Browsing by Subject "Genetic regulation"
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Item Computational development of regulatory gene set networks for systems biology applications(2014) Suphavilai, Chayaporn; Chen, Jake Y.; Fang, Shiaofen; Al Hasan, MohammadIn systems biology study, biological networks were used to gain insights into biological systems. While the traditional approach to studying biological networks is based on the identification of interactions among genes or the identification of a gene set ranking according to differentially expressed gene lists, little is known about interactions between higher order biological systems, a network of gene sets. Several types of gene set network have been proposed including co-membership, linkage, and co-enrichment human gene set networks. However, to our knowledge, none of them contains directionality information. Therefore, in this study we proposed a method to construct a regulatory gene set network, a directed network, which reveals novel relationships among gene sets. A regulatory gene set network was constructed by using publicly available gene regulation data. A directed edge in regulatory gene set networks represents a regulatory relationship from one gene set to the other gene set. A regulatory gene set network was compared with another type of gene set network to show that the regulatory network provides additional information. In order to show that a regulatory gene set network is useful for understand the underlying mechanism of a disease, an Alzheimer's disease (AD) regulatory gene set network was constructed. In addition, we developed Pathway and Annotated Gene-set Electronic Repository (PAGER), an online systems biology tool for constructing and visualizing gene and gene set networks from multiple gene set collections. PAGER is available at http://discern.uits.iu.edu:8340/PAGER/. Global regulatory and global co-membership gene set networks were pre-computed. PAGER contains 166,489 gene sets, 92,108,741 co-membership edges, 697,221,810 regulatory edges, 44,188 genes, 651,586 unique gene regulations, and 650,160 unique gene interactions. PAGER provided several unique features including constructing regulatory gene set networks, generating expanded gene set networks, and constructing gene networks within a gene set. However, tissue specific or disease specific information was not considered in the disease specific network constructing process, so it might not have high accuracy of presenting the high level relationship among gene sets in the disease context. Therefore, our framework can be improved by collecting higher resolution data, such as tissue specific and disease specific gene regulations and gene sets. In addition, experimental gene expression data can be applied to add more information to the gene set network. For the current version of PAGER, the size of gene and gene set networks are limited to 100 nodes due to browser memory constraint. Our future plans is integrating internal gene or proteins interactions inside pathways in order to support future systems biology study.Item Impact of ALCAM (CD166) on homing of hematopoietic stem and progenitor cells(2012-12-18) Aleksandrova, Mariya Aleksandrova; Goebl, Mark G.; Srour, Edward F.; Hurley, Thomas D., 1961-The potential of hematopoietic stem cells (HSC) to home and to anchor within the bone marrow (BM) microenvironment controls the ability of transplanted HSCs to establish normal hematopoiesis. Activated Leukocyte Cell Adhesion Molecule (ALCAM; also identified as CD166), which participates in homophilic interactions, is expressed on a group of osteoblasts in the hematopoietic niche capable of sustaining functional HSC in vitro. Since we could also detect ALCAM expression on HSC, we suspect that ALCAM may play a role in anchoring primitive hematopoietic cells to ALCAM expressing components of the hematopoietic niche via dimerization. We investigated the role of ALCAM on the homing abilities of hematopoietic stem and progenitor cells (HSPC) by calculating recovery frequency of Sca-1+ALCAM+ cells in an in vivo murine bone marrow transplantation model. Our data supports the notion that ALCAM promotes improved homing potential of hematopoietic Sca-1+ cells. Recovery of BM-homed Sca-1+ cells from the endosteal region was 1.8-fold higher than that of total donor cells. However, a 3.0-fold higher number of Sca-1+ALCAM+ cells homed to the endosteal region compared to total donor cells. Similarly, homed Sca-1+ALCAM+ cells were recovered from the vascular region at 2.1-fold greater frequency than total homed donor cells from that region, compared to only a 1.3-fold increase in the recovery frequency of Sca-1+ cells. In vitro quantitation of clonogenic BM-homed hematopoietic progenitors corroborate the results from the homing assay. The frequency of in vitro clonogenic progenitors was significantly higher among endosteal-homed Sca-1+ALCAM+ cells compared to other fractions of donor cells. Collectively, these data demonstrate that engrafting HSC expressing ALCAM home more efficiently to the BM and within the BM microenvironment, these cells preferentially seed the endosteal niche.Item In Vitro and In Silico Analysis of Osteoclastogenesis in Response to Inhibition of De-phosphorylation of EIF2alpha by Salubrinal and Guanabenz(2013) Tanjung, Nancy Giovanni; Yokota, Hiroki, 1955-; Ji, Julie; Na, Sungsoo; Berbari, Edward J.An excess of bone resorption over bone formation leads to osteoporosis, resulting in a reduction of bone mass and an increase in the risk of bone fracture. Anabolic and anti-resorptive drugs are currently available for treatment, however, none of these drugs are able to both promote osteoblastogenesis and reduce osteoclastogenesis. This thesis focused on the role of eukaryotic translation initiation factor 2 alpha (eIF2alpha), which regulates efficiency of translational initiation. The elevation of phosphorylated eIF2alpha was reported to stimulate osteoblastogenesis, but its effects on osteoclastogenesis have not been well understood. Using synthetic chemical agents such as salubrinal and guanabenz that are known to inhibit the de-phosphorylation of eIF2alpha, the role of phosphorylation of eIF2alpha in osteoclastogenesis was investigated in this thesis. The questions addressed herein were: Does the elevation of phosphorylated eIF2alpha (p-eIF2alpha) by salubrinal and guanabenz alter osteoclastogenesis? If so, what regulatory mechanism mediates the process? It was hypothesized that p-eIF2alpha could attenuate the development of osteoclast by regulating the transcription factor(s) amd microRNA(s) involved in osteoclastogenesis. To test this hypothesis, we conducted in vitro and in silico analysis of the responses of RAW 264.7 pre-osteoclast cells to salubrinal and guanabenz. First, the in vitro results revealed that the elevated level of phosphorylated eIF2alpha inhibited the proliferation, differentiation, and maturation of RAW264.7 cells and downregulated the expression of NFATc1, a master transcription factor of osteoclastogenesis. Silencing eIF2alpha by RNA interference suppressed the downregulation of NFATc1, suggesting the involvement of eIF2alpha in regulation of NFATc1. Second, the in silico results using genome-wide expression data and custom-made Matlab programs predicted a set of stimulatory and inhibitory regulator genes as well as microRNAs, which were potentially involved in the regulation of NFATc1. RNA interference experiments indicated that the genes such as Zfyve21 and Ddit4 were primary candidates as an inhibitor of NFATc1. In summary, the results showed that the elevation of p-eIF2alpha by salubrinal and guanabenz leads to attenuation of osteoclastogenesis through the downregulation of NFATc1. The regulatory mechanism is mediated by eIF2alpha signaling, but other signaling pathways are likely to be involved. Together with the previous data showing the stimulatory role of p-eIF2alpha in osteoblastogenesis, the results herein suggest that eIF2alpha-mediated signaling could provide a novel therapeutic target for treatment of osteoporosis by promoting bone formation and reducing bone resorption.Item In Vivo Analysis of Human LHX3 Gene Regulation(2011-02) Mullen, Rachel D.; Rhodes, Simon J.; Herring, B. Paul; Skalnik, David Gordon; Thurmond, Debbie C.; Walvoord, Emily C.LHX3 is a transcription factor important in pituitary and nervous system development. Patients with mutations in coding regions of the gene have combined pituitary hormone deficiency (CPHD) that causes growth, fertility, and metabolic problems. Promoter and intronic elements of LHX3 important for basal gene expression in vitro have been identified, but the key regulatory elements necessary for in vivo expression were unknown. With these studies, I sought to elucidate how LHX3 gene expression is regulated in vivo. Based on sequence conservation between species in non-coding regions, I identified a 7.9 kilobase (kb) region 3' of the human LHX3 gene as a potential regulatory element. In a beta galactosidase transgenic mouse model, this region directed spatial and temporal expression to the developing pituitary gland and spinal cord in a pattern consistent with endogenous LHX3 expression. Using a systematic series of deletions, I found that the conserved region contains multiple nervous system enhancers and a minimal 180 base pair (bp) enhancer that direct expression to both the pituitary and spinal cord in transgenic mice. Within this minimal enhancer, TAAT/ATTA sequences that are characteristic of homeodomain protein binding sites are required to direct expression. I performed DNA binding experiments and chromatin immunoprecipitation assays to reveal that the ISL1 and PITX1 proteins specifically recognize these elements in vitro and in vivo. Based on in vivo mutational analyses, two tandem ISL1 binding sites are required for enhancer activity in the pituitary and spine and a PITX1 binding site is required for spatial patterning of gene expression in the pituitary. Additional experiments demonstrated that these three elements cannot alone direct gene expression, suggesting a combination of factors is required for enhancer activity. This study reveals that the key regulatory elements guiding developmental regulation of the human LHX3 gene lie in this conserved downstream region. Further, this work implicates ISL1 as a new transcriptional regulator of LHX3 and describes a possible mechanism for the regulation of LHX3 by a known upstream factor, PITX1. Identification of important regulatory regions will also enable genetic screening in candidate CPHD patients and will thereby facilitate patient treatment and genetic counseling.Item Inhibiting protein clearance to induce cell death in tuberous sclerosis and pancreatic cancer(2014) Hendricks, Jeremiah William; Quilliam, Lawrence; Atkinson, Simon; Wek, Ronald C.; Zhang, Jian-TingSequestration at the aggresome and degradation through autophagy are two approaches by which a cell can counteract the toxic effect of misfolded proteins. Tuberous sclerosis (TS) and cancer cells can become dependent on autophagy for survival due to the high demand for protein synthesis, thus making protein clearance a potential therapeutic target. Because of its histone deacetylase (HDAC) inhibitory activity, we hypothesized that 4-phenylbutyrate (4-PBA) inhibits HDAC6 and aggresome formation to induce TS cell death. We found that 4-PBA treatment increases cell death and reduces bortezomib-induced aggresome formation. To link these results with HDAC inhibition we used two other HDAC inhibitors, trichostatin A (TSA) and tubastatin, and found that they also reduce bortezomib-induced protein aggregation. Because tubulin is a target of HDAC6, we next measured the effect of the HDAC inhibitors and 4-PBA treatment on tubulin acetylation. As expected, tubastatin increased tubulin acetylation but surprisingly TSA and 4-PBA did not. Because 4-PBA did not significantly inhibit HDAC6, we next hypothesized that 4-PBA was alternatively inducing autophagy and increasing aggresome clearance. Surprisingly, autophagy inhibition did not prevent the 4-PBA-induced reduction in protein aggregation. In conclusion, we found 4-PBA to induce cell death and reduce aggresome levels in TS cells, but we found no link between these phenomena. We next hypothesized that loss of the Ral guanine nucleotide exchange factor Rgl2 induces cell death via autophagy inhibition in pancreatic adenocarcinoma (PDAC) cells. KRas is mutationally activated in over 90% of PDACs and directly activates Rgl2. Rgl2 activates RalB, a known regulator of autophagy, and Rgl2 has been shown to promote PDAC cell survival. We first confirmed that loss of Rgl2 does increase cell death in PDAC cells. Initial experiments using doubly tagged fluorescent p62 and LC3 (autophagy markers) suggested that loss of Rgl2 inhibited autophagosome accumulation, but after developing a more sophisticated quantitation method we found loss of Rgl2 to have no effect. We also measured endogenous LC3 levels, and these experiments confirmed loss of Rgl2 to have no effect on autophagy levels. Therefore, loss of Rgl2 increases cell death in PDAC cells, but does not have a significant effect on autophagy.Item Interaction of genetic variants and methylation in transcript-level expression regulation in Alzheimer's disease by multi-omics data analysis(Springer Nature, 2025-02-20) Han, Seonggyun; Cho, Soo-ah; Choi, Wongyung; Eilbeck, Karen; Coon, Hilary; Nho, Kwangsik; Lee, Younghee; Radiology and Imaging Sciences, School of MedicineBackground: Alzheimer's disease (AD) presents a significant public health problem and major cause of dementia. Not only genetic but epigenetic factors contribute to complex and heterogeneous molecular mechanisms underlying AD risk; in particular, single nucleotide polymorphisms (SNPs) and DNA methylation can lead to dysregulation of gene expression in the AD brain. Each of these regulators has been independently studied well in AD progression, however, their interactive roles, particularly when they are located differently, still remains unclear. Here, we aimed to explore the interplay between SNPs and DNA methylation in regulating transcript expression levels in the AD brain through an integrative analysis of whole-genome sequencing, RNA-seq, and methylation data measured from the dorsolateral prefrontal cortex. Results: We identified 179 SNP-methylation combination pairs that showed statistically significant interactions associated with the expression of 67 transcripts (63 unique genes), enriched in functional pathways, including immune-related and post-synaptic assembly pathways. Particularly, a number of HLA family genes (HLA-A, HLA-B, HLA-C, HLA-DRB1, HLA-DRB5, HLA-DPA1, HLA-K, HLA-DQB1, and HLA-DMA) were observed as having expression changes associated with the interplay. Conclusions: Our findings especially implicate immune-related pathways as targets of these regulatory interactions. SNP-methylation interactions may thus contribute to the molecular complexity underlying immune-related pathogenies in AD patients. Our study provides a new molecular knowledge in the context of the interplay between genetic and epigenetic regulations, in that it concerns transcript expression status in AD.Item Lysine acetyltransferase Gcn5-B regulates the expression of crucial genes in Toxoplasma and its function is regulated through lysine acetylation(2014-04-02) Wang, Jiachen; Sullivan, William J., Jr.; Queener, Sherry F.; Arrizabalaga, Gustavo; Nass, Richard M.; Lu, TaoHistone acetylation has been linked to developmental changes in gene expression and is a validated drug target of apicomplexan parasites, but little is known about the roles of individual histone modifying enzymes and how they are recruited to target genes. The protozoan parasite Toxoplasma gondii (phylum Apicomplexa) is unusual among invertebrates in possessing two GCN5-family lysine acetyltransferases (KATs). While GCN5a is required for gene expression in response to alkaline stress, this KAT is dispensable for parasite proliferation in normal culture conditions. In contrast, GCN5b cannot be disrupted, suggesting it is essential for Toxoplasma viability. To further explore the function of GCN5b, we generated clonal parasites expressing an inducible HA-tagged form of GCN5b containing a point mutation that ablates enzymatic activity (E703G). Stabilization of this dominant-negative form of GCN5b was mediated through ligand-binding to a destabilization domain (dd) fused to the protein. Induced accumulation of the ddHAGCN5b(E703G) protein led to a rapid arrest in parasite replication. Growth arrest was accompanied by a decrease in histone H3 acetylation at specific lysine residues as well as reduced expression of GCN5b target genes in GCN5b(E703G) parasites, which were identified using chromatin immunoprecipitation coupled with microarray hybridization (ChIP-chip). We also demonstrate that GCN5b interacts with AP2-domain proteins, which are plant-like transcription factors in Apicomplexa. The interactions between GCN5b, AP2IX-7, and AP2X-8 were confirmed by reciprocal co-immunoprecipitation and revealed a “core complex” that includes the co-activator ADA2-A, TFIID subunits, LEO1 polymerase-associated factor (Paf1) subunit, and RRM proteins. The dominant-negative phenotype of ddHAGCN5b(E703G) parasites, considered with the proteomics and ChIP-chip data, indicate that GCN5b plays a central role in transcriptional and chromatin remodeling complexes. We conclude that GCN5b has a non-redundant and indispensable role in regulating gene expression required during the Toxoplasma lytic cycle.Item Methods of MicroRNA Promoter Prediction and Transcription Factor Mediated Regulatory Network(Hindawi, 2017) Zhao, Yuming; Wang, Fang; Chen, Su; Wan, Jun; Wang, Guohua; Medical and Molecular Genetics, School of MedicineMicroRNAs (miRNAs) are short (~22 nucleotides) noncoding RNAs and disseminated throughout the genome, either in the intergenic regions or in the intronic sequences of protein-coding genes. MiRNAs have been proved to play important roles in regulating gene expression. Hence, understanding the transcriptional mechanism of miRNA genes is a very critical step to uncover the whole regulatory network. A number of miRNA promoter prediction models have been proposed in the past decade. This review summarized several most popular miRNA promoter prediction models which used genome sequence features, or other features, for example, histone markers, RNA Pol II binding sites, and nucleosome-free regions, achieved by high-throughput sequencing data. Some databases were described as resources for miRNA promoter information. We then performed comprehensive discussion on prediction and identification of transcription factor mediated microRNA regulatory networks.Item Potential role of histone deacetylases in the development of the chick and murine retina(2014-09-04) Saha, Ankita; Belecky-Adams, Teri; Stocum, David L.; Meyer, Jason S.; Atkinson, SimonThe epigenetic state of any cell is, in part, regulated by the interaction of DNA with nuclear histones. Histone tails can be modified in a number of ways that impact on the availability of DNA to interact with transcriptional complexes, including methylation, acetylation, phosphorylation, ubiquituination, and sumoylation. Histones are acetylated by a large family of enzymes, histone acetyl transferases (HATs), and deacetylated by the histone deacetylases (HDACs). Acetylated histones are generally considered markers of genomic regions that are actively being transcribed, whereas deacetylated and methylated histones are generally markers of regions that are inactive. The goal of the present study was to 1) study the epigenetic state with regard to the presence of euchromatin and heterochromatin in the developing chick and murine retina, 2) study and compare the localization patterns of the classical HDACs in the developing chick and murine retina with respect retinal progenitors and early differentiated cell types 3) to test the hypothesis that overall HDAC activity is required for dividing retinal progenitors to leave the cell cycle and differentiate. Our results showed that the classical HDACs were ubiquitously expressed in the developing chick and murine retinas. Species specific differences as well as stage dependent variations were observed in the localization of the HDACs in the cell types that were studied in the chick and murine retina. Our preliminary results also showed that HDAC inhibition may lead to the inability of the cell types to leave the cell cycle and a subsequent increase in the number of progenitor cells present in the developing chick retina.Item REGULATION OF CHOP TRANSLATION IN RESPONSE TO eIF2 PHOSPHORYLATION AND ITS ROLE IN CELL FATE(2012-05) Palam, Lakshmi Reddy; Wek, Ronald C.; Herring, Brian P.; Harris, Robert A. (Robert Allison), 1939-; Skalnik, David G.In response to different environmental stresses, phosphorylation of eukaryotic initiation factor-2 (eIF2) rapidly reduces protein synthesis, which lowers energy expenditure and facilitates reprogramming of gene expression to remediate stress damage. Central to the changes in gene expression, eIF2 phosphorylation also enhances translation of ATF4, a transcriptional activator of genes subject to the Integrated Stress Response (ISR). The ISR increases the expression of genes important for alleviating stress, or alternatively triggering apoptosis. One ISR target gene encodes the transcriptional regulator CHOP whose accumulation is critical for stress-induced apoptosis. In this dissertation research, I show that eIF2 phosphorylation induces preferential translation of CHOP by a mechanism involving a single upstream ORF (uORF) located in the 5’-leader of the CHOP mRNA. In the absence of stress and low eIF2 phosphorylation, translation of the uORF serves as a barrier that prevents translation of the downstream CHOP coding region. Enhanced eIF2 phosphorylation during stress facilitates ribosome bypass of the uORF, and instead results in the translation of CHOP. Stable cell lines were also constructed that express CHOP transcript containing the wild type uORF or deleted for the uORF and each were analyzed for expression changes in response to the different stress conditions. Increased CHOP levels due to the absence of inhibitory uORF sensitized the cells to stress-induced apoptosis when compared to the cells that express CHOP mRNA containing the wild type uORF. This new mechanism of translational control explains how expression of CHOP and the fate of cells are tightly linked to the levels of phosphorylated eIF2 and stress damage.