23 results on '"Kuzu G"'
Search Results
2. A high throughput cell stretch device for investigating mechanobiology in vitro .
- Author
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Pratt SJP, Plunkett CM, Kuzu G, Trinh T, Barbara J, Choconta P, Quackenbush D, Huynh T, Smith A, Barnes SW, New J, Pierce J, Walker JR, Mainquist J, King FJ, Elliott J, Hammack S, and Decker RS
- Abstract
Mechanobiology is a rapidly advancing field, with growing evidence that mechanical signaling plays key roles in health and disease. To accelerate mechanobiology-based drug discovery, novel in vitro systems are needed that enable mechanical perturbation of cells in a format amenable to high throughput screening. Here, both a mechanical stretch device and 192-well silicone flexible linear stretch plate were designed and fabricated to meet high throughput technology needs for cell stretch-based applications. To demonstrate the utility of the stretch plate in automation and screening, cell dispensing, liquid handling, high content imaging, and high throughput sequencing platforms were employed. Using this system, an assay was developed as a biological validation and proof-of-concept readout for screening. A mechano-transcriptional stretch response was characterized using focused gene expression profiling measured by RNA-mediated oligonucleotide Annealing, Selection, and Ligation with Next-Gen sequencing. Using articular chondrocytes, a gene expression signature containing stretch responsive genes relevant to cartilage homeostasis and disease was identified. The possibility for integration of other stretch sensitive cell types (e.g., cardiovascular, airway, bladder, gut, and musculoskeletal), in combination with alternative phenotypic readouts (e.g., protein expression, proliferation, or spatial alignment), broadens the scope of high throughput stretch and allows for wider adoption by the research community. This high throughput mechanical stress device fills an unmet need in phenotypic screening technology to support drug discovery in mechanobiology-based disease areas., Competing Interests: All authors are current or prior employees of Novartis., (© 2024 Author(s).)
- Published
- 2024
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3. Compound Activity Prediction with Dose-Dependent Transcriptomic Profiles and Deep Learning.
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Godinez WJ, Trifonov V, Fang B, Kuzu G, Pei L, Guiguemde WA, Martin EJ, King FJ, Jenkins JL, and Skewes-Cox P
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- Humans, Transcriptome, Drug Discovery methods, Gene Expression Profiling, Deep Learning, Malaria
- Abstract
Predicting compound activity in assays is a long-standing challenge in drug discovery. Computational models based on compound-induced gene expression signatures from a single profiling assay have shown promise toward predicting compound activity in other, seemingly unrelated, assays. Applications of such models include predicting mechanisms-of-action (MoA) for phenotypic hits, identifying off-target activities, and identifying polypharmacologies. Here, we introduce transcriptomics-to-activity transformer (TAT) models that leverage gene expression profiles observed over compound treatment at multiple concentrations to predict the compound activity in other biochemical or cellular assays. We built TAT models based on gene expression data from a RASL-seq assay to predict the activity of 2692 compounds in 262 dose-response assays. We obtained useful models for 51% of the assays, as determined through a realistic held-out set. Prospectively, we experimentally validated the activity predictions of a TAT model in a malaria inhibition assay. With a 63% hit rate, TAT successfully identified several submicromolar malaria inhibitors. Our results thus demonstrate the potential of transcriptomic responses over compound concentration and the TAT modeling framework as a cost-efficient way to identify the bioactivities of promising compounds across many assays.
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- 2024
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4. "3D, human renal proximal tubule (RPTEC-TERT1) organoids 'tubuloids' for translatable evaluation of nephrotoxins in high-throughput".
- Author
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Vidal Yucha SE, Quackenbush D, Chu T, Lo F, Sutherland JJ, Kuzu G, Roberts C, Luna F, Barnes SW, Walker J, and Kuss P
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- Humans, Cell Line, Kidney Tubules, Kidney, Organoids, Kidney Tubules, Proximal metabolism
- Abstract
The importance of human cell-based in vitro tools to drug development that are robust, accurate, and predictive cannot be understated. There has been significant effort in recent years to develop such platforms, with increased interest in 3D models that can recapitulate key aspects of biology that 2D models might not be able to deliver. We describe the development of a 3D human cell-based in vitro assay for the investigation of nephrotoxicity, using RPTEC-TERT1 cells. These RPTEC-TERT1 proximal tubule organoids 'tubuloids' demonstrate marked differences in physiologically relevant morphology compared to 2D monolayer cells, increased sensitivity to nephrotoxins observable via secreted protein, and with a higher degree of similarity to native human kidney tissue. Finally, tubuloids incubated with nephrotoxins demonstrate altered Na+/K+-ATPase signal intensity, a potential avenue for a high-throughput, translatable nephrotoxicity assay., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2022 Vidal Yucha et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
- Published
- 2022
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5. A high-resolution protein architecture of the budding yeast genome.
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Rossi MJ, Kuntala PK, Lai WKM, Yamada N, Badjatia N, Mittal C, Kuzu G, Bocklund K, Farrell NP, Blanda TR, Mairose JD, Basting AV, Mistretta KS, Rocco DJ, Perkinson ES, Kellogg GD, Mahony S, and Pugh BF
- Subjects
- Coenzymes metabolism, Multiprotein Complexes metabolism, Promoter Regions, Genetic, RNA Polymerase I metabolism, RNA Polymerase II metabolism, RNA Polymerase III metabolism, TATA-Box Binding Protein genetics, TATA-Box Binding Protein metabolism, Transcription Factor TFIIB genetics, Transcription Factor TFIIB metabolism, Transcription Factor TFIID, Transcription Factors metabolism, Fungal Proteins genetics, Fungal Proteins metabolism, Genome, Fungal genetics, Multiprotein Complexes genetics, Saccharomyces cerevisiae genetics, Saccharomyces cerevisiae metabolism, Transcription Factors genetics
- Abstract
The genome-wide architecture of chromatin-associated proteins that maintains chromosome integrity and gene regulation is not well defined. Here we use chromatin immunoprecipitation, exonuclease digestion and DNA sequencing (ChIP-exo/seq)
1,2 to define this architecture in Saccharomyces cerevisiae. We identify 21 meta-assemblages consisting of roughly 400 different proteins that are related to DNA replication, centromeres, subtelomeres, transposons and transcription by RNA polymerase (Pol) I, II and III. Replication proteins engulf a nucleosome, centromeres lack a nucleosome, and repressive proteins encompass three nucleosomes at subtelomeric X-elements. We find that most promoters associated with Pol II evolved to lack a regulatory region, having only a core promoter. These constitutive promoters comprise a short nucleosome-free region (NFR) adjacent to a +1 nucleosome, which together bind the transcription-initiation factor TFIID to form a preinitiation complex. Positioned insulators protect core promoters from upstream events. A small fraction of promoters evolved an architecture for inducibility, whereby sequence-specific transcription factors (ssTFs) create a nucleosome-depleted region (NDR) that is distinct from an NFR. We describe structural interactions among ssTFs, their cognate cofactors and the genome. These interactions include the nucleosomal and transcriptional regulators RPD3-L, SAGA, NuA4, Tup1, Mediator and SWI-SNF. Surprisingly, we do not detect interactions between ssTFs and TFIID, suggesting that such interactions do not stably occur. Our model for gene induction involves ssTFs, cofactors and general factors such as TBP and TFIIB, but not TFIID. By contrast, constitutive transcription involves TFIID but not ssTFs engaged with their cofactors. From this, we define a highly integrated network of gene regulation by ssTFs.- Published
- 2021
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6. Selective Ah receptor modulators attenuate NPC1L1-mediated cholesterol uptake through repression of SREBP-2 transcriptional activity.
- Author
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Muku GE, Kusnadi A, Kuzu G, Tanos R, Murray IA, Gowda K, Amin S, and Perdew GH
- Subjects
- Caco-2 Cells, Enzyme Inhibitors, Gene Expression Regulation drug effects, Gene Expression Regulation genetics, Gene Silencing, Humans, Promoter Regions, Genetic, Receptors, Aryl Hydrocarbon antagonists & inhibitors, Receptors, Aryl Hydrocarbon genetics, Sterol Regulatory Element Binding Protein 2 genetics, Cholesterol metabolism, Membrane Transport Proteins metabolism, Receptors, Aryl Hydrocarbon metabolism, Sterol Regulatory Element Binding Protein 2 metabolism
- Abstract
The ability of the aryl hydrocarbon receptor (AHR) to alter hepatic expression of cholesterol synthesis genes in a DRE-independent manner in mice and humans has been reported. We have examined the influence of functionally distinct classes of AHR ligands on the levels of Niemann-Pick C1-like intracellular cholesterol transporter (NPC1L1) and enzymes involved in the cholesterol synthesis pathway. NPC1L1 is known to mediate the intestinal absorption of dietary cholesterol and is clinically targeted. AHR ligands were capable of attenuating cholesterol uptake through repression of NPC1L1 expression. Through mutagenesis experiments targeting the two DRE sequences present in the promoter region of the NPC1L1 gene, we provide evidence that the repression does not require functional DRE sequences; while knockdown experiments demonstrated that this regulation is dependent on AHR and sterol-regulatory element-binding protein-2 (SREBP-2). Furthermore, upon ligand activation of AHR, the human intestinal Caco-2 cell line revealed coordinate repression of both mRNA and protein levels for a number of the cholesterol biosynthetic enzymes. Transcription of NPC1L1 and genes of the cholesterol synthesis pathway is predominantly regulated by SREBP-2, especially after treatment with a statin. Immunoblot analyses revealed a significant decrease in transcriptionally active SREBP-2 levels upon ligand treatment, whereas the precursor form of SREBP-2 was modestly increased by AHR activation. Mechanistic insights indicate that AHR induces proteolytic degradation of mature SREBP-2 in a calcium-dependent manner, which correlates with the AHR ligand-mediated upregulation of the transient receptor potential cation channel subfamily V member 6 (TRPV6) gene encoding for a membrane calcium channel. These observations emphasize a role for AHR in the systemic homeostatic regulation of cholesterol synthesis and absorption, indicating the potential use of this receptor as a target for the treatment of hyperlipidosis-associated metabolic diseases.
- Published
- 2020
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7. PRISM-EM: template interface-based modelling of multi-protein complexes guided by cryo-electron microscopy density maps. Corrigendum.
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Kuzu G, Keskin O, Nussinov R, and Gursoy A
- Abstract
A revised Table 6 and Supporting Information are provided for the article by Kuzu et al. [(2016), Acta Cryst. D72, 1137-1148].
- Published
- 2018
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8. The Drosophila CLAMP protein associates with diverse proteins on chromatin.
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Urban JA, Urban JM, Kuzu G, and Larschan EN
- Subjects
- Animals, Binding Sites, Female, Immunoprecipitation, Male, Protein Binding, Transcription Factors metabolism, Chromatin metabolism, DNA-Binding Proteins metabolism, Drosophila Proteins metabolism
- Abstract
Gaining new insights into gene regulation involves an in-depth understanding of protein-protein interactions on chromatin. A powerful model for studying mechanisms of gene regulation is dosage compensation, a process that targets the X-chromosome to equalize gene expression between XY males and XX females. We previously identified a zinc finger protein in Drosophila melanogaster that plays a sex-specific role in targeting the Male-specific lethal (MSL) dosage compensation complex to the male X-chromosome, called the Chromatin-Linked Adapter for MSL Proteins (CLAMP). More recently, we established that CLAMP has non-sex-specific roles as an essential protein that regulates chromatin accessibility at promoters genome-wide. To identify associations between CLAMP and other factors in both male and female cells, we used two complementary mass spectrometry approaches. We demonstrate that CLAMP associates with the transcriptional regulator complex Negative Elongation Factor (NELF) in both sexes and determine that CLAMP reduces NELF recruitment to several target genes. In sum, we have identified many new CLAMP-associated factors and provide a resource for further study of this little understood essential protein.
- Published
- 2017
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9. Ligand-mediated cytoplasmic retention of the Ah receptor inhibits macrophage-mediated acute inflammatory responses.
- Author
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Muku GE, Lahoti TS, Murray IA, Podolsky MA, Smith KJ, Hubbard TD, Kuzu G, Gowda K, Amin SG, and Perdew GH
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- Allyl Compounds pharmacology, Animals, Cells, Cultured, Disease Models, Animal, Gout metabolism, Indazoles pharmacology, Lipopolysaccharides, Mice, Mice, Knockout, Cytoplasm metabolism, Inflammation metabolism, Macrophages, Peritoneal drug effects, Macrophages, Peritoneal metabolism, Receptors, Aryl Hydrocarbon metabolism
- Abstract
The Ah receptor (AHR) has been shown to exhibit both inflammatory and anti-inflammatory activity in a context-specific manner. In vivo macrophage-driven acute inflammation models were utilized here to test whether the selective Ah receptor modulator 1-allyl-7-trifluoromethyl-1H-indazol-3-yl]-4-methoxyphenol (SGA360) would reduce inflammation. Exposure to SGA360 was capable of significantly inhibiting lipopolysaccharide (LPS)-mediated endotoxic shock in a mouse model, both in terms of lethality and attenuating inflammatory signaling in tissues. Topical exposure to SGA360 was also able to mitigate joint edema in a monosodium urate (MSU) crystal gout mouse model. Inhibition was dependent on the expression of the high-affinity allelic AHR variant in both acute inflammation models. Upon peritoneal MSU crystal exposure SGA360 pretreatment inhibited neutrophil and macrophage migration into the peritoneum. RNA-seq analysis revealed that SGA360 attenuated the expression of numerous inflammatory genes and genes known to be directly regulated by AHR in thioglycolate-elicited primary peritoneal macrophages treated with LPS. In addition, expression of the high-affinity allelic AHR variant in cultured macrophages was necessary for SGA360-mediated repression of inflammatory gene expression. Mechanistic studies revealed that SGA360 failed to induce nuclear translocation of the AHR and actually enhanced cytoplasmic localization. LPS treatment of macrophages enhanced the occupancy of the AHR and p65 to the Ptgs2 promoter, whereas SGA360 attenuated occupancy. AHR ligand activity was detected in peritoneal exudates isolated from MSU-treated mice, thus suggesting that the anti-inflammatory activity of SGA360 is mediated at least in part through AHR antagonism of endogenous agonist activity. These results underscore an important role of the AHR in participating in acute inflammatory signaling and warrants further investigations into possible clinical applications.
- Published
- 2017
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10. Enhanced chromatin accessibility of the dosage compensated Drosophila male X-chromosome requires the CLAMP zinc finger protein.
- Author
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Urban J, Kuzu G, Bowman S, Scruggs B, Henriques T, Kingston R, Adelman K, Tolstorukov M, and Larschan E
- Subjects
- Animals, Genes, X-Linked, History, Medieval, Male, Transcription, Genetic physiology, Chromatin metabolism, DNA-Binding Proteins physiology, Dosage Compensation, Genetic, Drosophila genetics, Drosophila Proteins physiology, X Chromosome
- Abstract
The essential process of dosage compensation is required to equalize gene expression of X-chromosome genes between males (XY) and females (XX). In Drosophila, the conserved Male-specific lethal (MSL) histone acetyltransferase complex mediates dosage compensation by increasing transcript levels from genes on the single male X-chromosome approximately two-fold. Consistent with its increased levels of transcription, the male X-chromosome has enhanced chromatin accessibility, distinguishing it from the autosomes. Here, we demonstrate that the non-sex-specific CLAMP (Chromatin-linked adaptor for MSL proteins) zinc finger protein that recognizes GA-rich sequences genome-wide promotes the specialized chromatin environment on the male X-chromosome and can act over long genomic distances (~14 kb). Although MSL complex is required for increasing transcript levels of X-linked genes, it is not required for enhancing global male X-chromosome chromatin accessibility, and instead works cooperatively with CLAMP to facilitate an accessible chromatin configuration at its sites of highest occupancy. Furthermore, CLAMP regulates chromatin structure at strong MSL complex binding sites through promoting recruitment of the Nucleosome Remodeling Factor (NURF) complex. In contrast to the X-chromosome, CLAMP regulates chromatin and gene expression on autosomes through a distinct mechanism that does not involve NURF recruitment. Overall, our results support a model where synergy between a non-sex-specific transcription factor (CLAMP) and a sex-specific cofactor (MSL) creates a specialized chromatin domain on the male X-chromosome.
- Published
- 2017
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11. Dietary Broccoli Impacts Microbial Community Structure and Attenuates Chemically Induced Colitis in Mice in an Ah receptor dependent manner.
- Author
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Hubbard TD, Murray IA, Nichols RG, Cassel K, Podolsky M, Kuzu G, Tian Y, Smith P, Kennett MJ, Patterson AD, and Perdew GH
- Abstract
Consumption of broccoli mediates numerous chemo-protective benefits through the intake of phytochemicals, some of which modulate aryl hydrocarbon receptor (AHR) activity. Whether AHR activation is a critical aspect of the therapeutic potential of dietary broccoli is not known. Here we administered isocaloric diets, with or without supplementation of whole broccoli (15% w/w), to congenic mice expressing the high-affinity Ahr
b/b or low-affinity Ahrd/d alleles , for 24 days and examined the effects on AHR activity, intestinal microbial community structure, inflammatory status, and response to chemically induced colitis. Cecal microbial community structure and metabolic potential were segregated according to host dietary and AHR status. Dietary broccoli associated with heightened intestinal AHR activity, decreased microbial abundance of the family Erysipelotrichaceae , and attenuation of colitis. In summary, broccoli consumption elicited an enhanced response in ligand-sensitive Ahrb/b mice, demonstrating that in part the beneficial aspects of dietary broccoli upon intestinal health are associated with heightened AHR activity., Competing Interests: Disclosure/Conflict of interest The authors declare no conflict of interest.- Published
- 2017
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12. Histone locus regulation by the Drosophila dosage compensation adaptor protein CLAMP.
- Author
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Rieder LE, Koreski KP, Boltz KA, Kuzu G, Urban JA, Bowman SK, Zeidman A, Jordan WT 3rd, Tolstorukov MY, Marzluff WF, Duronio RJ, and Larschan EN
- Subjects
- Animals, Base Sequence, Chromatin metabolism, Conserved Sequence, DNA chemistry, DNA-Binding Proteins genetics, Drosophila Proteins genetics, Drosophila melanogaster embryology, Drosophila melanogaster genetics, Drosophila melanogaster growth & development, Drosophila melanogaster metabolism, Histones metabolism, Promoter Regions, Genetic, Repetitive Sequences, Nucleic Acid, Transcription Factors metabolism, DNA-Binding Proteins metabolism, Drosophila Proteins metabolism, Gene Expression Regulation, Developmental, Genetic Loci, Histones genetics
- Abstract
The conserved histone locus body (HLB) assembles prior to zygotic gene activation early during development and concentrates factors into a nuclear domain of coordinated histone gene regulation. Although HLBs form specifically at replication-dependent histone loci, the cis and trans factors that target HLB components to histone genes remained unknown. Here we report that conserved GA repeat cis elements within the bidirectional histone3-histone4 promoter direct HLB formation in Drosophila In addition, the CLAMP (chromatin-linked adaptor for male-specific lethal [MSL] proteins) zinc finger protein binds these GA repeat motifs, increases chromatin accessibility, enhances histone gene transcription, and promotes HLB formation. We demonstrated previously that CLAMP also promotes the formation of another domain of coordinated gene regulation: the dosage-compensated male X chromosome. Therefore, CLAMP binding to GA repeat motifs promotes the formation of two distinct domains of coordinated gene activation located at different places in the genome., (© 2017 Rieder et al.; Published by Cold Spring Harbor Laboratory Press.)
- Published
- 2017
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13. Resolving Heart Regeneration by Replacement Histone Profiling.
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Goldman JA, Kuzu G, Lee N, Karasik J, Gemberling M, Foglia MJ, Karra R, Dickson AL, Sun F, Tolstorukov MY, and Poss KD
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- Animals, Animals, Genetically Modified, Base Sequence, Binding Sites, Enhancer Elements, Genetic genetics, Gene Expression Regulation, Developmental, Histones genetics, Myocytes, Cardiac cytology, Myocytes, Cardiac metabolism, Nucleotide Motifs genetics, Regeneration genetics, Transcription Factors metabolism, Zebrafish genetics, Zebrafish metabolism, Heart physiology, Histones metabolism, Regeneration physiology, Zebrafish physiology
- Abstract
Chromatin regulation is a principal mechanism governing animal development, yet it is unclear to what extent structural changes in chromatin underlie tissue regeneration. Non-mammalian vertebrates such as zebrafish activate cardiomyocyte (CM) division after tissue damage to regenerate lost heart muscle. Here, we generated transgenic zebrafish expressing a biotinylatable H3.3 histone variant in CMs and derived cell-type-specific profiles of histone replacement. We identified an emerging program of putative enhancers that revise H3.3 occupancy during regeneration, overlaid upon a genome-wide reduction of H3.3 from promoters. In transgenic reporter lines, H3.3-enriched elements directed gene expression in subpopulations of CMs. Other elements increased H3.3 enrichment and displayed enhancer activity in settings of injury- and/or Neuregulin1-elicited CM proliferation. Dozens of consensus sequence motifs containing predicted transcription factor binding sites were enriched in genomic regions with regeneration-responsive H3.3 occupancy. Thus, cell-type-specific regulatory programs of tissue regeneration can be revealed by genome-wide H3.3 profiling., (Copyright © 2017 Elsevier Inc. All rights reserved.)
- Published
- 2017
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14. Regulated large-scale nucleosome density patterns and precise nucleosome positioning correlate with V(D)J recombination.
- Author
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Pulivarthy SR, Lion M, Kuzu G, Matthews AG, Borowsky ML, Morris J, Kingston RE, Dennis JH, Tolstorukov MY, and Oettinger MA
- Subjects
- Animals, Cell Line, Chromatin genetics, Chromatin metabolism, Chromatin Assembly and Disassembly, Chromatin Immunoprecipitation, Chromosome Mapping, DNA-Binding Proteins deficiency, DNA-Binding Proteins genetics, Epigenomics, Gene Knockout Techniques, Genetic Loci, High-Throughput Nucleotide Sequencing, Immunoglobulin Heavy Chains genetics, Immunoglobulin Variable Region genetics, Lymphocytes immunology, Lymphocytes metabolism, Mice, Mice, Knockout, Organ Specificity, Precursor Cells, B-Lymphoid metabolism, Protein Binding, Receptors, Antigen, T-Cell, alpha-beta genetics, Nucleosomes metabolism, V(D)J Recombination
- Abstract
We show that the physical distribution of nucleosomes at antigen receptor loci is subject to regulated cell type-specific and lineage-specific positioning and correlates with the accessibility of these gene segments to recombination. At the Ig heavy chain locus (IgH), a nucleosome in pro-B cells is generally positioned over each IgH variable (VH) coding segment, directly adjacent to the recombination signal sequence (RSS), placing the RSS in a position accessible to the recombination activating gene (RAG) recombinase. These changes result in establishment of a specific chromatin organization at the RSS that facilitates accessibility of the genomic DNA for the RAG recombinase. In contrast, in mouse embryonic fibroblasts the coding segment is depleted of nucleosomes, which instead cover the RSS, thereby rendering it inaccessible. Pro-T cells exhibit a pattern intermediate between pro-B cells and mouse embryonic fibroblasts. We also find large-scale variations of nucleosome density over hundreds of kilobases, delineating chromosomal domains within IgH, in a cell type-dependent manner. These findings suggest that developmentally regulated changes in nucleosome location and occupancy, in addition to the known chromatin modifications, play a fundamental role in regulating V(D)J recombination. Nucleosome positioning-which has previously been observed to vary locally at individual enhancers and promoters-may be a more general mechanism by which cells can regulate the accessibility of the genome during development, at scales ranging from several hundred base pairs to many kilobases., Competing Interests: The authors declare no conflict of interest.
- Published
- 2016
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15. PRISM-EM: template interface-based modelling of multi-protein complexes guided by cryo-electron microscopy density maps.
- Author
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Kuzu G, Keskin O, Nussinov R, and Gursoy A
- Subjects
- Animals, CD4 Antigens chemistry, CD4 Antigens metabolism, Databases, Protein, HIV chemistry, HIV metabolism, HIV Envelope Protein gp120 chemistry, HIV Envelope Protein gp120 metabolism, HIV Infections metabolism, Humans, Molecular Docking Simulation, Protein Conformation, Proteins chemistry, Cryoelectron Microscopy methods, Protein Interaction Maps, Proteins metabolism
- Abstract
The structures of protein assemblies are important for elucidating cellular processes at the molecular level. Three-dimensional electron microscopy (3DEM) is a powerful method to identify the structures of assemblies, especially those that are challenging to study by crystallography. Here, a new approach, PRISM-EM, is reported to computationally generate plausible structural models using a procedure that combines crystallographic structures and density maps obtained from 3DEM. The predictions are validated against seven available structurally different crystallographic complexes. The models display mean deviations in the backbone of <5 Å. PRISM-EM was further tested on different benchmark sets; the accuracy was evaluated with respect to the structure of the complex, and the correlation with EM density maps and interface predictions were evaluated and compared with those obtained using other methods. PRISM-EM was then used to predict the structure of the ternary complex of the HIV-1 envelope glycoprotein trimer, the ligand CD4 and the neutralizing protein m36.
- Published
- 2016
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16. Expansion of GA Dinucleotide Repeats Increases the Density of CLAMP Binding Sites on the X-Chromosome to Promote Drosophila Dosage Compensation.
- Author
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Kuzu G, Kaye EG, Chery J, Siggers T, Yang L, Dobson JR, Boor S, Bliss J, Liu W, Jogl G, Rohs R, Singh ND, Bulyk ML, Tolstorukov MY, and Larschan E
- Subjects
- Amino Acid Motifs, Animals, Binding Sites, Biological Evolution, DNA chemistry, Female, Gene Dosage, Genes, X-Linked, Genetic Linkage, Genome, Insect, Male, Oligonucleotide Array Sequence Analysis, Sequence Analysis, DNA, DNA-Binding Proteins genetics, Dinucleotide Repeats, Dosage Compensation, Genetic, Drosophila Proteins genetics, Drosophila melanogaster genetics, X Chromosome genetics
- Abstract
Dosage compensation is an essential process that equalizes transcript levels of X-linked genes between sexes by forming a domain of coordinated gene expression. Throughout the evolution of Diptera, many different X-chromosomes acquired the ability to be dosage compensated. Once each newly evolved X-chromosome is targeted for dosage compensation in XY males, its active genes are upregulated two-fold to equalize gene expression with XX females. In Drosophila melanogaster, the CLAMP zinc finger protein links the dosage compensation complex to the X-chromosome. However, the mechanism for X-chromosome identification has remained unknown. Here, we combine biochemical, genomic and evolutionary approaches to reveal that expansion of GA-dinucleotide repeats likely accumulated on the X-chromosome over evolutionary time to increase the density of CLAMP binding sites, thereby driving the evolution of dosage compensation. Overall, we present new insight into how subtle changes in genomic architecture, such as expansions of a simple sequence repeat, promote the evolution of coordinated gene expression.
- Published
- 2016
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17. Modeling protein assemblies in the proteome.
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Kuzu G, Keskin O, Nussinov R, and Gursoy A
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- Algorithms, Databases, Protein, Molecular Docking Simulation, Protein Binding, Protein Conformation, Static Electricity, Thermodynamics, Computational Biology methods, Models, Molecular, Proteome chemistry, Proteome metabolism
- Abstract
Most (if not all) proteins function when associated in multimolecular assemblies. Attaining the structures of protein assemblies at the atomic scale is an important aim of structural biology. Experimentally, structures are increasingly available, and computations can help bridge the resolution gap between high- and low-resolution scales. Existing computational methods have made substantial progress toward this aim; however, current approaches are still limited. Some involve manual adjustment of experimental data; some are automated docking methods, which are computationally expensive and not applicable to large-scale proteome studies; and still others exploit the symmetry of the complexes and thus are not applicable to nonsymmetrical complexes. Our study aims to take steps toward overcoming these limitations. We have developed a strategy for the construction of protein assemblies computationally based on binary interactions predicted by a motif-based protein interaction prediction tool, PRISM (Protein Interactions by Structural Matching). Previously, we have shown its power in predicting pairwise interactions. Here we take a step toward multimolecular assemblies, reflecting the more prevalent cellular scenarios. With this method we are able to construct homo-/hetero-complexes and symmetric/asymmetric complexes without a limitation on the number of components. The method considers conformational changes and is applicable to large-scale studies. We also exploit electron microscopy density maps to select a solution from among the predictions. Here we present the method, illustrate its results, and highlight its current limitations.
- Published
- 2014
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18. The structural network of Interleukin-10 and its implications in inflammation and cancer.
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Acuner-Ozbabacan ES, Engin BH, Guven-Maiorov E, Kuzu G, Muratcioglu S, Baspinar A, Chen Z, Van Waes C, Gursoy A, Keskin O, and Nussinov R
- Subjects
- Amyloid beta-Protein Precursor chemistry, Amyloid beta-Protein Precursor metabolism, Computational Biology, Cysteine Endopeptidases chemistry, Cysteine Endopeptidases metabolism, Databases, Protein, Humans, Inflammation metabolism, Interleukin-10 chemistry, Interleukin-10 genetics, Interleukin-10 Receptor alpha Subunit chemistry, Interleukin-10 Receptor alpha Subunit genetics, Interleukin-10 Receptor alpha Subunit metabolism, Interleukin-10 Receptor beta Subunit chemistry, Interleukin-10 Receptor beta Subunit genetics, Interleukin-10 Receptor beta Subunit metabolism, Mutagenesis, Neoplasms metabolism, Protein Binding, Protein Interaction Maps, Protein Structure, Tertiary, Signal Transduction, Thermodynamics, alpha-Macroglobulins metabolism, Inflammation pathology, Interleukin-10 metabolism, Neoplasms pathology
- Abstract
Background: Inflammation has significant roles in all phases of tumor development, including initiation, progression and metastasis. Interleukin-10 (IL-10) is a well-known immuno-modulatory cytokine with an anti-inflammatory activity. Lack of IL-10 allows induction of pro-inflammatory cytokines and hinders anti-tumor immunity, thereby favoring tumor growth. The IL-10 network is among the most important paths linking cancer and inflammation. The simple node-and-edge network representation is useful, but limited, hampering the understanding of the mechanistic details of signaling pathways. Structural networks complete the missing parts, and provide details. The IL-10 structural network may shed light on the mechanisms through which disease-related mutations work and the pathogenesis of malignancies., Results: Using PRISM (a PRotein Interactions by Structural Matching tool), we constructed the structural network of IL-10, which includes its first and second degree protein neighbor interactions. We predicted the structures of complexes involved in these interactions, thereby enriching the available structural data. In order to reveal the significance of the interactions, we exploited mutations identified in cancer patients, mapping them onto key proteins of this network. We analyzed the effect of these mutations on the interactions, and demonstrated a relation between these and inflammation and cancer. Our results suggest that mutations that disrupt the interactions of IL-10 with its receptors (IL-10RA and IL-10RB) and α2-macroglobulin (A2M) may enhance inflammation and modulate anti-tumor immunity. Likewise, mutations that weaken the A2M-APP (amyloid precursor protein) association may increase the proliferative effect of APP through preventing β-amyloid degradation by the A2M receptor, and mutations that abolish the A2M-Kallikrein-13 (KLK13) interaction may lead to cell proliferation and metastasis through the destructive effect of KLK13 on the extracellular matrix., Conclusions: Prediction of protein-protein interactions through structural matching can enrich the available cellular pathways. In addition, the structural data of protein complexes suggest how oncogenic mutations influence the interactions and explain their potential impact on IL-10 signaling in cancer and inflammation.
- Published
- 2014
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19. Exploiting conformational ensembles in modeling protein-protein interactions on the proteome scale.
- Author
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Kuzu G, Gursoy A, Nussinov R, and Keskin O
- Subjects
- Databases, Factual, Databases, Protein, Extracellular Signal-Regulated MAP Kinases metabolism, Humans, Protein Conformation, Protein Interaction Mapping, Proteome metabolism, Thermodynamics, Algorithms, Extracellular Signal-Regulated MAP Kinases chemistry, Molecular Docking Simulation, Proteome chemistry, Software
- Abstract
Cellular functions are performed through protein-protein interactions; therefore, identification of these interactions is crucial for understanding biological processes. Recent studies suggest that knowledge-based approaches are more useful than "blind" docking for modeling at large scales. However, a caveat of knowledge-based approaches is that they treat molecules as rigid structures. The Protein Data Bank (PDB) offers a wealth of conformations. Here, we exploited an ensemble of the conformations in predictions by a knowledge-based method, PRISM. We tested "difficult" cases in a docking-benchmark data set, where the unbound and bound protein forms are structurally different. Considering alternative conformations for each protein, the percentage of successfully predicted interactions increased from ~26 to 66%, and 57% of the interactions were successfully predicted in an "unbiased" scenario, in which data related to the bound forms were not utilized. If the appropriate conformation, or relevant template interface, is unavailable in the PDB, PRISM could not predict the interaction successfully. The pace of the growth of the PDB promises a rapid increase of ensemble conformations emphasizing the merit of such knowledge-based ensemble strategies for higher success rates in protein-protein interaction predictions on an interactome scale. We constructed the structural network of ERK interacting proteins as a case study.
- Published
- 2013
- Full Text
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20. Coincidence of three solid tumors in a patient with multiple myeloma.
- Author
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Keklik M, Sivgin S, Deniz K, Karaca H, Kontas O, Balkanli S, Eroglu C, Abdulrezzak U, Kuzu G, Kaynar L, Cetin M, Unal A, and Eser B
- Subjects
- Aged, Humans, Male, Colonic Neoplasms diagnosis, Lung Neoplasms diagnosis, Multiple Myeloma diagnosis, Neoplasms, Multiple Primary diagnosis
- Published
- 2013
21. Constructing structural networks of signaling pathways on the proteome scale.
- Author
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Kuzu G, Keskin O, Gursoy A, and Nussinov R
- Subjects
- Animals, Drug Design, Humans, Models, Biological, Models, Molecular, Protein Conformation, Protein Interaction Maps, Proteins metabolism, Protein Interaction Mapping, Proteins chemistry, Proteome metabolism, Signal Transduction
- Abstract
Proteins function through their interactions, and the availability of protein interaction networks could help in understanding cellular processes. However, the known structural data are limited and the classical network node-and-edge representation, where proteins are nodes and interactions are edges, shows only which proteins interact; not how they interact. Structural networks provide this information. Protein-protein interface structures can also indicate which binding partners can interact simultaneously and which are competitive, and can help forecasting potentially harmful drug side effects. Here, we use a powerful protein-protein interactions prediction tool which is able to carry out accurate predictions on the proteome scale to construct the structural network of the extracellular signal-regulated kinases (ERK) in the mitogen-activated protein kinase (MAPK) signaling pathway. This knowledge-based method, PRISM, is motif-based, and is combined with flexible refinement and energy scoring. PRISM predicts protein interactions based on structural and evolutionary similarity to known protein interfaces., (Copyright © 2012 Elsevier Ltd. All rights reserved.)
- Published
- 2012
- Full Text
- View/download PDF
22. Expanding the conformational selection paradigm in protein-ligand docking.
- Author
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Kuzu G, Keskin O, Gursoy A, and Nussinov R
- Subjects
- Algorithms, Databases, Protein, Ligands, Pharmaceutical Preparations metabolism, Protein Binding, Protein Structure, Secondary, Protein Structure, Tertiary, Receptor, Insulin chemistry, Receptor, Insulin metabolism, Computational Biology methods, Proteins chemistry, Proteins metabolism
- Abstract
Conformational selection emerges as a theme in macromolecular interactions. Data validate it as a prevailing mechanism in protein-protein, protein-DNA, protein-RNA, and protein-small molecule drug recognition. This raises the question of whether this fundamental biomolecular binding mechanism can be used to improve drug docking and discovery. Actually, in practice this has already been taking place for some years in increasing numbers. Essentially, it argues for using not a single conformer, but an ensemble. The paradigm of conformational selection holds that because the ensemble is heterogeneous, within it there will be states whose conformation matches that of the ligand. Even if the population of this state is low, since it is favorable for binding the ligand, it will bind to it with a subsequent population shift toward this conformer. Here we suggest expanding it by first modeling all protein interactions in the cell by using Prism, an efficient motif-based protein-protein interaction modeling strategy, followed by ensemble generation. Such a strategy could be particularly useful for signaling proteins, which are major targets in drug discovery and bind multiple partners through a shared binding site, each with some-minor or major-conformational change.
- Published
- 2012
- Full Text
- View/download PDF
23. Protein-protein interfaces integrated into interaction networks: implications on drug design.
- Author
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Kar G, Kuzu G, Keskin O, and Gursoy A
- Subjects
- Binding Sites, Protein Binding, Protein Conformation, Drug Design, Models, Molecular, Protein Interaction Mapping methods, Protein Interaction Maps
- Abstract
The growing perception that diseases are often consequences of multiple molecular abnormalities rather than being the result of a single defect highlights the importance of network-centric view in therapeutic approaches. Protein interaction networks may contribute to understanding of disease, assist in drug design and discovery. Here, we review some recent advances in disease-associated protein interaction networks taking a structural approach. We first describe structural aspects of protein-protein interactions and properties of protein interfaces as related to drug design; we address protein interactions in a network perspective; in particular, we illustrate how integrating protein interfaces onto interaction networks can guide the identification of selective drug targets or drugs targeting multiple proteins in a network.
- Published
- 2012
- Full Text
- View/download PDF
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