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Sorokina I, Mushegian AR, Koonin EV. Is Protein Folding a Thermodynamically Unfavorable, Active, Energy-Dependent Process? Int J Mol Sci 2022; 23:521. [PMID: 35008947 PMCID: PMC8745595 DOI: 10.3390/ijms23010521] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 12/30/2021] [Accepted: 12/31/2021] [Indexed: 02/04/2023] Open
Abstract
The prevailing current view of protein folding is the thermodynamic hypothesis, under which the native folded conformation of a protein corresponds to the global minimum of Gibbs free energy G. We question this concept and show that the empirical evidence behind the thermodynamic hypothesis of folding is far from strong. Furthermore, physical theory-based approaches to the prediction of protein folds and their folding pathways so far have invariably failed except for some very small proteins, despite decades of intensive theory development and the enormous increase of computer power. The recent spectacular successes in protein structure prediction owe to evolutionary modeling of amino acid sequence substitutions enhanced by deep learning methods, but even these breakthroughs provide no information on the protein folding mechanisms and pathways. We discuss an alternative view of protein folding, under which the native state of most proteins does not occupy the global free energy minimum, but rather, a local minimum on a fluctuating free energy landscape. We further argue that ΔG of folding is likely to be positive for the majority of proteins, which therefore fold into their native conformations only through interactions with the energy-dependent molecular machinery of living cells, in particular, the translation system and chaperones. Accordingly, protein folding should be modeled as it occurs in vivo, that is, as a non-equilibrium, active, energy-dependent process.
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Affiliation(s)
| | - Arcady R. Mushegian
- Division of Molecular and Cellular Biosciences, National Science Foundation, Alexandria, VA 22314, USA;
- Clare Hall College, University of Cambridge, Cambridge CB3 9AL, UK
| | - Eugene V. Koonin
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, USA
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Sahakyan H, Nazaryan K, Mushegian A, Sorokina I. Energy-dependent protein folding: modeling how a protein folding machine may work. F1000Res 2021; 10:3. [PMID: 33633838 PMCID: PMC7898354 DOI: 10.12688/f1000research.28175.1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/18/2020] [Indexed: 12/17/2022] Open
Abstract
Background: Proteins fold robustly and reproducibly in vivo, but many cannot fold in vitro in isolation from cellular components. Despite the remarkable progress that has been achieved by the artificial intelligence approaches in predicting the protein native conformations, the pathways that lead to such conformations, either in vitro or in vivo, remain largely unknown. The slow progress in recapitulating protein folding pathways in silico may be an indication of the fundamental deficiencies in our understanding of folding as it occurs in nature. Here we consider the possibility that protein folding in living cells may not be driven solely by the decrease in Gibbs free energy and propose that protein folding in vivo should be modeled as an active energy-dependent process. The mechanism of action of such a protein folding machine might include direct manipulation of the peptide backbone. Methods: To show the feasibility of a protein folding machine, we conducted molecular dynamics simulations that were augmented by the application of mechanical force to rotate the C-terminal amino acid while simultaneously limiting the N-terminal amino acid movements. Results: Remarkably, the addition of this simple manipulation of peptide backbones to the standard molecular dynamics simulation indeed facilitated the formation of native structures in five diverse alpha-helical peptides. Steric clashes that arise in the peptides due to the forced directional rotation resulted in the behavior of the peptide backbone no longer resembling a freely jointed chain. Conclusions: These simulations show the feasibility of a protein folding machine operating under the conditions when the movements of the polypeptide backbone are restricted by applying external forces and constraints. Further investigation is needed to see whether such an effect may play a role during co-translational protein folding in vivo and how it can be utilized to facilitate folding of proteins in artificial environments.
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Affiliation(s)
- Harutyun Sahakyan
- Institute of Molecular Biology, Academy of Sciences of Republic of Armenia, Yerevan, Armenia
| | - Karen Nazaryan
- Institute of Molecular Biology, Academy of Sciences of Republic of Armenia, Yerevan, Armenia
| | - Arcady Mushegian
- Division of Molecular and Cellular Biosciences, National Science Foundation, Alexandria, USA
- Clare Hall College, University of Cambridge, Cambridge, UK
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3
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Caserta E, Liu LC, Grundy FJ, Henkin TM. Codon-Anticodon Recognition in the Bacillus subtilis glyQS T Box Riboswitch: RNA-DEPENDENT CODON SELECTION OUTSIDE THE RIBOSOME. J Biol Chem 2015; 290:23336-47. [PMID: 26229106 DOI: 10.1074/jbc.m115.673236] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Indexed: 12/28/2022] Open
Abstract
Many amino acid-related genes in Gram-positive bacteria are regulated by the T box riboswitch. The leader RNA of genes in the T box family controls the expression of downstream genes by monitoring the aminoacylation status of the cognate tRNA. Previous studies identified a three-nucleotide codon, termed the "Specifier Sequence," in the riboswitch that corresponds to the amino acid identity of the downstream genes. Pairing of the Specifier Sequence with the anticodon of the cognate tRNA is the primary determinant of specific tRNA recognition. This interaction mimics codon-anticodon pairing in translation but occurs in the absence of the ribosome. The goal of the current study was to determine the effect of a full range of mismatches for comparison with codon recognition in translation. Mutations were individually introduced into the Specifier Sequence of the glyQS leader RNA and tRNA(Gly) anticodon to test the effect of all possible pairing combinations on tRNA binding affinity and antitermination efficiency. The functional role of the conserved purine 3' of the Specifier Sequence was also verifiedin this study. We found that substitutions at the Specifier Sequence resulted in reduced binding, the magnitude of which correlates well with the predicted stability of the RNA-RNA pairing. However, the tolerance for specific mismatches in antitermination was generally different from that during decoding, which reveals a unique tRNA recognition pattern in the T box antitermination system.
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Affiliation(s)
- Enrico Caserta
- From the Department of Microbiology and Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210
| | - Liang-Chun Liu
- From the Department of Microbiology and Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210
| | - Frank J Grundy
- From the Department of Microbiology and Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210
| | - Tina M Henkin
- From the Department of Microbiology and Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210
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Predicting the unpredictable: Recent structure–activity studies on peptide-based macrocycles. Bioorg Chem 2015; 60:74-97. [DOI: 10.1016/j.bioorg.2015.04.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Revised: 04/13/2015] [Accepted: 04/22/2015] [Indexed: 11/18/2022]
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Dokainish HM, Ion BF, Gauld JW. Computational investigations on the catalytic mechanism of maleate isomerase: the role of the active site cysteine residues. Phys Chem Chem Phys 2015; 16:12462-74. [PMID: 24827730 DOI: 10.1039/c4cp01342e] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The maleate isomerase (MI) catalysed isomerization of maleate to fumarate has been investigated using a wide range of computational modelling techniques, including small model DFT calculations, QM-cluster approach, quantum mechanical/molecular mechanical approach (QM/MM in the ONIOM formalism) and molecular dynamics simulations. Several fundamental questions regarding the mechanism were answered in detail, such as the activation and stabilization of the catalytic Cys in a rather hydrophobic active site. The two previously proposed mechanisms were considered, where either enediolate or succinyl-Cys intermediate forms. Small model calculations as well as an ONIOM-based approach suggest that an enediolate intermediate is too unstable. Furthermore, the formation of succinyl-Cys intermediate via the nucleophilic attack of Cys76(-) on the substrate C2 (as proposed experimentally) was found to be energetically unfeasible in both QM-cluster and ONIOM approaches. Instead, our results show that Cys194, upon activation via the substrate, acts as a nucleophile and Cys76 acts as an acid/base catalyst, forming a succinyl-Cys intermediate in a concerted fashion. Indeed, the calculated PA of Cys76 is always higher than that of Cys194 before or upon substrate binding in the active site. Furthermore, the mechanism proceeds via multiple steps by substrate rotation around C2-C3 with the assistance of the now negatively charged Cys76, leading to the formation of fumarate. Finally, our calculated barrier is in good agreement with experiment. These findings represent a novel mechanism in the racemase superfamily.
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Affiliation(s)
- Hisham M Dokainish
- Department of Chemistry and Biochemistry, University of Windsor, Windsor, Ontario N9B 3P4, Canada.
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Lim VI, Curran JF, Garber MB. Hydration shells of molecules in molecular association: A mechanism for biomolecular recognition. J Theor Biol 2012; 301:42-8. [PMID: 22365908 DOI: 10.1016/j.jtbi.2012.02.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2011] [Revised: 01/24/2012] [Accepted: 02/08/2012] [Indexed: 10/28/2022]
Abstract
It has become clear that water should not be treated as an inert environment, but rather as an integral and active component of molecules. Here, we consider molecules and their hydration shells together as single entities. We show that: (1) the rate of association of molecules should be determined by the energetic barriers arising from interactions between their hydration shells; (2) replacing non-polar atoms of molecular surfaces with polar atoms increases these barriers; (3) reduction of the hydration shells during molecular association is the driving force for association not only of non-polar, but of polar molecules as well; (4) in most cases the dehydration of polar atoms during molecular association thermodynamically counteracts association; (5) on balance the thermodynamic stability of associated complexes is basically determined by the action of these two opposing factors: reduction of the hydration shells and dehydration of polar atoms; (6) molecular crowding reduces the energetic barriers counteracting association and changes the thermodynamic stability of associated complexes. These results lead to a mechanism for biomolecular recognition in the context of which the formation of unique structures is provided by rapidly forming kinetic traps with a biologically necessary lifetime but with a marginal thermodynamic stability. The mechanism gives definitive answers to questions concerning the heart of specific interactions between biomolecules, their folding and intracellular organization. Predictions are given that can be subjected to direct experimental tests.
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Affiliation(s)
- Valery I Lim
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Vavilov str. 32, 119991 Moscow, Russia
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LaMarche MJ, Leeds JA, Dzink-Fox J, Mullin S, Patane MA, Rann EM, Tiamfook S. 4-Aminothiazolyl analogs of GE2270 A: Design, synthesis and evaluation of imidazole analogs. Bioorg Med Chem Lett 2011; 21:3210-5. [DOI: 10.1016/j.bmcl.2011.04.048] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2011] [Accepted: 04/12/2011] [Indexed: 11/29/2022]
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LaMarche MJ, Leeds JA, Dzink-Fox J, Gunderson K, Krastel P, Memmert K, Patane MA, Rann EM, Schmitt E, Tiamfook S, Wang B. 4-Aminothiazolyl Analogues of GE2270 A: Antibacterial Lead Finding. J Med Chem 2011; 54:2517-21. [DOI: 10.1021/jm101602q] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | | | | | | | - Philipp Krastel
- Natural Products Unit, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Klaus Memmert
- Natural Products Unit, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | | | | | - Esther Schmitt
- Natural Products Unit, Novartis Institutes for Biomedical Research, Basel, Switzerland
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Liu H, Llano J, Gauld JW. A DFT study of nucleobase dealkylation by the DNA repair enzyme AlkB. J Phys Chem B 2009; 113:4887-98. [PMID: 19338370 DOI: 10.1021/jp810715t] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Oxidative dealkylation is a unique mechanistic pathway found in the alpha-ketoglutarate-Fe(II)-dependent AlkB family of enzymes to remove the alkylation damage to DNA bases and regenerate nucleobases to their native state. The B3LYP density functional combined with a self-consistent reaction field was used to explore the triplet, quintet, and septet spin-state potential energy surfaces of the multistep catalytic mechanism of AlkB. The mechanism was found to consist of four stages. First, binding of dioxygen to iron in the active-site complex occurs concerted with electron transfer, thereby yielding a ferric-superoxido species. Second, competing initiation for the activation of oxygen to generate the high-valent iron-oxygen intermediates (ferryl-oxo Fe(IV)O and ferric-oxyl Fe(III)O(*) species) was found to occur on the quintet and septet surfaces. Then, conformational reorientation of the activated iron-oxygen ligand was found to be nearly thermoneutral with a barrier of ca. 50 kJ mol(-1). The final stage is the oxidative dealkylation of the damaged nucleobase with the rate-controlling step being the abstraction of a hydrogen atom from the damaging methyl group by the ferryl-oxo ligand. For this step, the calculated barrier of 87.4 kJ mol(-1) is in good agreement with the experimental activation energy of ca. 83 kJ mol(-1) for the enzyme-catalyzed reaction.
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Affiliation(s)
- Haining Liu
- Department of Chemistry and Biochemistry, University of Windsor, Windsor, Ontario N9B 3P4, Canada
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Liu H, Gauld JW. Substrate-assisted Catalysis in the Aminoacyl Transfer Mechanism of Histidyl−tRNA Synthetase: A Density Functional Theory Study. J Phys Chem B 2008; 112:16874-82. [DOI: 10.1021/jp807104b] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Affiliation(s)
- Haining Liu
- Department of Chemistry and Biochemistry, University of Windsor, Windsor, Ontario, N9B 3P4, Canada
| | - James W. Gauld
- Department of Chemistry and Biochemistry, University of Windsor, Windsor, Ontario, N9B 3P4, Canada
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Sanders CL, Lohr KJ, Gambill HL, Curran RB, Curran JF. Anticodon loop mutations perturb reading frame maintenance by the E site tRNA. RNA (NEW YORK, N.Y.) 2008; 14:1874-1881. [PMID: 18669442 PMCID: PMC2525952 DOI: 10.1261/rna.1170008] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2008] [Accepted: 06/09/2008] [Indexed: 05/26/2023]
Abstract
The ribosomal E site helps hold the reading frame. Certain tRNA mutations affect translation, and anticodon loop mutations can be especially detrimental. We studied the effects of mutations saturating the anticodon loop of the amber suppressor tRNA, Su7, on the ability to help hold the reading frame when in the E site. We also tested three mutations in the anticodon stem, as well as a mutation in the D stem (the "Hirsh" mutation). We used the Escherichia coli RF2 programmed frameshift site to monitor frame maintenance. Most anticodon loop mutations increase frameshifting, possibly by decreasing codon:anticodon stability. However, it is likely that the A site is more sensitive to anticodon loop structure than is the E site. Unexpectedly, the Hirsh mutation also increases frameshifting from the E site. Other work shows that mutation may increase the ability of tRNA to react in the A site, possibly by facilitating conformational changes required for aminoacyl-tRNA selection. We suggest that this property may decrease its ability to bind to the E site. Finally, the absence of the ms(2)io(6)A nucleoside modifications at A37 does not decrease the ability of tRNA to help hold the reading frame from the E site. This was also unexpected because the absence of these modifications affects translational properties of tRNA in A and P sites. The absence of a negative effect in the E site further highlights the differences among the substrate requirements of the ribosomal coding sites.
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Affiliation(s)
- Christina L Sanders
- Department of Biology, Wake Forest University, Winston-Salem, North Carolina 27106, USA
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Sanders CL, Curran JF. Genetic analysis of the E site during RF2 programmed frameshifting. RNA (NEW YORK, N.Y.) 2007; 13:1483-91. [PMID: 17660276 PMCID: PMC1950767 DOI: 10.1261/rna.638707] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
The roles of the ribosomal E site are not fully understood. Prior evidence suggests that deacyl-tRNA in the E site can prevent frameshifting. We hypothesized that if the E-site codon must dissociate from its tRNA to allow for frameshifting, then weak codon:anticodon duplexes should allow for greater frameshifting than stronger duplexes. Using the well-characterized Escherichia coli RF2 (prfB) programmed frameshift to study frameshifting, we mutagenized the E-site triplet to all Unn and Cnn codons. Those variants should represent a very wide range of duplex stability. Duplex stability was estimated using two different methods. Frameshifting is inversely correlated with stability, as estimated by either method. These findings indicate that pairing between the deacyl-tRNA and the E-site codon opposes frameshifting. We discuss the implications of these findings on frame maintenance and on the RF2 programmed frameshift mechanism.
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Plant EP, Nguyen P, Russ JR, Pittman YR, Nguyen T, Quesinberry JT, Kinzy TG, Dinman JD. Differentiating between near- and non-cognate codons in Saccharomyces cerevisiae. PLoS One 2007; 2:e517. [PMID: 17565370 PMCID: PMC1885216 DOI: 10.1371/journal.pone.0000517] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2007] [Accepted: 05/18/2007] [Indexed: 11/18/2022] Open
Abstract
Background Decoding of mRNAs is performed by aminoacyl tRNAs (aa-tRNAs). This process is highly accurate, however, at low frequencies (10−3 – 10−4) the wrong aa-tRNA can be selected, leading to incorporation of aberrant amino acids. Although our understanding of what constitutes the correct or cognate aa-tRNA:mRNA interaction is well defined, a functional distinction between near-cognate or single mismatched, and unpaired or non-cognate interactions is lacking. Methodology/Principal Findings Misreading of several synonymous codon substitutions at the catalytic site of firefly luciferase was assayed in Saccharomyces cerevisiae. Analysis of the results in the context of current kinetic and biophysical models of aa-tRNA selection suggests that the defining feature of near-cognate aa-tRNAs is their potential to form mini-helical structures with A-site codons, enabling stimulation of GTPase activity of eukaryotic Elongation Factor 1A (eEF1A). Paromomycin specifically stimulated misreading of near-cognate but not of non-cognate aa-tRNAs, providing a functional probe to distinguish between these two classes. Deletion of the accessory elongation factor eEF1Bγ promoted increased misreading of near-cognate, but hyperaccurate reading of non-cognate codons, suggesting that this factor also has a role in tRNA discrimination. A mutant of eEF1Bα, the nucleotide exchange factor for eEF1A, promoted a general increase in fidelity, suggesting that the decreased rates of elongation may provide more time for discrimination between aa-tRNAs. A mutant form of ribosomal protein L5 promoted hyperaccurate decoding of both types of codons, even though it is topologically distant from the decoding center. Conclusions/Signficance It is important to distinguish between near-cognate and non-cognate mRNA:tRNA interactions, because such a definition may be important for informing therapeutic strategies for suppressing these two different categories of mutations underlying many human diseases. This study suggests that the defining feature of near-cognate aa-tRNAs is their potential to form mini-helical structures with A-site codons in the ribosomal decoding center. An aminoglycoside and a ribosomal factor can be used to distinguish between near-cognate and non-cognate interactions.
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Affiliation(s)
- Ewan P. Plant
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, Maryland, United States of America
| | - Phuc Nguyen
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, Maryland, United States of America
| | - Jonathan R. Russ
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, Maryland, United States of America
| | - Yvette R. Pittman
- Department of Molecular Genetics, Microbiology and Immunology, University of Medicine and Dentistry of New Jersey (UMDNJ) Robert Wood Johnson Medical School, Piscataway, New Jersey, United States of America
| | - Thai Nguyen
- The Science and Technology Center at Eleanor Roosevelt High School, Greenbelt, Maryland, United States of America
| | | | - Terri Goss Kinzy
- Department of Molecular Genetics, Microbiology and Immunology, University of Medicine and Dentistry of New Jersey (UMDNJ) Robert Wood Johnson Medical School, Piscataway, New Jersey, United States of America
| | - Jonathan D. Dinman
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, Maryland, United States of America
- * To whom correspondence should be addressed. E-mail:
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Lim VI, Kljashtorny VG. Kinetic, energetic, and stereochemical factors determining the molecular recognition of proteins and nucleic acids. Mol Biol 2006. [DOI: 10.1134/s0026893306040030] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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