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Publication Metadata only SETD3 regulates endoderm differentiation of mouse embryonic stem cells through canonical Wnt signaling pathway(Wiley, 2024) Alganatay, Ceren; Balbasi, Emre; Sezginmert, Dersu; Cizmecioglu, Nihal Terzi; Department of Chemical and Biological Engineering; Tunçbağ, Nurcan; Department of Chemical and Biological Engineering; College of EngineeringWith self-renewal and pluripotency features, embryonic stem cells (ESCs) provide an invaluable tool to investigate early cell fate decisions. Pluripotency exit and lineage commitment depend on precise regulation of gene expression that requires coordination between transcription (TF) and chromatin factors in response to various signaling pathways. SET domain-containing 3 (SETD3 Delta) is a methyltransferase that can modify histones in the nucleus and actin in the cytoplasm. Through an shRNA screen, we previously identified SETD3 as an important factor in the meso/endodermal lineage commitment of mouse ESCs (mESC). In this study, we identified SETD3-dependent transcriptomic changes during endoderm differentiation of mESCs using time-course RNA-seq analysis. We found that SETD3 is involved in the timely activation of the endoderm-related gene network. The canonical Wnt signaling pathway was one of the markedly altered signaling pathways in the absence of SETD3. The assessment of Wnt transcriptional activity revealed a significant reduction in Setd3-deleted (setd3 increment ) mESCs coincident with a decrease in the nuclear pool of the key TF beta-catenin level, though no change was observed in its mRNA or total protein level. Furthermore, a proximity ligation assay (PLA) found an interaction between SETD3 and beta-catenin. We were able to rescue the differentiation defect by stably re-expressing SETD3 or activating the canonical Wnt signaling pathway by changing mESC culture conditions. Our results suggest that alterations in the canonical Wnt pathway activity and subcellular localization of beta-catenin might contribute to the endoderm differentiation defect of setd3 Delta increment mESCs.Publication Metadata only Effects of ligand binding upon flexibility of proteins(Wiley-Blackwell, 2015) Department of Chemical and Biological Engineering; Erman, Burak; Faculty Member; Department of Chemical and Biological Engineering; College of Engineering; 179997Binding of a ligand on a protein changes the flexibility of certain parts of the protein, which directly affects its function. These changes are not the same at each point, some parts become more flexible and some others become stiffer. Here, an equation is derived that gives the stiffness map for proteins. The model is based on correlations of fluctuations of pairs of points in proteins, which may be evaluated at different levels of refinement, ranging from all atom molecular dynamics to general elastic network models, including the simplest case of isotropic Gaussian Network Model. The latter is used, as an example, to evaluate the changes of stiffness upon dimerization of ACK1. Proteins 2015; 83:805-808. (c) 2015 Wiley Periodicals, Inc.Publication Metadata only Proteome analysis of the circadian clock protein PERIOD2(Wiley, 2022) Gül, Hüseyin; Selvi, Saba; Yılmaz, Fatma; Özçelik, Gözde; Olfaz-Aslan, Senanur; Yazan, Şeyma; Tiryaki, Büşra; Gül, Şeref; Öztürk, Nuri; N/A; Department of Chemical and Biological Engineering; Department of Molecular Biology and Genetics; Yurtseven, Ali; Kavaklı, İbrahim Halil; Master Student; Faculty Member; Faculty Member; Department of Chemical and Biological Engineering; Department of Molecular Biology and Genetics; Graduate School of Sciences and Engineering; College of Engineering; College of Sciences; N/A; 40319; 105301Circadian rhythms are a series of endogenous autonomous 24-h oscillations generated by the circadian clock. At the molecular level, the circadian clock is based on a transcription-translation feedback loop, in which BMAL1 and CLOCK transcription factors of the positive arm activate the expression of CRYPTOCHROME (CRY) and PERIOD (PER) genes of the negative arm as well as the circadian clock-regulated genes. There are three PER proteins, of which PER2 shows the strongest oscillation at both stability and cellular localization level. Protein-protein interactions (PPIs) or interactome of the circadian clock proteins have been investigated using classical methods such as two-dimensional gel electrophoresis, immunoprecipitation-coupled mass spectrometry, and yeast-two hybrid assay where the dynamic and weak interactions are difficult to catch. To identify the interactome of PER2 we have adopted proximity-dependent labeling with biotin and mass spectrometry-based identification of labeled proteins (BioID). In addition to known interactions with such as CRY1 and CRY2, we have identified several new PPIs for PER2 and confirmed some of them using co-immunoprecipitation technique. This study characterizes the PER2 protein interactions in depth, and it also implies that using a fast BioID method with miniTurbo or TurboID coupled to other major circadian clock proteins might uncover other interactors in the clock that have yet to be discovered.Publication Metadata only Quasi-harmonic fluctuations of two bound peptides(Wiley-Blackwell, 2012) N/A; Department of Chemical and Biological Engineering; Gür, Mert; Erman, Burak; PhD Student; Faculty Member; Department of Chemical and Biological Engineering; Graduate School of Sciences and Engineering; College of Engineering; 216930; 179997Binding of two short peptides of sequences ASN-ASP-MET-PHE-ARG-LEU and LEU-LEU-PHE-MET-GLN-HIS and their bound complex structures is studied. Molecular dynamic simulations of the three structures around their respective minimum energy conformations are performed and a quasi-harmonic analysis is performed over the trajectories generated. The fluctuation correlation matrix is constructed for all C-alpha-atoms of the peptides for the full trajectory. The spring constant matrix between peptide C-alpha-atoms is obtained from the correlation matrix. Statistical thermodynamics of fluctuations, the energies, entropies, and the free energies of binding are discussed in terms of the quasi-harmonic model. Sites contributing to the stability of the system and presenting high affinity for binding are determined. Contribution of hydrophobic forces to binding is discussed. Quasi-harmonic approximation identifies the essential subspace of motions, the important interactions, and binding sites, gives the energetic contribution of each individual interaction, and filters out noise observed in molecular dynamics owing to uncorrelated motions. Comparison of the molecular dynamics results with those of the quasi-harmonic model shows the importance of entropy change, resulting from water molecules being liberated from the surfaces of the two peptides upon binding.Publication Metadata only Transcriptional regulation of the starch synthases isoforms in the leaf and the stem under long and short photoperiod in lentil(Wiley-Blackwell, 2014) Gercek, Y. C.; Oz, G. Cevahir; Department of Molecular Biology and Genetics; Department of Chemical and Biological Engineering; Barış, İbrahim; Kavaklı, İbrahim Halil; Teaching Faculty; Faculty Member; Department of Molecular Biology and Genetics; Department of Chemical and Biological Engineering; College of Sciences; College of Engineering; 111629; 40319N/APublication Metadata only Enriching the human apoptosis pathway by predicting the structures of protein-protein complexes(Elsevier, 2012) Nussinov, Ruth; Department of Chemical and Biological Engineering; Department of Computer Engineering; N/A; Keskin, Özlem; Gürsoy, Attila; Özbabacan, Saliha Ece Acuner; Faculty Member; Faculty Member; PhD Student; Department of Chemical and Biological Engineering; Department of Computer Engineering; The Center for Computational Biology and Bioinformatics (CCBB); College of Engineering; College of Engineering; Graduate School of Sciences and Engineering; 26605; 8745; 264351Apoptosis is a matter of life and death for cells and both inhibited and enhanced apoptosis may be involved in the pathogenesis of human diseases. The structures of protein-protein complexes in the apoptosis signaling pathway are important as the structural pathway helps in understanding the mechanism of the regulation and information transfer, and in identifying targets for drug design. Here, we aim to predict the structures toward a more informative pathway than currently available. Based on the 3D structures of complexes in the target pathway and a protein-protein interaction modeling tool which allows accurate and proteome-scale applications, we modeled the structures of 29 interactions, 21 of which were previously unknown. Next, 27 interactions which were not listed in the KEGG apoptosis pathway were predicted and subsequently validated by the experimental data in the literature. Additional interactions are also predicted. The multi-partner hub proteins are analyzed and interactions that can and cannot co-exist are identified. Overall, our results enrich the understanding of the pathway with interactions and provide structural details for the human apoptosis pathway. They also illustrate that computational modeling of protein-protein interactions on a large scale can help validate experimental data and provide accurate, structural atom-level detail of signaling pathways in the human cell.Publication Metadata only Structural and thermodynamic effects of macrocyclization in HCV NS3/4A inhibitor MK-5172(Amer Chemical Soc, 2016) Soumana, Djade I.; Yilmaz, Nese Kurt; Prachanronarong, Kristina L.; Ali, Akbar; Schiffer, Celia A.; Department of Chemical and Biological Engineering; Aydın, Cihan; Researcher; Department of Chemical and Biological Engineering; College of Engineering; 214696Recent advances in direct-acting antivirals against Hepatitis C Virus (HCV) have led to the development of potent inhibitors, including MK-5172, that target the viral NS3/4A protease with relatively low susceptibility to resistance. MK-5172 has a P2-P4 macrocycle and a unique binding mode among current protease inhibitors where the P2 quinoxaline packs against the catalytic residues H57 and D81. However, the effect of macrocyclization on this binding mode is not clear, as is the relation between macrocyclization, thermodynamic stabilization, and susceptibility to the resistance mutation A156T. We have determined high-resolution crystal structures of linear and P1-P3 macrocyclic analogs of MK-5172 bound to WT and A156T protease and compared these structures, their molecular dynamics, and experimental binding thermodynamics to the parent compound. We find that the "unique" binding mode of MK-5172 is conserved even when the P2-P4 macrocycle is removed or replaced with a P1-P3 macrocycle. While beneficial to decreasing the entropic penalty associated with binding, the constraint exerted by the P2-P4 macrocycle prevents efficient rearrangement to accommodate the A156T mutation, a deficit alleviated in the linear and P1-P3 analogs. Design of macrocyclic inhibitors against NS3/4A needs to achieve the best balance between exerting optimal conformational constraint for enhancing potency, fitting within the substrate envelope and allowing adaptability to be robust against resistance mutations.Publication Metadata only Hot spots in protein-protein interfaces: towards drug discovery(Elsevier, 2014) N/A; N/A; Department of Computer Engineering; Department of Chemical and Biological Engineering; Çukuroğlu, Engin; Engin, Hatice Billur; Gürsoy, Attila; Keskin, Özlem; PhD Student; PhD Student; Faculty Member; Faculty Member; Department of Computer Engineering; Department of Chemical and Biological Engineering; Graduate School of Sciences and Engineering; N/A; College of Engineering; College of Engineering; N/A; N/A; 8745; 26605Identification of drug-like small molecules that alter protein-protein interactions might be a key step in drug discovery. However, it is very challenging to find such molecules that target interface regions in protein complexes. Recent findings indicate that such molecules usually target specifically energetically favored residues (hot spots) in protein protein interfaces. These residues contribute to the stability of protein-protein complexes. Computational prediction of hot spots on bound and unbound structures might be useful to find druggable sites on target interfaces. We review the recent advances in computational hot spot prediction methods in the first part of the review and then provide examples on how hot spots might be crucial in drug design. (C) 2014 Published by Elsevier Ltd.Publication Metadata only The introduction of hydrogen bond and hydrophobicity effects into the rotational isomeric states model for conformational analysis of unfolded peptides(Iop Publishing Ltd, 2009) N/A; Department of Mechanical Engineering; Department of Chemical and Biological Engineering; Engin, Özge; Sayar, Mehmet; Erman, Burak; Master Student; Faculty Member; Faculty Member; Department of Mechanical Engineering; Department of Chemical and Biological Engineering; Graduate School of Sciences and Engineering, College of Engineering; College of Engineering; N/A; 109820; 179997Relative contributions of local and non-local interactions to the unfolded conformations of peptides are examined by using the rotational isomeric states model which is a Markov model based on pairwise interactions of torsion angles. the isomeric states of a residue are well described by the Ramachandran map of backbone torsion angles. the statistical weight matrices for the states are determined by molecular dynamics simulations applied to monopeptides and dipeptides. Conformational properties of tripeptides formed from combinations of alanine, valine, tyrosine and tryptophan are investigated based on the Markov model. Comparison with molecular dynamics simulation results on these tripeptides identifies the sequence-distant long-range interactions that are missing in the Markov model. these are essentially the hydrogen bond and hydrophobic interactions that are obtained between the first and the third residue of a tripeptide. a systematic correction is proposed for incorporating these long-range interactions into the rotational isomeric states model. Preliminary results suggest that the Markov assumption can be improved significantly by renormalizing the statistical weight matrices to include the effects of the long-range correlations.Publication Metadata only Structural cooperativity in histone H3 tail modifications(Wiley, 2011) N/A; Department of Chemical and Biological Engineering; Department of Computer Engineering; Department of Chemical and Biological Engineering; Şanlı, Deniz; Keskin, Özlem; Gürsoy, Attila; Erman, Burak; Researcher; Faculty Member; Faculty Member; Faculty Member; Department of Computer Engineering; Department of Chemical and Biological Engineering; Graduate School of Sciences and Engineering; College of Engineering; College of Engineering; College of Engineering; N/A; 26605; 8745; 179997Post-translational modifications of histone H3 tails have crucial roles in regulation of cellular processes. There is cross-regulation between the modifications of K4, K9, and K14 residues. The modifications on these residues drastically promote or inhibit each other. In this work, we studied the structural changes of the histone H3 tail originating from the three most important modifications; tri-methylation of K4 and K9, and acetylation of K14. We performed extensive molecular dynamics simulations of four types of H3 tails: (i) the unmodified H3 tail having no chemical modification on the residues, (ii) the tri-methylated lysine 4 and lysine 9 H3 tail (K4me3K9me3), (iii) the tri-methylated lysine 4 and acetylated lysine 14 H3 tail (K4me3K14ace), and (iv) tri-methylated lysine 9 and acetylated lysine 14 H3 tail (K9me3K14ace). Here, we report the effects of K4, K9, and K14 modifications on the backbone torsion angles and relate these changes to the recognition and binding of histone modifying enzymes. According to the Ramachandran plot analysis; (i) the dihedral angles of K4 residue are significantly affected by the addition of three methyl groups on this residue regardless of the second modification, (ii) the dihedral angle values of K9 residue are similarly altered majorly by the tri-methylation of K4 residue, (iii) different combinations of modifications (tri-methylation of K4 and K9, and acetylation of K14) have different influences on phi and psi values of K14 residue. Finally, we discuss the consequences of these results on the binding modes and specificity of the histone modifying enzymes such as DIM-5, GCN5, and JMJD2A.