Literature DB >> 31622441

In silico assessment of human Calprotectin subunits (S100A8/A9) in presence of sodium and calcium ions using Molecular Dynamics simulation approach.

Nematollah Gheibi1, Mohammad Ghorbani2, Hanifeh Shariatifar3, Alireza Farasat1.   

Abstract

Calprotectin is a heterodimeric protein complex which consists of two subunits including S100A8 and S100A9. This protein has a major role in different inflammatory disease and various types of cancers. In current study we aimed to evaluate the structural and thermodynamic changes of the subunits and the complex in presence of sodium and calcium ions using molecular dynamics (MD) simulation. Therefore, the residue interaction network (RIN) was visualized in Cytoscape program. In next step, to measure the binding free energy, the potential of mean force (PMF) method was performed. Finally, the molecular mechanics Poisson-Boltzmann surface area (MMPBSA) method was applied as an effective tool to calculate the molecular model affinities. The MD simulation results of the subunits represented their structural changes in presence of Ca2+. Moreover, the RIN and Hydrogen bond analysis demonstrated that cluster interactions between Calprotectin subunits in presence of Ca2+ were greater in comparison with Na+. Our findings indicated that the binding free energy of the subunits in presence of Ca2+ was significantly greater than Na+. The results revealed that Ca2+ has the ability to induce structural changes in subunits in comparison with Na+ which lead to create stronger interactions between. Hence, studying the physical characteristics of the human proteins could be considered as a powerful tool in theranostics and drug design purposes.

Entities:  

Year:  2019        PMID: 31622441      PMCID: PMC6797115          DOI: 10.1371/journal.pone.0224095

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


Introduction

Calprotectin is a heterodimeric protein complex which consists of two subunits including S100A8 and S100A9. This protein has a great role in different inflammatory disease and various types of cancers. It is a heterodimeric complex of EF-hand Ca2+ binding protein. The protein has two subunits which called S100A8 (MRP8/ Calgranulin A) and S100A9 (MRP14/ Calgranulin B) and are fundamentally expressed by myeloid cells. Thus, they are called Myeloid Related Proteins (MRP) [1]. The S100A8 and S100A9 subunits consist of 93 and 113 amino acid residues with the molecular mass of 10.8 and 13.2 kDa respectively [2]. Both of the subunits have two EF-hands (EF-hand I and II) with the structural motifs of helix-loop-helix. The EF-hand I (N terminal motif) comprising helix I, the non-canonical Ca2+ binding loop and helix II while, EF-hand II (C terminal) comprises helix III, the canonical binding loop and helix IV. Thus, this structure provides two Ca2+ binding sites which are characterized by lower affinity of EF-hand domain I than EF-hand domain II. Despite the high structural similarity, discrepancies in residue compounds of their Ca2+ binding loop provide the EF-hand domains various affinities for Ca2+. While main chain carbonyl groups play the major role in binding EF-hand I, the EF-hand II binding carries out via acidic side chains with higher affinity for Ca2+. The linker regions of various lengths have the ability to separate two EF-hands in both proteins [3, 4]. In all S100 proteins family, the C-terminal tail of the S100A9 is the longest one [5]. Although the homology of the amino acid sequences between S100A8 and S100A9 is very low, but the tertiary structures of the different monomers are significantly similar which proves that all S100 proteins contain highly conserved structures [6]. In presence of Ca2+, the formation of heterodimer complex via non-covalent interactions is more probable. The process of Ca2+ binding in each subunits provides the structural conformation in each EF-hand helices. Thus, promoting the structural changes can lead to exposure of hydrophobic residues specially both alpha helices; H-I and H-IV in N and C terminal to create non-covalent interactions including hydrophobic bonding [7, 8]. The (S100A8/A9)2 heterotetramer is specifically created at increased level of Ca2+ [9]. Furthermore, some changes in different ionic concentration regulate several cellular procedures and also changes in cytosolic calcium concentration lead to various cellular processes modulation too. The Ca2+ binding proteins are considered as key molecules in cell cycle monitoring, differentiation and signal transduction. The aforementioned proteins have the ability to interact with target proteins in a calcium dependent manner which are generally a part of signaling pathways which may lead to create particular cellular responses [10]. The Calprotectin has also been mentioned as DAMPs (Damage Associated Molecular Patterns) with the ability of immune mechanism regulation including inflammatory processes, immune cell migration, immune cell adhesion and responses [11]. Previous studies have provided three specific cell surface proteins as functional receptors for S100A8 and S100A9 such as: Receptor for Advanced Glycation End Products (RAGE) [12], Toll-like receptor 4 (TRL4) [13] and Extracellular Matrix Metalloprotease Inducer (EMMPRIN) [14], even though data are conflicting. Moreover, the Calprotectin has been considered as an endogenous ligand when it is secreted by activated neutrophils to extracellular space which can lead to activate various signaling pathways including JAK/stat, PI3 kinase and MAP kinases (ERK, P38 and JNK). The expression of S100A8/A9 seems to be tissue and cell specific which is differentially increased in various abnormal conditions such as: Inflammatory Bowel Disease (IBD), Rheumatoid Arthritis (RA), Cystic Fibrosis (CF), different types of cancers and neurodegenerative disorders [15, 16]. The Molecular Dynamics (MD) simulation process has a major role in recognition of protein-ligand interactions and the protein conformational modifications at the atomic level. In this study, the MD simulation was applied to evaluate the structural and thermodynamic characteristics of S100A8, S100A9 monomers and S100A8/A9 dimer in physiologic concentration of calcium and sodium ions and also to explain the mechanism of S100A8/A9 dimerization. Although the structural changes were considered experimentally, nevertheless some parts of their mechanism of action were not examined thoroughly. In order to investigate thermodynamics and conformational changes of Calprotectin in different ionic conditions, the MD simulation was done. Additionally, the stability of Calprotectin complex was investigated by Molecular Mechanics Poisson-Boltzmann Surface Area (MMPBSA) and Potential of Mean Force (PMF) methods. Considering the importance of Calprotectin in inflammation process and various disease, a better understanding of the structure and its conformational changes could be useful in treatment purposes [15].

Methods

MD simulation

In current study, the MD simulation process was performed using GROMACS program version 5.1 and the CHARMM 36 force field was used for all simulations. The A9 (ID: 5I8N) [17] and A8 (ID: 5HLO) [18] proteins were obtained by RCSB Protein Data Bank (PDB). In this study, the above systems were solvated by transferable intermolecular potential with 3 points (TIP3P) water model in a cubic box with a distance of 10 Å from the furthest atom of the protein. After solvation, Na+ and Cl− ions were inserted to neutralize the system. Then, the concentration of 150 mM NaCl and CaCl2 were added to the systems [4, 19] and the energy minimization was carried out using the steepest descent method. Each system was equilibrated by 1 ns MD simulation in the canonical (NVT) ensemble and 1 ns MD simulation in the isothermal–isobaric (NPT) ensemble using position restraints on the heavy atoms of the protein to allow for the equilibration of the solvent. The Nose–Hoover thermostat constant was used for fixing the temperature of the system at 310 K. To maintain the pressure of the system at fixed 1 bar pressure, the Parrinello–Rahman pressure coupling method was used [20]. The electrostatic interactions were calculated using the Particle Mesh Ewald (PME) method with 1.0 nm short-range electrostatic and van der Waals cutoffs [21, 22]. To evaluate the effects of calcium ion on dimerization process, the A9 with and without calcium was used. Thus, the orientation of the complex (A8/A9, ID: 1XK4) [9] was applied to locate the above subunits (ID: 5I8N, ID: 5HLO) appropriately besides each other. Consequently, the process of 200 and 100 ns MD simulation was carried out for dimer (A8/A9) and monomers (each subunits) with time steps of 2 fs on equilibrated systems respectively. A summary of the MD simulation runs was shown in S1 Table.

RIN calculation

To calculate the residue interaction network (RIN), the average structure of last 10 ns of trajectory system was used. The ring web server [23] was applied to determine the bonds and non-covalent interactions including pi-pi stacking and electrostatic interactions. The Cytoscape program [24] was used to represent the RIN in which the protein amino acids and the bonds are exhibited as nodes and edges.

PMF

Umbrella sampling (US) is a method which could be applied to obtain the free energy pattern which is often referred as PMF along a special reaction coordinate including protein-protein separation distance. Applying physical reaction coordinate can cause further structural insights [25]. In this study the binding energy of A8 and A9 proteins was calculated from PMF via US method. In the first step, the MD simulation was done to drive A9 far away from A8 which was stable during the simulation process. In the next step about 50 configurations were created along the z axis coordinate. The z coordinates of COM (center of mass) interval among A8 and A9 differed by 0.5 Å in each configurations with the force constant of 10 kcal/mol.Å). The equilibration process for each window was done in a period of 10 ns. Moreover, a 10 ns production run was continued for sampling [26]. Consequently, the PMF pattern was obtained by using Weighted Histogram Analysis Method (WHAM) which was performed via GROMACS software as ‘gmx_wham’ command [27].

MMPBSA calculation

The MMPBSA is used as an effective tool to study the molecular models affinities including ligand-protein and protein-protein interactions [28, 29]. To evaluate the binding affinity of S100A8 to S100A9, the binding free energies were measured via MMPBSA to complete the structural analysis. The MMPBSA calculation were carried out on the last 10 ns trajectories via g-mmpbsa tool in GROMACS software [30]. The model of non-polar solvation is based on the solvent-accessible surface area (SASA) with the probe radius 1.4 Å [31]. To understand the MD process efficiently, the root mean square deviation (RMSD), root mean square fluctuation (RMSF), SASA and H-bond of each system were analyzed via GROMACS accessible tools during the simulation process. Consequently, all the images were visualized by Pymol software [32].

Results and discussion

Analysis the structural properties of A8, A9 and A8/A9 complex

The RMSD is an essential parameter in predicting the system equilibration during the simulation process [33-35]. To investigate the stability of the structure, the RMSD of Cα was calculated. The RMSD of A8 and A9 in presence of Na+ and Ca 2+ were analyzed during the simulation process. The RMSD of A8 protein in ionic condition was shown in Fig 1A. As depicted in the figure, there was no difference between the RMSD value of A8 protein in presence of Na+ and Ca2+. The RMSD value of the A8 protein in both ionic conditions was nearly similar. The A8 protein in both systems was equilibrated after 10 ns. The Fig 1B, illustrates the A9 protein in sodium and calcium ionic conditions respectively. The results demonstrate that the A9 protein was equilibrated in presence of Ca2+ and Na+ after 20 ns of MD simulation. The RMSD average for A9 protein in presence of Ca2+ and Na+ was almost 4Å and 2Å respectively. The results showed that the RMSD value of A9 in presence of Ca2+ was higher than Na+ which confirmed that the A9 protein acquired significant structural modifications in presence of Ca2+ than Na+. The RMSD value of A8/A9 complex in presence of Na+ and Ca2+ was illustrated in Fig 1C. As shown in the figure, the complex was equilibrated in presence of Na+ after 20 ns and Ca2+ after 50 ns. The RMSD average of the complex in presence of Na+ and Ca2+ were 12 Å and 3 Å respectively. These findings confirm that the RMSD value of the complex in presence of Ca2+ was lower than the time which the complex was in sodium condition. This was due to the strong interaction between two subunits in presence of Ca2+ which led to the complex stabilization.
Fig 1

The root mean square deviation (RMSD) value in presence of Na+ and Ca2+.

(a) A8 (b) A9 (c) A8/A9 complex.

The root mean square deviation (RMSD) value in presence of Na+ and Ca2+.

(a) A8 (b) A9 (c) A8/A9 complex. The same as RMSD, the Radius of gyration (Rg) reveals the equilibrated manner of the protein and also the protein contraction during the simulation [21, 36, 37]. Thus, in current study, the Rg results confirm that in presence of Na+, the A9 protein is more compact than the time which the complex is in presence of Ca2+ (Fig 2A). These findings verify that broad structural changes are occurred in A9 protein in presence of Ca2+. The Rg results in presence of Na+ and Ca2+ in A8, were shown in Fig 2B. The Rg results of the aforementioned protein in presence of Na+ and Ca2+ were almost similar which revealed that the protein contraction in both conditions was similar. The Fig 2C shows the Rg results in presence of Na+ and Ca2+. As illustrated, the complex was more condensed in presence of Ca2+ than Na+.
Fig 2

The Rg value of (a) A9, (b) A8 and (c) A8/A9 protein in presence of Na+ and Ca2+.

The Rg value of (a) A9, (b) A8 and (c) A8/A9 protein in presence of Na+ and Ca2+. The Root-mean-square fluctuations (RMSF) of Cα atoms can provide direct insights in to the protein’s flexibility and structural fluctuations [38, 39]. To study the flexibility of A9 protein in presence of Na+ and Ca2+, the RMSF was calculated. The RMSF of A9 protein in calcium and sodium ionic conditions was shown in Fig 3A. As depicted in the figure, the A9 protein has been reached the higher flexibility in 25–30 and 68–71 amino acid regions in presence of Ca2+ than Na+. Based on these results, in presence of Ca2+, the RMSF value of A9 has a little increase in above regions which are probably the calcium binding sites. It seems that presence of Ca2+ in system and interactions with these parts lead to structural changes of the A9 protein.
Fig 3

(a) The RMS fluctuation value of A9 protein in presence of Na+ and Ca2+. Inset: the A9 protein has been reached the higher flexibility in 25–30 and 68–71 amino acid regions in presence of Ca2+ than Na+ (b) The RMS fluctuation value of A8 protein in presence of Na+ and Ca2.

(a) The RMS fluctuation value of A9 protein in presence of Na+ and Ca2+. Inset: the A9 protein has been reached the higher flexibility in 25–30 and 68–71 amino acid regions in presence of Ca2+ than Na+ (b) The RMS fluctuation value of A8 protein in presence of Na+ and Ca2. The RMSF value of the A8 protein in presence of Na+ and Ca2+ was almost similar (Fig 3B). The RMSF value of the complex in presence of both ions was shown in Fig 4. The figure showed the comparison of each subunit of the complex in presence of Na+ and Ca2+. All the amino acids of the A8 subunit were less flexible in presence of Ca2+ than Na+ (Fig 4A). Furthermore, the main amino acid in A9 subunit were less flexible in presence of Ca2+ than Na+ (Fig 4B). These results verify that in presence of Ca2+, the subunits undergo a wide interaction.
Fig 4

(a,b)The RMSF of A8/A9 complex in presence of Na+ and Ca2+.

(a,b)The RMSF of A8/A9 complex in presence of Na+ and Ca2+. The SASA method could be applied to evaluate and compare various molecules and conformations and determining the surface which concealed because of oligomerization [40]. Moreover, it indicates the accessible surface of the protein solvent or a part of a protein which exposes to solvent [41]. The SASA profile of A9 protein was illustrated in Fig 5A. Based on the figure, the amino acids of A9 protein (80–90 residues) were exposed in presence of Ca2+. In other words, the accessible surface of protein interaction region in presence of Ca2+ was higher than sodium ion. This parameter in A8 protein in presence of both ions was almost similar (Fig 5B). The accessible surface of the complex in presence of Ca2+ was significantly lower than the time which the complex was in Na+ environment (Fig 5C). Altogether, the RMSD, Rg, RMSF and SASA results confirm an extensive structural changes of the complex in presence of Ca2+ toward Na+.
Fig 5

SASA value of (a) A9 protein (b) A8 and (c) A8/A9 complex in presence of Na+ and Ca2+.

SASA value of (a) A9 protein (b) A8 and (c) A8/A9 complex in presence of Na+ and Ca2+. The amino acids of A9 protein which were exposed in presence of calcium ion were shown in Fig 6.
Fig 6

The structural modifications of A9 protein in presence of Ca2+. The figure depicts the amino acids which involved in interaction of two subunits: His91, Trp88, Thr87.

The structural modifications of A9 protein in presence of Ca2+. The figure depicts the amino acids which involved in interaction of two subunits: His91, Trp88, Thr87.

RIN analysis

RIN, is a protein representation network which can provide the inter-residue and has a major role in proteins structural stability and functions. Hence, the RIN method could be used to evaluate the modifications in protein interaction network [42, 43]. In this study, the amino acids and their interactions were defined as nodes and edges. To provide the internal interaction network of the protein amino acids, the Ring program was used [23]. The resulted changes in internal interaction network of the complex in presence of Ca2+ and Na+ were shown using the program. In internal interaction network of the complex, the interactions of GLU4 and HIS91 were available in presence of Na+ while the broad interactions between the amino acids of the A9 and A8 were observable in presence of Ca2+ (S1 Fig). The analysis of the Calprotectin internal interaction network demonstrates an increased interaction between the A9 and A8 subunits in presence of Ca2+. It seems that the availability of the calcium leads to A9 structural modifications and the accessibility of the required amino acids for stable A9-A8 complex production.

Influence of ions on Calprotectin association

The US is a method which has the ability to calculate the free energy extensively and has long be applied to evaluate the ligand-receptor separation procedures and binding free energy determination [44, 45]. To recognize the interaction between two subunits in various ionic conditions, the PMF value was calculated. The PMF results of each ionic conditions were illustrated in Fig 7. As demonstrated, the binding energy of PMF indicates that the Calprotectin complex is more stable in presence of Ca2+ than Na+. Moreover, the binding energy of two subunits (A9 and A8) in presence of Ca2+ and Na+ was 23.4 and 13.4 kcal/mol respectively. The results verify that the binding energy of Calprotectin subunits in presence of Ca2+ is approximately 2 fold stronger than the time which the complex is in sodium solution. Hence, the binding energy of PMF is in consistent with MMPBSA results with similar report. Additionally, in presence of Ca2+, the Calprotectin subunits undergo structural changes which result in stronger reactions of the complex in compare with Na+. Furthermore, previous studies indicated that in presence of Ca2+, the hydrophobic amino acids of Calprotectin subunits became more accessible [9] which in current study, the structural modifications of Calprotectin subunits resulted in new amino acids accessibility. Thus, new interactions between the subunits were formed.
Fig 7

The binding free energy profile of A8 protein dissociated from A9 in calprotectin complex in presence of Na+ and Ca2+.

Binding energy of Calprotectin complex

In previous studies, the MM/PBSA method was considered to evaluate the ligand and receptor activity during the MD simulation [46, 47]. To evaluate the role of Ca2+ and Na+ in binding two subunits to each other, their binding energy was calculated using MM/PBSA method. The results demonstrated that in presence of Ca2+, the binding energy was significantly higher than the time which the complex was in presence of Na+. The binding energy of the Calprotectin subunits in presence of Ca2+ and Na+ were -287.292 kJ/mol and -194.388 kJ/mol respectively. In one study Korndörfer IP et al confirmed that in presence of Ca2+, the LEU9, ILE12, ILE13, PHE68, GLN69, and LEU72 amino acids of A8 and the THR87, TRP88, and HIS91 amino acids of A9 protein play an important role in binding the two subunits to each other [9]. These findings indicate the role of hydrophobic amino acids in binding two subunits to each other. Furthermore, in presence of Ca2+, the hydrophobic amino acids were more accessible and a network of hydrophobic interactions were created between the two subunits which led to a higher stability of the complex. Fig 8, illustrates that in presence of Na+, only the side chain of A8 protein (LEU9) locates in interaction region. However, in presence of Ca2+, the A9 moves toward A8, therefore the interaction region of heterodimer including THR87, TRP88, HIS91 (from A9 protein) and the GLN69 and LEU72 (from A8 protein) become closer to each other.
Fig 8

(a) The structural modifications of the calprotectin complex in presence of Na+ and (b) Ca2+.

(a) The structural modifications of the calprotectin complex in presence of Na+ and (b) Ca2+.

Influence of ionic conditions on Hydrogen bond interactions of the Calprotectin

The protein intermolecular H-bond formation plays a fundamental role in systems stability. The H-bond network is the exclusive solvent with the capability to monitor the dynamics, stability, structure and also the biomolecular functions [48]. The average number of H-bonds during the simulation when the heterodimer was present in presence of sodium and calcium ions were 3 and 11 respectively. The increase in the number of H-Bonds in presence of calcium indicates a stronger linkage and a higher stability of heterodimer in this manner (Fig 9).
Fig 9

The number of H-bonds between A8 and A9 subunits in presence of Na+ and Ca2+.

Calcium entrance in to the A9 structure

The distance of calcium ion from A9 subunit was shown in Fig 10. As depicted in the figure, after 30 ns, the calcium ion was located at 0.6 nm distance of loop I (Fig 10A) and this interval was stable during the simulation. Another calcium ion was located at the interval of 0.6 nm from loop II after 15 ns and the distance was constant during the simulation. The 3D image of the calcium ions position in loop I and II was illustrated in Fig 10B. The calcium entrance in loop II in a short time may be due to the presence of negative charged amino acids which are abundant in loop II. (2 Asp in loop II in comparison with 1 Asp in loop I) [49].
Fig 10

The distance of calcium ion from (a) loop I and (b) loop II of the A9 protein.

The distance of calcium ion from (a) loop I and (b) loop II of the A9 protein. Several studies proved that the calcium can induce conformational changes in protein subunits and facilitate the dimerization process [8, 49, 50]. The 3D structure of the subunits and the complex in presence of both ions was shown in Fig 11. In our study, it was demonstrated that the calcium ion can enter the structure (Fig 11A) which was confirmed by previous studies [4] but sodium possesses no binding site for the A9 protein (Fig 11B). The Fig 11C, illustrates the calcium availability in loop I and II of A8 subunit. Furthermore, the A8/A9 complex was shown in presence of Na+ and Ca2+ (Fig 11D and 11E). It should be noted that the calcium ion can induce the structural changes of the subunits which lead to a better biological activity of the complex. Moreover, less structural changes in NaCl in comparison to CaCl2 for A9 protein and the A8/A9 complex was observed.
Fig 11

The 3D structure of the (a) A9 in presence of Ca2+, (b) A9 in presence of Na+ (c) A8 in presence of Ca2+ (d) A8/A9 complex in presence of Na+ (e) A8/A9 complex in presence of Ca2+.

The 3D structure of the (a) A9 in presence of Ca2+, (b) A9 in presence of Na+ (c) A8 in presence of Ca2+ (d) A8/A9 complex in presence of Na+ (e) A8/A9 complex in presence of Ca2+.

Conclusion

The Calprotectin has a key role in various kinds of disease including cancers, autoimmune disorders and the involved processes such as inflammation. Hence, a better recognition of the protein and the mechanism of action is needed. In this study, we aimed to evaluate and characterize the protein structure in different ionic conditions. Thus, the MD simulation method was used to study the structural changes of the protein complex in presence of Na+ and Ca2+. The results represented a stronger binding and higher stability of the Calprotectin subunits in presence of Ca2+ which was the consequence of structural changes of the subunits. Moreover, such parameters including: RMSD, RMSF, SASA, RG and H-bonds confirmed the structural changes, while the PMF and MM-PBSA verified the stronger binding of the protein subunits. The results of this study confirm that presence of calcium leads to structural changes of the Calprotectin and eventually the accessibility of hydrophobic amino acids for stronger interactions and higher stability of the complex which declare the importance of ionic conditions in intracellular inflammation procedures. Hence, these findings could be useful in protein structure recognition which could be applied in drug design, diagnosis and targeted treatments of the disease in the future. (a) The residue interaction network (RIN) between the calprotectin complex in presence of Na+ and (b) Ca2+. As illustrated, an increased interaction between the A9 and A8 subunits in presence of Ca2+ is observable. Green (A9), red (A8). (TIF) Click here for additional data file.

Summary of the MD runs.

(DOCX) Click here for additional data file. 19 Aug 2019 PONE-D-19-21711 In silico assessment of human Calprotectin subunits (S100A8/A9) in presence of sodium and calcium ions using Molecular Dynamics simulation approach PLOS ONE Dear Dr. Farasat, Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. ============================== ACADEMIC EDITOR: Please try to improve your manuscript according to the very serious criticism of the reviewers. ============================== We would appreciate receiving your revised manuscript by Oct 03 2019 11:59PM. When you are ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file. If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. To enhance the reproducibility of your results, we recommend that if applicable you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see: http://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols Please include the following items when submitting your revised manuscript: A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). This letter should be uploaded as separate file and labeled 'Response to Reviewers'. A marked-up copy of your manuscript that highlights changes made to the original version. This file should be uploaded as separate file and labeled 'Revised Manuscript with Track Changes'. An unmarked version of your revised paper without tracked changes. This file should be uploaded as separate file and labeled 'Manuscript'. Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out. We look forward to receiving your revised manuscript. Kind regards, Eugene A. Permyakov, Ph.D., Dr.Sci. Academic Editor PLOS ONE Journal Requirements: 1. When submitting your revision, we need you to address these additional requirements. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at http://www.journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and http://www.journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf Comments to the Author 1. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Partly Reviewer #2: Partly ********** 2. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: I Don't Know Reviewer #2: No ********** 3. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: No ********** 4. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: No ********** 5. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: The protein object of research and the scientific task posed in the manuscript are interesting. It is also important that several methods were used to solve it. My main comments are related to the choice of PDB files used in the calculations. 1) Why was the PDB file 5I8N for protein A9 taken? The authors write that it is apo-protein. In the article that accompanies this structure there is not a word about the apo-form. It is possible that the absence of metal atoms in this structure of A9 is due to the fact that the conformation was determined using NMR method. In section 3.1, this protein was analyzed in the presence of calcium and sodium. How metal atoms were placed in the protein structure? It is necessary to write about this in the Methods section. 2) Why was the PDB file 5HLO for protein A8 taken? This structure contains atoms of calcium, zinc and chlorine. The work analyzed the structure with sodium. Why the structure with calcium was not analyzed, as was done for A9? What was done with the atoms of zinc and chlorine? 3) A PDB file 1XK4 was taken for structural analysis of the complex A8/A9. This is the right choice. Perhaps it was worth using only this single file for all the work, extracting monomers from the dimer when necessary. Minor comments: 1) Check phrases: “In the next step, (The system was neutralized by 150 mM NaCl and CaCl2) [4, 18]“ “The primary structure of the dimer was obtained by the A9 protein superimposition on the A9 subunit of the complex (ID: 1XK4)”. 2) “3.1. Analysis of structural and conformational properties of all systems” What is the difference between words “structural and conformational”? Which means “all systems”? 3) Check phrase: “(the average of RMSD value for A9 in presence of Ca 2+ and Na + were calculated at last 20 ns of simulations)”. 4) No references to Protein Data Bank or to publications mentioned in the PDB files of A8, A9 and their complex. Reviewer #2: The authors present a paper studying the effects of sodium and calcium ions on the structure of human Calprotein. They employed molecular dynamics simulations to investigate structural differences in presence of biological concentration of Ca2Cl and NaCl. The authors aim to address an interesting question and molecular dynamics is an appropriate method to study structural protein changes due to presence of different ions. However, I can not recommend this manuscript for publication in present state. First of all, I can not judge the quality and accuracy of the simulations because important details about system preparation, equilibration, and MD protocol were omitted (see point 1). Additionally, the manuscript lacks rigorous analysis and comparison to what is known experimentally (see points 2 and 3). Finally, this is a paper looking at Calprotein in presence of sodium and calcium ions, but there is no analysis of ion behavior (point 4). Please see the comments below on how to improve this paper. 1. System preparation and equilibration. The authors do mention equilibration in the Methods section but they do not provide any details on how it was done. When using molecular dynamics it is common practice to restrain the protein structure while equilibrating water and ions for a shot time. It is not clear if this was done for the simulations shown here, and skipping this equilibration step can result in large deviations from the crystal structure due to initially unfavorable water/ion positions. Additionally, structure 1XK4 used in the dimer simulation contains several crystal water molecules and calcium ions. Did the authors keep crystal water and ions for all structures? What did they do with the crystal calcium ions in sodium simulations? Finally, several details from MD protocol are omitted: time step, bond restraints, cutoffs and long range electrostatics. 2. A rigorous comparison of all studied structures with both two ions is needed. The authors did significant structural analysis for the A9 monomer (RMSF, SASA and so on), but not for the A8 monomer, or the A8/A9 dimer. This analysis needs to be performed on all three systems and with both ions (6 total systems). Based on the presented date, the authors can only claim that structural changes were observed in presence of calcium for the A9 monomer. The visual comparison of dimer structures with sodium vs calcium in Figure 8 is appreciated and it should be done for the monomer structures as well. Finally, all equilibrium simulations should be repeated at least ones to ensure that the observed structural changes are consistent. 3. Comparison to experiments. It is important to compare simulations to what is known experimentally. The authors should discuss if the used crystal structure were prepared in presence of sodium, calcium or a different ion. If a system was prepared in NaCl I would expect less structural changes in NaCl in comparison to Ca2Cl. Was this observed for the simulated systems? In addition, the calculated magnitude of dimer stabilization should be compared to what is observed experimentally. 4. Analysis of ion behavior. One major advantage of studying ion effects with MD is the ability to analyze ion behavior in detail. Unfortunately, this was not analyzed in this manuscript. The authors should compare ion behavior and interactions with the protein for calcium and sodium systems. Other notes: The English needs to be improved. In present form the paper contains too many grammatical errors and unclear sentences for reviewer corrections. The authors should add a figure showing the different domains of Calprotein and where the calcium ions are binding, as well as a table of all simulated systems. References should be correctly formatted. Right now several references lack journal name, and/or volume, or pages. ********** 6. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: No [NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files to be viewed.] While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org. Please note that Supporting Information files do not need this step. 3 Oct 2019 Response to the Reviewers: We truly appreciate the reviewer’s valuable and constructive comments. We have adopted all the suggestions in our revised manuscript. Reviewer: 1 The protein object of research and the scientific task posed in the manuscript are interesting. It is also important that several methods were used to solve it. My main comments are related to the choice of PDB files used in the calculations. 1) Why was the PDB file 5I8N for protein A9 taken? The authors write that it is apo-protein. In the article that accompanies this structure there is not a word about the apo-form. It is possible that the absence of metal atoms in this structure of A9 is due to the fact that the conformation was determined using NMR method. In section 3.1, this protein was analyzed in the presence of calcium and sodium. How metal atoms were placed in the protein structure? It is necessary to write about this in the Methods section. Reply: In RCSB Protein Data Bank (PDB) two files exist for S100A9 subunit: 1. PDB ID: 1IRJ, which is in complex with CHAPS molecule. The interaction of S100A9 with CHAPS molecule results in some structural changes in A9 protein which makes it an inappropriate candidate for evaluating the structural changes. 2. PDB ID: 5I8N, in this file the S100A9 protein is alone which makes it a suitable candidate for evaluating the structural changes of the protein which caused by calcium ions and also to improve the dimerization process. Of course the conformation was determined by NMR method, but to observe the effects of calcium ions on the protein structural changes, the system was neutralized by Na+ and Cl-. Then, the concentration of 150 mM NaCl and CaCl2 were added to each system. The results revealed that the sodium ions could not enter the loops but the calcium ions entered successfully and made the structural changes of the protein (Fig 12a, b). 2) Why was the PDB file 5HLO for protein A8 taken? This structure contains atoms of calcium, zinc and chlorine. The work analyzed the structure with sodium. Why the structure with calcium was not analyzed, as was done for A9? What was done with the atoms of zinc and chlorine? Reply: As S100A9, there were no PDB files without structural ions for S100A8. So, we had to select a PDB file which contained all the ions which were needed for inducing the structural changes and evaluate the S100A8/A9 heterodimerization. Moreover, this PDB file contains all the ions (zinc, chloride and etc.) so we found out the 5HLO a suitable PDB file for this evaluation. Because in this condition the presence of these ions lead to a better structural changes and heterodimerization. As mentioned in the manuscript, the simulation process was done with all the ions (zinc, chloride, etc.) in NaCl as the control and also in revision step, to verify that the structural changes were occurred by the ions, the simulation was repeated in CaCl2 as a model. The results showed that the S100A8 in both systems possesses similar structures which confirm the above findings. 3) A PDB file 1XK4 was taken for structural analysis of the complex A8/A9. This is the right choice. Perhaps it was worth using only this single file for all the work, extracting monomers from the dimer when necessary. Reply: We didn’t use 1XK4 for all the work, because as mentioned before, firstly we aimed to induce structural changes in A8 and A9 and secondly we evaluated their dimerization. Thus, the orientation of this complex (A8/A9, ID: 1XK4) was used to locate the above subunits (ID: 5I8N, ID: 5HLO) appropriately besides each other. Minor comments: 1) Check phrases: “In the next step, (The system was neutralized by 150 mM NaCl and CaCl2) [4, 18]“ “The primary structure of the dimer was obtained by the A9 protein superimposition on the A9 subunit of the complex (ID: 1XK4)”. Reply: Firstly the system was neutralized by Na+ and Cl- . Then, the concentration of 150 mM NaCl and CaCl2 were added to the systems. The orientation of this complex (A8/A9, ID: 1XK4) was used to locate the above subunits (ID: 5I8N, ID: 5HLO) besides each other. 2) “3.1. Analysis of structural and conformational properties of all systems” What is the difference between words “structural and conformational”? Which means “all systems”? Reply: In section 3.1, We made a mistake about structural and conformational words. Thus it was edited. The structural word is the correct one. In this part all systems mean: The A9 protein in presence of sodium and calcium ions The A8 protein in presence of sodium and calcium ions The A8/A9 complex protein in presence of sodium and calcium ions 3) Check phrase: “(the average of RMSD value for A9 in presence of Ca 2+ and Na + were calculated at last 20 ns of simulations)”. Reply: This phrase was omitted. 4) No references to Protein Data Bank or to publications mentioned in the PDB files of A8, A9 and their complex. Reply: The references were added to the revised manuscript. Reviewer 2: 1.System preparation and equilibration. The authors do mention equilibration in the Methods section but they do not provide any details on how it was done. When using molecular dynamics, it is common practice to restrain the protein structure while equilibrating water and ions for a short time. It is not clear if this was done for the simulations shown here, and skipping this equilibration step can result in large deviations from the crystal structure due to initially unfavorable water/ion positions. Additionally, structure 1XK4 used in the dimer simulation contains several crystal water molecules and calcium ions. Did the authors keep crystal water and ions for all structures? What did they do with the crystal calcium ions in sodium simulations? Finally, several details from MD protocol are omitted: time step, bond restraints, cutoffs and long range electrostatics. Reply: In current study, the MD simulation process was performed using GROMACS program version 5.1 and the CHARMM 36 force field was used for all simulations. The A9 (ID: 5I8N) and A8 (ID: 5HLO) proteins were obtained by RCSB Protein Data Bank (PDB). In this study, the above systems were solvated by transferable intermolecular potential with 3 points (TIP3P) water model in a cubic box with a distance of 10 Å from the furthest atom of the protein. After solvation, Na+ and Cl− ions were inserted to neutralize the system. Then, the concentration of 150 mM NaCl and CaCl2 were added to the systems and the energy minimization was carried out using the steepest descent method. Each system was equilibrated by 1 ns MD simulation in the canonical (NVT) ensemble and 1 ns MD simulation in the isothermal–isobaric (NPT) ensemble using position restraints on the heavy atoms of the protein to allow for the equilibration of the solvent. The Nose–Hoover thermostat constant was used for fixing the temperature of the system at 310 K. To maintain the pressure of the system at fixed 1 bar pressure, the Parrinello–Rahman pressure coupling method was used. The electrostatic interactions were calculated using the Particle Mesh Ewald (PME) method with 1.0 nm short-range electrostatic and van der Waals cutoffs. To evaluate the effects of calcium ion on dimerization process, the A9 with and without calcium was used. Thus, the orientation of the complex (A8/A9, ID: 1XK4) was applied to locate the above subunits (ID: 5I8N, ID: 5HLO) appropriately besides each other. Consequently, the process of 100 and 200 ns MD simulation was carried out for dimer (A8/A9) and monomers (each subunits) with time steps of 2 fs on equilibrated systems respectively. The “posre.itp” file was generated by pdb2gmx; it defines a force constant used to keep atoms in place during equilibration. So, it was done as a single step during the MD simulation process. It should be noted that we didn’t use 1XK4 for all the work, because as mentioned before, firstly we aimed to induce structural changes in A8 and A9 and secondly we evaluated their dimerization. Thus, the orientation of this complex (A8/A9, ID: 1XK4) was used to locate the above subunits (ID: 5I8N, ID: 5HLO) besides each other. The simulation of the systems in presence of sodium and calcium was performed with the structural ions. 2. A rigorous comparison of all studied structures with both two ions is needed. The authors did significant structural analysis for the A9 monomer (RMSF, SASA and so on), but not for the A8 monomer, or the A8/A9 dimer. This analysis needs to be performed on all three systems and with both ions (6 total systems). Based on the presented date, the authors can only claim that structural changes were observed in presence of calcium for the A9 monomer. The visual comparison of dimer structures with sodium vs calcium in Figure 8 is appreciated and it should be done for the monomer structures as well. Finally, all equilibrium simulations should be repeated at least ones to ensure that the observed structural changes are consistent. Reply: As depicted in Fig. 1a there was no difference between the RMSD value of A8 protein in presence of Na+ and Ca2+. It means that the RMSD value of the A8 protein in presence of Na+ and Ca2+ was nearly similar. The A8 protein in both systems was equilibrated after 10 ns. The Rg results of the aforementioned protein in presence of Na+ and Ca2+ was almost similar which revealed that the protein contraction in both conditions was similar (Fig. 2b). Moreover, the RMSF and SASA results of the A8 protein in both conditions were relatively similar (Fig. 3b and Fig. 5b). These findings show that the calcium ions induce the structural changes in the protein. In this study we aimed to use this protein for heterodimerization. The RMSD value of A8/A9 complex in presence of Na+ and Ca2+ was illustrated in Fig. 1c As shown in the figure, the complex was equilibrated in presence of Na+ after 10 ns and Ca2+ after 50 ns. The RMSD average of the complex in presence of Na+ and Ca2+ were 3 Å and 12 Å respectively. These findings confirm that the RMSD value of the complex in presence of Ca2+ was lower than the time which the complex was in sodium condition. This was due to the strong interaction between two subunits in presence of Ca2+ which led to the complex stabilization. The Fig. 2c demonstrates the Rg results in presence of Na+ and Ca2+. As illustrated, the complex was more condensed in presence of Ca2+ than Na+. The RMSF value of the complex in presence of Na+ and Ca2+ was shown in Fig. 4The figure showed the comparison of each subunit of the complex in presence of Na+ and Ca2+. All the amino acids of the A8 subunit were less flexible in presence of Ca2+ than Na+. Furthermore, the main parts of the amino acid regions in A9 subunit were less flexible in presence of Ca2+ than Na+. these results verify that in presence of Ca2+, the subunits possess a wide interaction. To evaluate the structural changes of the complex in presence of Na+ and Ca2+, the SASA was measured (Fig. 5c). As illustrated, the accessible surface of the complex in presence of Ca2+ was significantly lower than the time which the complex was in Na+ environment. Altogether, the RMSD, Rg, RMSF and SASA results confirm an extensive structural changes of the complex in presence of Ca2+ toward Na+. based on your valuable comment, the Fig. 12 Was added to the manuscript. The figure shows the 3D structure of the A8 and A9 subunits in presence of Na+ and Ca2+. Moreover, the simulation process was repeated for all six systems and the results changes were not remarkable in comparison with the first simulation. 3. Comparison to experiments. It is important to compare simulations to what is known experimentally. The authors should discuss if the used crystal structure were prepared in presence of sodium, calcium or a different ion. If a system was prepared in NaCl I would expect less structural changes in NaCl in comparison to CaCl2. Was this observed for the simulated systems? In addition, the calculated magnitude of dimer stabilization should be compared to what is observed experimentally. Reply: For this PDB ID: 1xk4, the crystal structure was prepared in presence of chloride, calcium and citrate anion For this PDB ID: 5HLO, the crystal structure was prepared in presence of zinc, acetate, chloride, calcium and cacodylate ions. For this PDB ID: 5I8N, the crystal structure was prepared in presence of NaCl and CaCl2 Regarding this fact; the sodium ion doesn’t have the binding site for calprotectin, so NaCl was used as a control for the system. Several studies proved that the calcium can induce conformational changes in protein subunits and facilitate the dimerization process [1-3]. In our study, it was demonstrated that sodium possesses no binding site for the A9 protein but the calcium ion can enter the structure. Furthermore, the calcium ion can induce the structural changes of the subunits which lead to a better biological activity of the complex. If a system was prepared in NaCl I would expect less structural changes in NaCl in comparison to CaCl2. Was this observed for the simulated systems? To answer this question, it should be noted that less structural changes in NaCl in comparison to CaCl2 for A9 protein and the A8/A9 complex was observed [1]. 4. Analysis of ion behavior. One major advantage of studying ion effects with MD is the ability to analyze ion behavior in detail. Unfortunately, this was not analyzed in this manuscript. The authors should compare ion behavior and interactions with the protein for calcium and sodium systems. Reply: The behavior of the calcium ion with A9 subunit was shown in Fig. 11. As depicted in the figure, after 30 ns, the calcium ion was located at 0.6 nm distance of loop I and this interval was stable during the simulation. Another calcium ion was located at the interval of 0.6 nm from loop II after 15 ns and the distance was constant during the simulation. The 3D image of the calcium ions position in loop I and II was illustrated in Fig. 12a, c The calcium entrance in loop II in a short time may be due to the presence of negative charged amino acids which are abundant in loop II. (2 Asp in loop II in comparison with 1 Asp in loop I). Other notes: The English needs to be improved. In present form the paper contains too many grammatical errors and unclear sentences for reviewer corrections. Reply: changes were done. The authors should add a figure showing the different domains of Calprotein and where the calcium ions are binding, as well as a table of all simulated systems. Reply: The aforementioned figure and the table of all simulated systems were added. References should be correctly formatted. Right now several references lack journal name, and/or volume, or pages. Reply: Reference changes were done References 1. Gheibi N, Asghari H, Chegini K, Sahmani M, Moghadasi M. The role of calcium in the conformational changes of the recombinant S100A8/S100A91. Molecular Biology. 2016;50(1):118-23. 2. Leukert N, Vogl T, Strupat K, Reichelt R, Sorg C, Roth J. Calcium-dependent tetramer formation of S100A8 and S100A9 is essential for biological activity. Journal of molecular biology. 2006;359(4):961-72. 3. Streicher WW, Lopez MM, Makhatadze GI. Modulation of quaternary structure of S100 proteins by calcium ions. Biophysical chemistry. 2010;151(3):181-6. Submitted filename: Response to reviewers.docx Click here for additional data file. 7 Oct 2019 In silico assessment of human Calprotectin subunits (S100A8/A9) in presence of sodium and calcium ions using Molecular Dynamics simulation approach PONE-D-19-21711R1 Dear Dr. Farasat, We are pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it complies with all outstanding technical requirements. Within one week, you will receive an e-mail containing information on the amendments required prior to publication. When all required modifications have been addressed, you will receive a formal acceptance letter and your manuscript will proceed to our production department and be scheduled for publication. Shortly after the formal acceptance letter is sent, an invoice for payment will follow. To ensure an efficient production and billing process, please log into Editorial Manager at https://www.editorialmanager.com/pone/, click the "Update My Information" link at the top of the page, and update your user information. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org. If your institution or institutions have a press office, please notify them about your upcoming paper to enable them to help maximize its impact. If they will be preparing press materials for this manuscript, you must inform our press team as soon as possible and no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org. With kind regards, Eugene A. Permyakov, Ph.D., Dr.Sci. Academic Editor PLOS ONE Additional Editor Comments (optional): Reviewers' comments: 9 Oct 2019 PONE-D-19-21711R1 In silico assessment of human Calprotectin subunits (S100A8/A9) in presence of sodium and calcium ions using Molecular Dynamics simulation approach Dear Dr. Farasat: I am pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department. If your institution or institutions have a press office, please notify them about your upcoming paper at this point, to enable them to help maximize its impact. If they will be preparing press materials for this manuscript, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org. For any other questions or concerns, please email plosone@plos.org. Thank you for submitting your work to PLOS ONE. With kind regards, PLOS ONE Editorial Office Staff on behalf of Prof. Eugene A. Permyakov Academic Editor PLOS ONE
  47 in total

1.  Assessing the capability of in silico mutation protocols for predicting the finite temperature conformation of amino acids.

Authors:  Rodrigo Ochoa; Miguel A Soler; Alessandro Laio; Pilar Cossio
Journal:  Phys Chem Chem Phys       Date:  2018-10-17       Impact factor: 3.676

2.  Modulation of quaternary structure of S100 proteins by calcium ions.

Authors:  Werner W Streicher; Maria M Lopez; George I Makhatadze
Journal:  Biophys Chem       Date:  2010-06-23       Impact factor: 2.352

Review 3.  Calcium-dependent and -independent interactions of the S100 protein family.

Authors:  Liliana Santamaria-Kisiel; Anne C Rintala-Dempsey; Gary S Shaw
Journal:  Biochem J       Date:  2006-06-01       Impact factor: 3.857

4.  Affinity enhancement of nanobody binding to EGFR: in silico site-directed mutagenesis and molecular dynamics simulation approaches.

Authors:  Alireza Farasat; Fatemeh Rahbarizadeh; Ghader Hosseinzadeh; Sharareh Sajjadi; Mehdi Kamali; Amir Homayoun Keihan
Journal:  J Biomol Struct Dyn       Date:  2016-10-03

5.  Molecular Dynamics and Umbrella Sampling Simulations Elucidate Differences in Troponin C Isoform and Mutant Hydrophobic Patch Exposure.

Authors:  Jacob D Bowman; Steffen Lindert
Journal:  J Phys Chem B       Date:  2018-08-02       Impact factor: 2.991

6.  Assessing the stability of Alzheimer's amyloid protofibrils using molecular dynamics.

Authors:  Justin A Lemkul; David R Bevan
Journal:  J Phys Chem B       Date:  2010-02-04       Impact factor: 2.991

7.  Calculating protein-ligand binding affinities with MMPBSA: Method and error analysis.

Authors:  Changhao Wang; Peter H Nguyen; Kevin Pham; Danielle Huynh; Thanh-Binh Nancy Le; Hongli Wang; Pengyu Ren; Ray Luo
Journal:  J Comput Chem       Date:  2016-08-11       Impact factor: 3.376

8.  Detecting transitions in protein dynamics using a recurrence quantification analysis based bootstrap method.

Authors:  Wael I Karain
Journal:  BMC Bioinformatics       Date:  2017-11-28       Impact factor: 3.169

Review 9.  The Role of Hydrogen Bonding in the Folding/Unfolding Process of Hydrated Lysozyme: A Review of Recent NMR and FTIR Results.

Authors:  Domenico Mallamace; Enza Fazio; Francesco Mallamace; Carmelo Corsaro
Journal:  Int J Mol Sci       Date:  2018-11-30       Impact factor: 5.923

10.  Melanocyte and melanoma cell activation by calprotectin.

Authors:  Stephanie H Shirley; Kristine von Maltzan; Paige O Robbins; Donna F Kusewitt
Journal:  J Skin Cancer       Date:  2014-08-12
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.