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Armour-Garb I, Han ISM, Cowan BS, Thayer KM. Variable Regions of p53 Isoforms Allosterically Hard Code DNA Interaction. J Phys Chem B 2022; 126:8495-8507. [PMID: 36245142 PMCID: PMC9623584 DOI: 10.1021/acs.jpcb.2c06229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Allosteric regulation of protein activity pervades biology as the "second secret of life." We have been examining the allosteric regulation and mutant reactivation of the tumor suppressor protein p53. We have found that generalizing the definition of allosteric effector to include entire proteins and expanding the meaning of binding site to include the interface of a transcription factor with its DNA to be useful in understanding the modulation of protein activity. Here, we cast the variable regions of p53 isoforms as allosteric regulators of p53 interactions with its consensus DNA. We implemented molecular dynamics simulations and our lab's new techniques of molecular dynamics (MD) sectors and MD-Markov state models to investigate the effects of nine naturally occurring splice variant isoforms of p53. We find that all of the isoforms differ from wild type in their dynamic properties and how they interact with the DNA. We consider the implications of these findings on allostery and cancer treatment.
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Affiliation(s)
- Isabel Armour-Garb
- †Department
of Mathematics and Computer Science, ‡Department of Chemistry, and §College of Integrative
Sciences, Wesleyan University, Middletown, Connecticut 06457, United States
| | - In Sub Mark Han
- †Department
of Mathematics and Computer Science, ‡Department of Chemistry, and §College of Integrative
Sciences, Wesleyan University, Middletown, Connecticut 06457, United States
| | - Benjamin S. Cowan
- †Department
of Mathematics and Computer Science, ‡Department of Chemistry, and §College of Integrative
Sciences, Wesleyan University, Middletown, Connecticut 06457, United States
| | - Kelly M. Thayer
- †Department
of Mathematics and Computer Science, ‡Department of Chemistry, and §College of Integrative
Sciences, Wesleyan University, Middletown, Connecticut 06457, United States,
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2
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Ma C, Chung DJ, Abramson D, Langley DR, Thayer KM. Mutagenic Activation of Glutathione Peroxidase-4: Approaches toward Rational Design of Allosteric Drugs. ACS OMEGA 2022; 7:29587-29597. [PMID: 36061715 PMCID: PMC9434792 DOI: 10.1021/acsomega.2c01289] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 07/22/2022] [Indexed: 06/15/2023]
Abstract
Glutathione peroxidase 4 (GPX4) reduces lipid hydroperoxides in lipid membranes, effectively inhibiting iron-dependent cell death or ferroptosis. The upregulation of the enzyme by the mutations at residues D21 and D23 has been suggested to be associated with higher protein activity, which confers more protection against neurodegenerative diseases such as Alzheimer's, Parkinson's, and Huntington's diseases. Therefore, it has become an attractive target for treating and preventing neurodegenerative diseases. However, identifying means of mimicking the beneficial effects of these mutations distant from the active site constitutes a formidable challenge in moving toward therapeutics. In this study, we explore using molecular dynamics simulations to computationally map the conformational and energetic landscape of the wild-type GPX4 protein and three mutant variants to identify the allosteric networks of the enzyme. We present the conformational dynamic profile providing the desired signature behavior of the enzyme. We also discuss the implications of these findings for drug design efforts.
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Affiliation(s)
- Chunyue Ma
- Department
of Mathematics & Computer Science, Wesleyan
University, Middletown, Connecticut 06459, United States
| | - Daniel J. Chung
- Department
of Chemistry, Wesleyan University, Middletown, Connecticut 06459, United States
- Molecular
Biophysics Program, Wesleyan University, Middletown, Connecticut 06459, United States
| | - Dylan Abramson
- Department
of Mathematics & Computer Science, Wesleyan
University, Middletown, Connecticut 06459, United States
| | - David R. Langley
- Department
of Chemistry, Wesleyan University, Middletown, Connecticut 06459, United States
- Molecular
Biophysics Program, Wesleyan University, Middletown, Connecticut 06459, United States
- Arvinas
Inc., New Haven, Connecticut 06511, United States
| | - Kelly M. Thayer
- Department
of Mathematics & Computer Science, Wesleyan
University, Middletown, Connecticut 06459, United States
- Department
of Chemistry, Wesleyan University, Middletown, Connecticut 06459, United States
- Molecular
Biophysics Program, Wesleyan University, Middletown, Connecticut 06459, United States
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3
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Prabhakant A, Panigrahi A, Krishnan M. Allosteric Response of DNA Recognition Helices of Catabolite Activator Protein to cAMP and DNA Binding. J Chem Inf Model 2020; 60:6366-6376. [PMID: 33108170 DOI: 10.1021/acs.jcim.0c00617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The homodimeric catabolite activator protein (CAP) regulates the transcription of several bacterial genes based on the cellular concentration of cyclic adenosine monophosphate (cAMP). The binding of cAMP to CAP triggers allosteric communication between the cAMP binding domains (CBD) and DNA binding domains (DBD) of CAP, which entails repositioning of DNA recognition helices (F-helices) in the DBD to dock favorably to the target DNA. Despite considerable progress, much remains to be understood about the mechanistic details of DNA recognition by CAP and about the map of allosteric pathways involved in CAP-mediated gene transcription. The present study uses molecular dynamics and umbrella sampling simulations to investigate the mechanism of cAMP- and DNA-induced changes in the conformation and energetics of F-helices observed during the allosteric regulation of CAP by cAMP and the subsequent binding to the DNA promoter region. Using novel collective variables, the free energy profiles associated with the orientation and dynamics of F-helices in the unliganded, cAMP-bound, and cAMP-DNA-bound states of CAP are calculated and compared. The binding-induced alterations in the resultant free energy profiles reveal important flexibility constraints imposed on DBD upon cAMP and DNA binding. A comprehensive analysis of residue-wise interaction maps reveals potential allosteric pathways between CBD and DBD that facilitate the allosteric transduction of regulatory signals in CAP. The revelation that the predicted allosteric pathways crisscross the intersubunit interface offers important clues on the microscopic origin of the intersubunit cooperativity and dimer stability of CAP.
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Affiliation(s)
- Akshay Prabhakant
- Center for Computational Natural Sciences and Bioinformatics (CCNSB), International Institute of Information Technology, Gachibowli, Hyderabad, Telangana 500032, India
| | - Abhinandan Panigrahi
- Center for Computational Natural Sciences and Bioinformatics (CCNSB), International Institute of Information Technology, Gachibowli, Hyderabad, Telangana 500032, India
| | - Marimuthu Krishnan
- Center for Computational Natural Sciences and Bioinformatics (CCNSB), International Institute of Information Technology, Gachibowli, Hyderabad, Telangana 500032, India
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4
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Chakraborty K, Sinha SK, Bandyopadhyay S. Thermodynamics of complex structures formed between single-stranded DNA oligomers and the KH domains of the far upstream element binding protein. J Chem Phys 2017; 144:205105. [PMID: 27250333 DOI: 10.1063/1.4952441] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The noncovalent interaction between protein and DNA is responsible for regulating the genetic activities in living organisms. The most critical issue in this problem is to understand the underlying driving force for the formation and stability of the complex. To address this issue, we have performed atomistic molecular dynamics simulations of two DNA binding K homology (KH) domains (KH3 and KH4) of the far upstream element binding protein (FBP) complexed with two single-stranded DNA (ss-DNA) oligomers in aqueous media. Attempts have been made to calculate the individual components of the net entropy change for the complexation process by adopting suitable statistical mechanical approaches. Our calculations reveal that translational, rotational, and configurational entropy changes of the protein and the DNA components have unfavourable contributions for this protein-DNA association process and such entropy lost is compensated by the entropy gained due to the release of hydration layer water molecules. The free energy change corresponding to the association process has also been calculated using the Free Energy Perturbation (FEP) method. The free energy gain associated with the KH4-DNA complex formation has been found to be noticeably higher than that involving the formation of the KH3-DNA complex.
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Affiliation(s)
- Kaushik Chakraborty
- Molecular Modeling Laboratory, Department of Chemistry, Indian Institute of Technology, Kharagpur 721302, India
| | - Sudipta Kumar Sinha
- Molecular Modeling Laboratory, Department of Chemistry, Indian Institute of Technology, Kharagpur 721302, India
| | - Sanjoy Bandyopadhyay
- Molecular Modeling Laboratory, Department of Chemistry, Indian Institute of Technology, Kharagpur 721302, India
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5
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Chen C, Pettitt BM. DNA Shape versus Sequence Variations in the Protein Binding Process. Biophys J 2017; 110:534-544. [PMID: 26840719 DOI: 10.1016/j.bpj.2015.11.3527] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2015] [Revised: 10/15/2015] [Accepted: 11/02/2015] [Indexed: 01/02/2023] Open
Abstract
The binding process of a protein with a DNA involves three stages: approach, encounter, and association. It has been known that the complexation of protein and DNA involves mutual conformational changes, especially for a specific sequence association. However, it is still unclear how the conformation and the information in the DNA sequences affects the binding process. What is the extent to which the DNA structure adopted in the complex is induced by protein binding, or is instead intrinsic to the DNA sequence? In this study, we used the multiscale simulation method to explore the binding process of a protein with DNA in terms of DNA sequence, conformation, and interactions. We found that in the approach stage the protein can bind both the major and minor groove of the DNA, but uses different features to locate the binding site. The intrinsic conformational properties of the DNA play a significant role in this binding stage. By comparing the specific DNA with the nonspecific in unbound, intermediate, and associated states, we found that for a specific DNA sequence, ∼40% of the bending in the association forms is intrinsic and that ∼60% is induced by the protein. The protein does not induce appreciable bending of nonspecific DNA. In addition, we proposed that the DNA shape variations induced by protein binding are required in the early stage of the binding process, so that the protein is able to approach, encounter, and form an intermediate at the correct site on DNA.
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Affiliation(s)
- Chuanying Chen
- Department of Biochemistry and Molecular Biology, Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, Texas
| | - B Montgomery Pettitt
- Department of Biochemistry and Molecular Biology, Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, Texas.
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6
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Biomimetics: From Bioinformatics to Rational Design of Dendrimers as Gene Carriers. PLoS One 2015; 10:e0138392. [PMID: 26382062 PMCID: PMC4575034 DOI: 10.1371/journal.pone.0138392] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2015] [Accepted: 08/28/2015] [Indexed: 12/11/2022] Open
Abstract
Biomimetics, or the use of principles of Nature for developing new materials, is a paradigm that could help Nanomedicine tremendously. One of the current challenges in Nanomedicine is the rational design of new efficient and safer gene carriers. Poly(amidoamine) (PAMAM) dendrimers are a well-known class of nanoparticles, extensively used as non-viral nucleic acid carriers, due to their positively charged end-groups. Yet, there are still several aspects that can be improved for their successful application in in vitro and in vivo systems, including their affinity for nucleic acids as well as lowering their cytotoxicity. In the search of new functional groups that could be used as new dendrimer-reactive groups, we followed a biomimetic approach to determine the amino acids with highest prevalence in protein-DNA interactions. Then we introduced them individually as terminal groups of dendrimers, generating a new class of nanoparticles. Molecular dynamics studies of two systems: PAMAM-Arg and PAMAM-Lys were also performed in order to describe the formation of complexes with DNA. Results confirmed that the introduction of amino acids as terminal groups in a dendrimer increases their affinity for DNA and the interactions in the complexes were characterized at atomic level. We end up by briefly discussing additional modifications that can be made to PAMAM dendrimers to turned them into promising new gene carriers.
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7
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Yang RCK, Huang JTB, Chen YL, Hung CC, Liao M, Yao WC, Chen CH, Liou CC, Waring MJ, Sheh L. Enthalpy-driven nuclease-like activity and mechanism of peptide-chlorambucil conjugates. Org Biomol Chem 2015; 12:4890-904. [PMID: 24874710 DOI: 10.1039/c4ob00123k] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
We report the results of attaching the anticancer drug chlorambucil (CLB) to two high-affinity DNA binding peptides: Met-Hyp-Arg-Lys-(Py)4-Lys-Arg-NH2 (HyM-10) and Gln-Hyp-Arg-Lys-(Py)4-Lys-Arg-NH2 (HyQ-10). These CLB-peptide conjugates cleave DNA very effectively and sequence-selectively without the use of chemicals, heat, or UV irradiation. Polyacrylamide gel electrophoresis identifies the sites where CLB-HyM-10 and CLB-HyQ-10 attack a complementary pair of 5'-(32)P-labeled duplexes derived from pBR322 in the absence of piperidine or other chemical additives. Matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF-MS) has confirmed the preferential cleavage sites as well as a novel stepwise cleavage mechanism of sequence-selective DNA cleavage. Resembling restriction endonucleases, the CLB-peptide conjugates appear to be capable of producing double strand DNA breaks. Circular dichroism studies show that CLB-HyM-10 and CLB-HyQ-10 induce significant local conformational changes in DNA via the minor groove, possibly with dimeric binding stoichiometry. The energetic basis of DNA binding by these conjugates has been investigated by isothermal titration calorimetry, revealing that the binding of both the peptides and their CLB conjugates is overwhelmingly enthalpy-driven. The maintenance of a conserved negative binding free energy in DNA-conjugate interactions is a crucial feature of the universal enthalpy-entropy compensation phenomenon. The strongly enthalpy-driven binding of CLB-peptide conjugates to preferred loci in DNA furnishes the required proximity effect to generate the observed nuclease-like sequence-selective cleavage.
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Affiliation(s)
- Robin C K Yang
- Department of Chemistry and Life Science Center, Tunghai Christian University, Taichung, Taiwan 407, Republic of China.
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8
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Role of indirect readout mechanism in TATA box binding protein-DNA interaction. J Comput Aided Mol Des 2015; 29:283-95. [PMID: 25575717 DOI: 10.1007/s10822-014-9828-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2014] [Accepted: 12/18/2014] [Indexed: 12/11/2022]
Abstract
Gene expression generally initiates from recognition of TATA-box binding protein (TBP) to the minor groove of DNA of TATA box sequence where the DNA structure is significantly different from B-DNA. We have carried out molecular dynamics simulation studies of TBP-DNA system to understand how the DNA structure alters for efficient binding. We observed rigid nature of the protein while the DNA of TATA box sequence has an inherent flexibility in terms of bending and minor groove widening. The bending analysis of the free DNA and the TBP bound DNA systems indicate presence of some similar structures. Principal coordinate ordination analysis also indicates some structural features of the protein bound and free DNA are similar. Thus we suggest that the DNA of TATA box sequence regularly oscillates between several alternate structures and the one suitable for TBP binding is induced further by the protein for proper complex formation.
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9
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Kim DH, Im H, Jee JG, Jang SB, Yoon HJ, Kwon AR, Kang SM, Lee BJ. β-Arm flexibility of HU fromStaphylococcus aureusdictates the DNA-binding and recognition mechanism. ACTA ACUST UNITED AC 2014; 70:3273-89. [DOI: 10.1107/s1399004714023931] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Accepted: 10/30/2014] [Indexed: 12/11/2022]
Abstract
HU, one of the major nucleoid-associated proteins, interacts with the minor groove of DNA in a nonspecific manner to induce DNA bending or to stabilize bent DNA. In this study, crystal structures are reported for both free HU fromStaphylococcus aureusMu50 (SHU) and SHU bound to 21-mer dsDNA. The structures, in combination with electrophoretic mobility shift assays (EMSAs), isothermal titration calorimetry (ITC) measurements and molecular-dynamics (MD) simulations, elucidate the overall and residue-specific changes in SHU upon recognizing and binding to DNA. Firstly, structural comparison showed the flexible nature of the β-sheets of the DNA-binding domain and that the β-arms bend inwards upon complex formation, whereas the other portions are nearly unaltered. Secondly, it was found that the disruption and formation of salt bridges accompanies DNA binding. Thirdly, residue-specific free-energy analyses using the MM-PBSA method with MD simulation data suggested that the successive basic residues in the β-arms play a central role in recognizing and binding to DNA, which was confirmed by the EMSA and ITC analyses. Moreover, residue Arg55 resides in the hinge region of the flexible β-arms, exhibiting a remarkable role in their flexible nature. Fourthly, EMSAs with various DNAs revealed that SHU prefers deformable DNA. Taken together, these data suggest residue-specific roles in local shape and base readouts, which are primarily mediated by the flexible β-arms consisting of residues 50–80.
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10
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van der Vaart A. Coupled binding-bending-folding: The complex conformational dynamics of protein-DNA binding studied by atomistic molecular dynamics simulations. Biochim Biophys Acta Gen Subj 2014; 1850:1091-1098. [PMID: 25161164 DOI: 10.1016/j.bbagen.2014.08.009] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2014] [Revised: 08/14/2014] [Accepted: 08/18/2014] [Indexed: 12/21/2022]
Abstract
BACKGROUND Protein-DNA binding often involves dramatic conformational changes such as protein folding and DNA bending. While thermodynamic aspects of this behavior are understood, and its biological function is often known, the mechanism by which the conformational changes occur is generally unclear. By providing detailed structural and energetic data, molecular dynamics simulations have been helpful in elucidating and rationalizing protein-DNA binding. SCOPE OF REVIEW This review will summarize recent atomistic molecular dynamics simulations of the conformational dynamics of DNA and protein-DNA binding. A brief overview of recent developments in DNA force fields is given as well. MAJOR CONCLUSIONS Simulations have been crucial in rationalizing the intrinsic flexibility of DNA, and have been instrumental in identifying the sequence of binding events, the triggers for the conformational motion, and the mechanism of binding for a number of important DNA-binding proteins. GENERAL SIGNIFICANCE Molecular dynamics simulations are an important tool for understanding the complex binding behavior of DNA-binding proteins. With recent advances in force fields and rapid increases in simulation time scales, simulations will become even more important for future studies. This article is part of a Special Issue entitled Recent developments of molecular dynamics.
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Affiliation(s)
- Arjan van der Vaart
- Department of Chemistry, University of South Florida, 4202 East Fowler Avenue CHE 205, Tampa, FL 33620, USA.
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11
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Jana M, Bandyopadhyay S. Molecular Dynamics Study of β-Cyclodextrin–Phenylalanine (1:1) Inclusion Complex in Aqueous Medium. J Phys Chem B 2013; 117:9280-7. [DOI: 10.1021/jp404348u] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Madhurima Jana
- Molecular Simulation Laboratory,
Department of Chemistry, National Institute of Technology, Rourkela-769008, India
| | - Sanjoy Bandyopadhyay
- Molecular Modeling Laboratory,
Department of Chemistry, Indian Institute of Technology, Kharagpur-721302, India
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12
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Mapping the Transition State for DNA Bending by IHF. J Mol Biol 2012; 418:300-15. [DOI: 10.1016/j.jmb.2012.02.028] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2011] [Revised: 02/14/2012] [Accepted: 02/17/2012] [Indexed: 01/01/2023]
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13
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Sinha SK, Bandyopadhyay S. Conformational fluctuations of a protein-DNA complex and the structure and ordering of water around it. J Chem Phys 2012; 135:245104. [PMID: 22225189 DOI: 10.1063/1.3670877] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
Protein-DNA binding is an important process responsible for the regulation of genetic activities in living organisms. The most crucial issue in this problem is how the protein recognizes the DNA and identifies its target base sequences. Water molecules present around the protein and DNA are also expected to play an important role in mediating the recognition process and controlling the structure of the complex. We have performed atomistic molecular dynamics simulations of an aqueous solution of the protein-DNA complex formed between the DNA binding domain of human TRF1 protein and a telomeric DNA. The conformational fluctuations of the protein and DNA and the microscopic structure and ordering of water around them in the complex have been explored. In agreement with experimental studies, the calculations reveal conformational immobilization of the terminal segments of the protein on complexation. Importantly, it is discovered that both structural adaptations of the protein and DNA, and the subsequent correlation between them to bind, contribute to the net entropy loss associated with the complex formation. Further, it is found that water molecules around the DNA are more structured with significantly higher density and ordering than that around the protein in the complex.
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Affiliation(s)
- Sudipta Kumar Sinha
- Molecular Modeling Laboratory, Department of Chemistry, Indian Institute of Technology, Kharagpur, India
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14
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Sinha SK, Bandyopadhyay S. Dynamic properties of water around a protein-DNA complex from molecular dynamics simulations. J Chem Phys 2012; 135:135101. [PMID: 21992339 DOI: 10.1063/1.3634004] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Formation of protein-DNA complex is an important step in regulation of genes in living organisms. One important issue in this problem is the role played by water in mediating the protein-DNA interactions. In this work, we have carried out atomistic molecular dynamics simulations to explore the heterogeneous dynamics of water molecules present in different regions around a complex formed between the DNA binding domain of human TRF1 protein and a telomeric DNA. It is demonstrated that such heterogeneous water motions around the complex are correlated with the relaxation time scales of hydrogen bonds formed by those water molecules with the protein and DNA. The calculations reveal the existence of a fraction of extraordinarily restricted water molecules forming a highly rigid thin layer in between the binding motifs of the protein and DNA. It is further proved that higher rigidity of water layers around the complex originates from more frequent reformations of broken water-water hydrogen bonds. Importantly, it is found that the formation of the complex affects the transverse and longitudinal degrees of freedom of surrounding water molecules in a nonuniform manner.
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Affiliation(s)
- Sudipta Kumar Sinha
- Molecular Modeling Laboratory, Department of Chemistry, Indian Institute of Technology, Kharagpur - 721302, India
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15
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Rodriguez-Granillo A, Annavarapu S, Zhang L, Koder RL, Nanda V. Computational design of thermostabilizing D-amino acid substitutions. J Am Chem Soc 2011; 133:18750-9. [PMID: 21978298 PMCID: PMC3443866 DOI: 10.1021/ja205609c] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Judicious incorporation of D-amino acids in engineered proteins confers many advantages such as preventing degradation by endogenous proteases and promoting novel structures and functions not accessible to homochiral polypeptides. Glycine to D-alanine substitutions at the carboxy termini can stabilize α-helices by reducing conformational entropy. Beyond alanine, we propose additional side chain effects on the degree of stabilization conferred by D-amino acid substitutions. A detailed, molecular understanding of backbone and side chain interactions is important for developing rational, broadly applicable strategies in using D-amino acids to increase protein thermostability. Insight from structural bioinformatics combined with computational protein design can successfully guide the selection of stabilizing D-amino acid mutations. Substituting a key glycine in the Trp-cage miniprotein with D-Gln dramatically stabilizes the fold without altering the protein backbone. Stabilities of individual substitutions can be understood in terms of the balance of intramolecular forces both at the α-helix C-terminus and throughout the protein.
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Affiliation(s)
- Agustina Rodriguez-Granillo
- Department of Biochemistry, Robert Wood Johnson Medical School, UMDNJ and the Center for Advanced Biotechnology and Medicine, Piscataway, New Jersey 08854
| | - Srinivas Annavarapu
- Department of Biochemistry, Robert Wood Johnson Medical School, UMDNJ and the Center for Advanced Biotechnology and Medicine, Piscataway, New Jersey 08854
| | - Lei Zhang
- Department of Physics, The City College of New York, New York, New York 10031
| | - Ronald L. Koder
- Department of Physics, The City College of New York, New York, New York 10031
| | - Vikas Nanda
- Department of Biochemistry, Robert Wood Johnson Medical School, UMDNJ and the Center for Advanced Biotechnology and Medicine, Piscataway, New Jersey 08854
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16
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Holmquist PC, Holmquist GP, Summers ML. Comparing binding site information to binding affinity reveals that Crp/DNA complexes have several distinct binding conformers. Nucleic Acids Res 2011; 39:6813-24. [PMID: 21586590 PMCID: PMC3159480 DOI: 10.1093/nar/gkr369] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
We show that the cAMP receptor protein (Crp) binds to DNA as several different conformers. This situation has precluded discovering a high correlation between any sequence property and binding affinity for proteins that bend DNA. Experimentally quantified affinities of Synechocystis sp. PCC 6803 cAMP receptor protein (SyCrp1), the Escherichia coli Crp (EcCrp, also CAP) and DNA were analyzed to mathematically describe, and make human-readable, the relationship of DNA sequence and binding affinity in a given system. Here, sequence logos and weight matrices were built to model SyCrp1 binding sequences. Comparing the weight matrix model to binding affinity revealed several distinct binding conformations. These Crp/DNA conformations were asymmetrical (non-palindromic).
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Affiliation(s)
- Peter C Holmquist
- Department of Biology, California State University Northridge, 18111 Nordhoff St. Northridge, CA 91330, USA.
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17
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Rodriguez-Granillo A, Sedlak E, Wittung-Stafshede P. Stability and ATP binding of the nucleotide-binding domain of the Wilson disease protein: effect of the common H1069Q mutation. J Mol Biol 2008; 383:1097-111. [PMID: 18692069 DOI: 10.1016/j.jmb.2008.07.065] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2008] [Revised: 07/18/2008] [Accepted: 07/24/2008] [Indexed: 01/23/2023]
Abstract
Perturbation of the human copper-transporter Wilson disease protein (ATP7B) causes intracellular copper accumulation and severe pathology, known as Wilson disease (WD). Several WD mutations are clustered within the nucleotide-binding subdomain (N-domain), including the most common mutation, H1069Q. To gain insight into the biophysical behavior of the N-domain under normal and disease conditions, we have characterized wild-type and H1069Q recombinant N-domains in vitro and in silico. The mutant has only twofold lower ATP affinity compared to that of the wild-type N-domain. Both proteins unfold in an apparent two-state reaction at 20 degrees C and ATP stabilizes the folded state. The thermal unfolding reactions are irreversible and, for the same scan rate, the wild-type protein is more resistant to perturbation than the mutant. For both proteins, ATP increases the activation barrier towards thermal denaturation. Molecular dynamics simulations identify specific differences in both ATP orientation and protein structure that can explain the absence of catalytic activity for the mutant N-domain. Taken together, our results provide biophysical characteristics that may be general to N-domains in other P(1B)-ATPases as well as identify changes that may be responsible for the H1069Q WD phenotype in vivo.
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18
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Rodriguez-Granillo A, Wittung-Stafshede P. Structure and dynamics of Cu(I) binding in copper chaperones Atox1 and CopZ: a computer simulation study. J Phys Chem B 2008; 112:4583-93. [PMID: 18361527 DOI: 10.1021/jp711787x] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Copper chaperones deliver reduced copper (i.e., Cu(I)) to metal-binding domains of P-type ATPases in the cytoplasm of a range of organisms. Both chaperones and target domains have a ferredoxin-like fold and metal-binding motifs involving two Cys residues. Here, we investigated the Cu-binding geometry and structural dynamics of two homologous Cu(I) chaperones, Homo sapiens Atox1 and Bacillus subtilis CopZ, using a combination of quantum mechanical-molecular mechanics (QM-MM) and classical molecular dynamics (MD) methods. Our QM-MM optimized geometries for the holo- proteins suggested that Cu(I) in Atox1 favors a linear Cys(S)-Cu-Cys(S) arrangement but that this angle is close to 150 degrees in CopZ. Classical MD simulations suggest that both Atox1 and CopZ apo- forms have an increased conformational flexibility as compared to the respective holo- forms. This difference is most pronounced in CopZ and correlates with a lower in vitro thermal stability. Both average fluctuation (i.e., rmsd) and radius of gyration data demonstrate that the effects of Cu(I) coordination extend throughout the proteins. Distinct deviations between the two homologues were found in protein-solvent interactions, entropy of Cu(I) binding, and apo-protein Cys-Cys distance distributions. Our in silico results provide new insights into copper chaperone behavior with direct implications for copper transport mechanisms in vivo.
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19
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Orozco M, Noy A, Pérez A. Recent advances in the study of nucleic acid flexibility by molecular dynamics. Curr Opin Struct Biol 2008; 18:185-93. [PMID: 18304803 DOI: 10.1016/j.sbi.2008.01.005] [Citation(s) in RCA: 92] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2007] [Revised: 12/05/2007] [Accepted: 01/09/2008] [Indexed: 10/22/2022]
Abstract
The recent use of molecular dynamics (MD) simulations to study flexibility of nucleic acids has been reviewed from an analysis of the publications appearing in the past two years (from 2005 till date). Despite the existence of some unsolved problems in the methodologies, these years have been witness to major advances in the field. Based on a critical review of the most recent contributions, excitement exists on the expected evolution of the field in the next years.
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Affiliation(s)
- Modesto Orozco
- Joint IRB-BSC Program on Computational Biology, Institut de Recerca Biomèdica, Parc Científic de Barcelona, Josep Samitier 1-5, Barcelona 08028, Spain.
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20
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Crespo A, Fernández A. Induced disorder in protein-ligand complexes as a drug-design strategy. Mol Pharm 2008; 5:430-7. [PMID: 18278867 DOI: 10.1021/mp700148h] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Protein associations are poorly understood from a chemical perspective. If the contrary were true, drug inhibitors would be routinely designed based on target structure. While enthalpy/entropy balance is critical for affinity optimization, most drug-design strategies focus solely on promoting favorable intermolecular interactions. However, protein-drug associations often entail an entropic penalty, mostly arising from induced fits, which compromises affinity. Rather than restricting the conformational freedom of the protein, this work reports on an alternative design strategy to enhance affinity by inducing conformational disorder. This approach is adopted to target kinases by boosting their conformational entropy, taking advantage of their structural plasticity. As proof of concept we redesigned the anticancer drug imatinib to inhibit the imatinib-resistant D816V mutant of the C-Kit kinase, one of imatinib's primary targets. The prototype is engineered to promote an entropic boost on the activation loop that restores affinity. We also show that induced disorder is actually operational in kinase inhibitory action: a comparison of the binding of imatinib and PD173955 to Bcr-Abl kinase reveals that imatinib forms stronger intermolecular nonbonded interactions than PD173955, yet the latter binds with higher affinity by boosting the complex entropy. Induced disorder thus becomes a promising concept for drug design.
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Affiliation(s)
- Alejandro Crespo
- Department of Bioengineering, Rice University, Houston, Texas 77005, Department of Experimental Therapeutics, M. D. Anderson Cancer Center - University of Texas, Houston, Texas 77030, USA
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21
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Degtyareva NN, Fresia MJ, Petty JT. DNA conformational effects on the interaction of netropsin with A-tract sequences. Biochemistry 2007; 46:15136-43. [PMID: 18044972 DOI: 10.1021/bi701722x] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The influence of cosolutes and DNA sequence on the interaction of netropsin with three duplexes has been studied by isothermal titration calorimetry. In buffer, netropsin forms two complexes with a net stoichiometry of 1:1 in the minor groove of the oligonucleotide (GCGCGAATTCGCGC)2. One complex has a weaker affinity and is more enthalpically favored relative to the other one, consistent with previous studies [Freyer, M. W., et al. (2006) Biophys. Chem. 126, 186-196]. With the cosolutes betaine and 2-methyl-2,4-pentanediol, the enthalpy and heat capacity changes indicate that the complex with weaker affinity is disfavored relative to the complex with higher affinity. With (CGCGCAATTGCGCG)2, netropsin has one binding mode in buffer, and complex formation is not influenced by the cosolutes. The similarities of the enthalpy and heat capacity changes suggest that netropsin interacts similarly with these two oligonucleotides in the presence of cosolutes. The oligonucleotide (GCGCAAATTTGCGC)2 also forms two complexes with netropsin, and the complex with weaker affinity is again disfavored by the cosolutes. Thus, the interaction of netropsin with these A/T binding sites is influenced both by the bases adjacent to the binding site and by cosolutes. We suggest that these two factors influence the conformation of the minor-groove binding site of DNA.
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Affiliation(s)
- Natalya N Degtyareva
- Chemistry Department, Furman University, 3300 Poinsett Highway, Greenville, South Carolina 29613, USA
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22
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Kormos BL, Benitex Y, Baranger AM, Beveridge DL. Affinity and specificity of protein U1A-RNA complex formation based on an additive component free energy model. J Mol Biol 2007; 371:1405-19. [PMID: 17603075 PMCID: PMC2034351 DOI: 10.1016/j.jmb.2007.06.003] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2007] [Revised: 06/02/2007] [Accepted: 06/04/2007] [Indexed: 11/26/2022]
Abstract
An MM-GBSA computational protocol was used to investigate wild-type U1A-RNA and F56 U1A mutant experimental binding free energies. The trend in mutant binding free energies compared to wild-type is well-reproduced. Following application of a linear-response-like equation to scale the various energy components, the binding free energies agree quantitatively with observed experimental values. Conformational adaptation contributes to the binding free energy for both the protein and the RNA in these systems. Small differences in DeltaGs are the result of different and sometimes quite large relative contributions from various energetic components. Residual free energy decomposition indicates differences not only at the site of mutation, but throughout the entire protein. MM-GBSA and ab initio calculations performed on model systems suggest that stacking interactions may nearly, but not completely, account for observed differences in mutant binding affinities. This study indicates that there may be different underlying causes of ostensibly similar experimentally observed binding affinities of different mutants, and thus recommends caution in the interpretation of binding affinities and specificities purely by inspection.
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Affiliation(s)
- Bethany L Kormos
- Chemistry Department and Molecular Biophysics Program, Wesleyan University, Middletown, CT 06459, USA.
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23
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René B, Masliah G, Antri SE, Fermandjian S, Mauffret O. Conformations and Dynamics of the Phosphodiester Backbone of a DNA Fragment That Bears a Strong Topoisomerase II Cleavage Site. J Phys Chem B 2007; 111:4235-43. [PMID: 17391020 DOI: 10.1021/jp0683115] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The dynamics of the DNA phosphodiester backbone conformations have been studied for a strong topoisomerase II cleavage site (site 22) using molecular dynamics simulations in explicit water and in the presence of sodium ions. We investigated the backbone motions and more particularly the BI/BII transitions involving the epsilon and zeta angles. The consensus cleavage site is adjacent to the phosphate which shows the most important phosphodiester backbone flexibility in the sequence. We infer that these latter properties could be responsible for the preferential cleavage at this site possibly through the perturbation of the cleavage/ligation activities of the topoisomerase II. More generally, the steps pur-pur and pyr-pur are those presenting the highest BII contents. Relations are observed between the backbone phosphodiester BI/BII transitions and the flexibility of the deoxyribose sugar and the helical parameters such as roll. The roll is sequence dependent when the related phosphate is in the BI form, whereas this appears not to be true when it is in the BII form. The BI/BII transitions are associated with water migration, and new relations are observed with counterions. Indeed, it is observed that a strong coupling exists between the BII form and the presence of sodium ions near the adjacent sugar deoxyribose. The presence of sodium ions in the O4' surroundings or their binding could assist the BI to BII transition by furnishing energy. The implications of these new findings and, namely, their importance in the context of the sequence-dependent behavior of BI/BII transitions will be investigated in future studies.
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Affiliation(s)
- Brigitte René
- UMR 8113 CNRS, Laboratoire de Biotechnologies et Pharmacologie Génétique Appliquée (Ecole Normale Supérieure de Cachan), Institut Gustave Roussy, 39 rue Camille Desmoulins, 94805 Villejuif Cedex, France
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24
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Harris SA, Laughton CA. A simple physical description of DNA dynamics: quasi-harmonic analysis as a route to the configurational entropy. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2007; 19:076103. [PMID: 22251585 DOI: 10.1088/0953-8984/19/7/076103] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
It has become increasingly apparent that the dynamic as well as the structural properties of biological macromolecules are important to their function. However, information concerning molecular flexibility can be difficult to obtain experimentally at the atomic level. Computer modelling techniques such as molecular dynamics (MD) have therefore proved invaluable in advancing our understanding of biomolecular flexibility. This paper describes how a combination of atomistic MD simulations and quasi-harmonic analysis can be used to describe the dynamics of duplex DNA, with a particular emphasis on methods for calculating differences in configurational entropies. We demonstrate that DNA possesses remarkably simple mechanical properties relative to globular proteins, making it an ideal system for exploring biomolecular flexibility in general. Our results also highlight the importance of solvent viscosity in determining the dynamic behaviour of DNA in aqueous solution.
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Affiliation(s)
- S A Harris
- School of Physics and Astronomy, University of Leeds, Leeds LS2 9JT, UK.
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25
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Berrera M, Pantano S, Carloni P. Catabolite Activator Protein in Aqueous Solution: A Molecular Simulation Study. J Phys Chem B 2007; 111:1496-501. [PMID: 17243667 DOI: 10.1021/jp0667893] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The homodimeric catabolite activator protein (CAP) is a bacterial DNA binding transcription regulator whose activity is controlled by the binding of the intracellular mediator cyclic adenosine monophosphate (cAMP). Each CAP subunit consists of a cyclic nucleotide and a DNA binding domain. Here, we investigate the structural features of the ligand-bound CAP in aqueous solution by molecular dynamics simulations based on the available X-ray structures (Passner et al. J. Mol. Biol. 2000, 304, 847-859 and Chen et al. J. Mol. Biol. 2001, 314, 63-74). Our calculations suggest that the homodimer in solution assumes a symmetric arrangement in which both DNA binding domains are separated from the respective cyclic nucleotide binding domains by a cleft. This contrasts with the X-ray structure, which exhibits instead an asymmetric conformation. On the basis of electrostatics calculations, we propose that the symmetric structure in solution may be an important feature for DNA molecular recognition.
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Affiliation(s)
- Marco Berrera
- Scuola Internazionale Superiore di Studi Avanzati (SISSA) and INFM, Democritos Modeling Center for Research In Atomistic Simulation, via Beirut 4, 34014 Trieste, Italy
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26
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Günther S, Rother K, Frömmel C. Molecular flexibility in protein–DNA interactions. Biosystems 2006; 85:126-36. [PMID: 16488073 DOI: 10.1016/j.biosystems.2005.12.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2005] [Revised: 09/07/2005] [Accepted: 12/13/2005] [Indexed: 10/25/2022]
Abstract
In living cells protein-DNA interactions are fundamental processes. Here, we compare the 3D structures of several DNA-binding proteins frequently determined with and without attached DNA. We studied the global structure (backbone-traces) as well as the local structure (binding sites) by comparing pair-wise the related atoms. The DNA-interaction sites of uncomplexed proteins show conspicuously high local structural flexibility. Binding to DNA results in specific local conformations, which are clearly distinct from the unbound states. The adaptation of the protein's binding site to DNA can never be described by the lock and key model but in all cases by the induced fit model. Conformational changes in the seven protein backbone traces take place in different ways. Two of them dock onto DNA without a significant change, while the other five proteins are characterized by a backbone conformation change caused by DNA docking. In the case of three proteins of the latter group the DNA-complexed conformation also occurs in a few uncomplexed structures. This behavior can be described by a conformational ensemble, which is narrowed down by DNA docking until only one single DNA-complexed conformation occurs. Different docking models are discussed and each of the seven proteins is assigned to one of them.
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Affiliation(s)
- Stefan Günther
- Institute of Biochemistry Charité, Monbijoustrasse 2, 10117 Berlin, Germany.
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27
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Gullingsrud J, Kim C, Taylor SS, McCammon JA. Dynamic binding of PKA regulatory subunit RI alpha. Structure 2006; 14:141-9. [PMID: 16407073 DOI: 10.1016/j.str.2005.09.019] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2005] [Revised: 09/26/2005] [Accepted: 09/26/2005] [Indexed: 11/24/2022]
Abstract
Recent crystal structures have revealed that regulatory subunit RIalpha of PKA undergoes a dramatic conformational change upon complex formation with the catalytic subunit. Molecular dynamics studies were initiated to elucidate the contributions of intrinsic conformational flexibility and interactions with the catalytic subunit in formation and stabilization of the complex. Simulations of a single RIalpha nucleotide binding domain (NBD), missing cAMP, showed that its C helix spontaneously occupies two distinct conformations: either packed against the nucleotide binding domain as in its cAMP bound structure, or extended into an intermediate form resembling that of the holoenzyme structure. C helix extension was not seen in a simulation of either RIalpha NBD. In a model complex containing both NBDs and the catalytic subunit, well-conserved residues at the interface between the NBDs in the cAMP bound form were found to stabilize the complex through contacts with the catalytic subunit. The model structure is consistent with available experimental data.
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Affiliation(s)
- Justin Gullingsrud
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA.
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28
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Friedman R, Nachliel E, Gutman M. Fatty acid binding proteins: same structure but different binding mechanisms? Molecular dynamics simulations of intestinal fatty acid binding protein. Biophys J 2005; 90:1535-45. [PMID: 16361342 PMCID: PMC1367305 DOI: 10.1529/biophysj.105.071571] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Fatty acid binding proteins (FABPs) carry fatty acids (FAs) and other lipids in the cellular environment, and are thus involved in processes such as FA uptake, transport, and oxidation. These proteins bind either one or two ligands in a binding site, which appears to be inaccessible from the bulk. Thus, the entry of the substrate necessitates a conformational change, whose nature is still unknown. A possible description of the ligand binding process is given by the portal hypothesis, which suggests that the FA enters the protein through a dynamic area known as the portal region. On the other hand, recent simulations of the adipocyte lipid binding protein (ALBP) suggested a different entry site (the alternative portal). In this article, we discuss molecular dynamics simulations of the apo-intestinal-FABP (I-FABP) in the presence of palmitate molecule(s) in the simulation box. The simulations were carried out to study whether the FA can enter the protein during the simulations (as in the ALBP) and where the ligand entry site is (the portal region, the alternative portal or a different domain). The analysis of the simulations revealed a clear difference between the ALBP and the I-FABP. In the latter case, the palmitate preferentially adsorbed to the portal region, which was more mobile than the rest of the protein. However, no ligand entry was observed in the multi-nanosecond-long simulations, in contrast to ALBP. These findings suggest that, although the main structural motif of the FABPs is common, the fine details of each individual protein structure grossly modulate its reactivity.
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Affiliation(s)
- Ran Friedman
- Laser Laboratory for Fast Reactions in Biology, Department of Biochemistry, George S. Wise Faculty of Life Sciences, Tel Aviv University, 69978 Tel Aviv, Israel
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29
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Abstract
Protein–nucleic acid interactions exhibit varying degrees of specificity. Relatively high affinity, sequence-specific interactions, can be studied with structure determination, but lower affinity, non-specific interactions are also of biological importance. We report simulations that predict the population of nucleic acid paths around protein surfaces, and give binding constant differences for changes in the protein scaffold. The method is applied to the non-specific component of interactions between eIF4Es and messenger RNAs that are bound tightly at the cap site. Adding a fragment of eIF4G to the system changes both the population of mRNA paths and the protein–mRNA binding affinity, suggesting a potential role for non-specific interactions in modulating translational properties. Generally, the free energy simulation technique could work in harness with characterized tethering points to extend analysis of nucleic acid conformation, and its modulation by protein scaffolds.
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Affiliation(s)
| | - Jim Warwicker
- Faculty of Life Sciences, University of ManchesterMichael Smith Building, Oxford Road, Manchester M13 9PT, UK
- To whom correspondence should be addressed. Tel: +44 0 161 200 4490; Fax: +44 0 161 275 5082;
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