Molecular Phenotyping of Immune Cells from Young NOD Mice Reveals Abnormal Metabolic Pathways in the Early Induction Phase of Autoimmune Diabetes

Islet leukocytic infiltration (insulitis) is first obvious at around 4 weeks of age in the NOD mouse – a model for human type 1 diabetes (T1D). The molecular events that lead to insulitis and initiate autoimmune diabetes are poorly understood. Since TID is caused by numerous genes, we hypothesized that multiple molecular pathways are altered and interact to initiate this disease. We evaluated the molecular phenotype (mRNA and protein expression) and molecular networks of ex vivo unfractionated spleen leukocytes from 2 and 4 week-old NOD mice in comparison to two control strains. Analysis of the global gene expression profiles and hierarchical clustering revealed that the majority (∼90%) of the differentially expressed genes in NOD mice were repressed. Furthermore, analysis using a modern suite of multiple bioinformatics approaches identified abnormal molecular pathways that can be divided broadly into 2 categories: metabolic pathways, which were predominant at 2 weeks, and immune response pathways, which were predominant at 4 weeks. Network analysis by Ingenuity pathway analysis identified key genes/molecules that may play a role in regulating these pathways. These included five that were common to both ages (TNF, HNF4A, IL15, Progesterone, and YWHAZ), and others that were unique to 2 weeks (e.g. MYC/MYCN, TGFB1, and IL2) and to 4 weeks (e.g. IFNG, beta-estradiol, p53, NFKB, AKT, PRKCA, IL12, and HLA-C). Based on the literature, genes that may play a role in regulating metabolic pathways at 2 weeks include Myc and HNF4A, and at 4 weeks, beta-estradiol, p53, Akt, HNF4A and AR. Our data suggest that abnormalities in regulation of metabolic pathways in the immune cells of young NOD mice lead to abnormalities in the immune response pathways and as such may play a role in the initiation of autoimmune diabetes. Thus, targeting metabolism may provide novel approaches to preventing and/or treating autoimmune diabetes.     

Genome-wide microarray expression analysis of CD4+ T Cells from nonobese diabetic congenic mice identifies Cd55 (Daf1) and Acadl as candidate genes for type 1 diabetes

NOD.Idd3/5 congenic mice have insulin-dependent diabetes (Idd) regions on chromosomes 1 (Idd5) and 3 (Idd3) derived from the nondiabetic strains B10 and B6, respectively. NOD.Idd3/5 mice are almost completely protected from type 1 diabetes (T1D) but the genes within Idd3 and Idd5 responsible for the disease-altering phenotype have been only partially characterized. To test the hypothesis that candidate Idd genes can be identified by differential gene expression between activated CD4+ T cells from the diabetes-susceptible NOD strain and the diabetes-resistant NOD.Idd3/5 congenic strain, genome-wide microarray expression analysis was performed using an empirical Bayes method. Remarkably, 16 of the 20 most differentially expressed genes were located in the introgressed regions on chromosomes 1 and 3, validating our initial hypothesis. The two genes with the greatest differential RNA expression on chromosome 1 were those encoding decay-accelerating factor (DAF, also known as CD55) and acyl-coenzyme A dehydrogenase, long chain, which are located in the Idd5.4 and Idd5.3 regions, respectively. Neither gene has been implicated previously in the pathogenesis of T1D. In the case of DAF, differential expression of mRNA was extended to the protein level; NOD CD4+ T cells expressed higher levels of cell surface DAF compared with NOD.Idd3/5 CD4+ T cells following activation with anti-CD3 and -CD28. DAF up-regulation was IL-4 dependent and blocked under Th1 conditions. These results validate the approach of using congenic mice together with genome-wide analysis of tissue-specific gene expression to identify novel candidate genes in T1D.     

金针菇成熟期和伸长期菌盖的转录组与蛋白组比较分析

菌盖是大型真菌的重要组成部分,也是其产生有性孢子的部位,但是其发育机制仍不明确。本研究以金针菇Flammulina filiformis为材料,采用转录组和蛋白组联合分析的方法,比较分析了金针菇成熟期和伸长期菌盖的差异基因与蛋白,并对其进行GO (gene ontology)功能聚类分析、KEGG (Kyoto encyclopedia of genes and genomes)富集分析和蛋白互作网络分析。本研究筛选到差异表达基因有1 391个,差异表达蛋白147个,均以上调表达为主。GO功能聚类分析结果表明,催化活性(catalytic activity)条目富集基因最多,其次是细胞组分(cell part)、细胞过程(cellular process)和细胞器(organelle)。KEGG富集分析结果表明,差异表达基因和蛋白主要富集在碳水化合物代谢通路(carbohydrate metabolism)和氨基酸代谢通路(amino acid metabolism)等。本研究选取了9个关键的差异表达基因,使用实时荧光定量PCR (real-time quantitative PCR,RT-qPCR)对其表达量进行了验证。RT-qPCR验证结果与转录组测序结果相一致。蛋白互作网络分析表明,水解酶类、结构域类和转录调节类蛋白为互作网络的主要结点。本研究联合转录组、蛋白组测序数据,通过分析差异基因与蛋白,为深入了解金针菇菌盖发育机制提供数据参考。     

Macrophages from lupus-prone MRL mice have a conditional signaling abnormality that leads to dysregulated expression of numerous genes

Macrophages (mϕ) from pre-diseased mice of the major murine inbred models of spontaneous autoimmunity (AI), including multiple lupus-prone strains and the type I diabetes-prone NOD (non-obese diabetic) strain, have identical apoptotic target-dependent abnormalities. This characteristic feature of mϕ from AI-prone mice suggests that abnormal signaling events induced within mϕ following their interaction with apoptotic targets may predispose to AI. Such signaling abnormalities would affect predominantly the processing and presentation of self-antigen (i.e., derived from apoptotic targets), while sparing the processing and presentation of foreign antigen (i.e., derived from non-apoptotic sources). Here, we used DNA microarrays to test the hypothesis that mϕ from AI-prone mice (MRL/MpJ [MRL/+] or MRL/MpJ-Tnfrsf6 ^lpr [MRL/lpr]) differentially express multiple genes in comparison to non-AI mϕ (BALB/c), but do so in a largely apoptotic cell-dependent manner. Mϕ were stimulated with lipopolysaccharide, a potent innate stimulus, in the presence or absence of serum (an experimental surrogate for apoptotic targets). In accord with our hypothesis, the number of genes differentially expressed by MRL mϕ was significantly increased in the presence vs. the absence of serum, the apoptotic target surrogate (n = 401 vs. n = 201). Notably, for genes differentially expressed by MRL mϕ in the presence of serum, serum-free culture normalized their expression to a level statistically indistinguishable from that by non-AI mϕ. Comparisons of mϕ from AI-prone NOD and non-AI C57BL/6 mice corroborated these findings. Together, these data support the hypothesis that mϕ from MRL and other AI-prone mice are characterized by a conditional abnormality elicited by serum lipids or apoptotic targets.     

Granulocyte-dendritic cell unbalance in the non-obese diabetic mice

Several investigators, including ourselves, have reported lower yield of GM-CSF bone marrow-derived dendritic cells (DC) with altered MHC class II and co-stimulatory molecules expression in the non-obese diabetic (NOD) mice. However, whether this defect was intrinsic to the DC lineage and/or related to abnormal expansion of other cell types responding to GM-CSF remained an opened issue. We performed phenotypical and morphological analysis of cells from GM-CSF-supplemented-bone marrow-cultures and of freshly isolated bone marrow and blood cells from unmanipulated prediabetic NOD mice. The results show a heretofore undescribed bias towards generation of granulocytes in NOD mice, concomitant with quantitative and qualitative alterations of the DC lineage in both the bone marrow and the blood of this mouse strain. We propose that increased generation of granulocytes in NOD mice might contribute to autoimmunity. First, high numbers of granulocytes per se might favor inflammatory environment. Second, granulocytes, by interfering with DC development, might favor unbalanced antigen presenting cell function leading to T cell autoimmunity.