 受体;白细胞介素 6;胰岛素样生长因子 1;白细胞介素 10 和 14-3-3 介导的信号通路与 T2DM 以及阿尔茨海默病型病理学有关。我们的发现表明糖尿病疾病与 AD 的发病机制有关,并为基于特定途径的未来候选研究提供了基础。