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1.
J Comput Chem ; 45(10): 633-637, 2024 Apr 15.
Artículo en Inglés | MEDLINE | ID: mdl-38071482

RESUMEN

The grid inhomogeneous solvation theory (GIST) method requires the often time-consuming calculation of water-water and water-solute energy on a grid. Previous efforts to speed up this calculation include using OpenMP, GPUs, and particle mesh Ewald. This article details how the speed of this calculation can be increased by parallelizing it with MPI, where trajectory frames are divided among multiple processors. This requires very little communication between individual processes during trajectory processing, meaning the calculation scales well to large processor counts. This article also details how the entropy calculation, which must happen after trajectory processing since it requires information from all trajectory frames, is parallelized via MPI. This parallelized GIST method has been implemented in the freely-available CPPTRAJ analysis software.

3.
J Comput Chem ; 43(13): 930-935, 2022 05 15.
Artículo en Inglés | MEDLINE | ID: mdl-35318701

RESUMEN

Setting up molecular dynamics simulations from experimentally determined structures is often complicated by a variety of factors, particularly the inclusion of carbohydrates, since these have several anomer types which can be linked in a variety of ways. Here we present a stand-alone tool implemented in the widely-used software CPPTRAJ that can be used to automate building structures and generating a "ready to run" parameter and coordinate file pair. This tool automatically identifies carbohydrate anomer type, configuration, linkage, and functional groups, and performs topology modifications (e.g., renaming residue/atom names) required to build the final system using state of the art GLYCAM force field parameters. It will also generate the necessary commands for bonding carbohydrates and creating any disulfide bonds.


Asunto(s)
Simulación de Dinámica Molecular , Programas Informáticos , Carbohidratos/química
4.
Proteins ; 88(3): 527-539, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-31589792

RESUMEN

The selectivity filter (SF) of bacterial voltage-gated sodium channels consists of four glutamate residues arranged in a C4 symmetry. The protonation state population of this tetrad is unclear. To address this question, we simulate the pore domain of bacterial voltage-gated sodium channel of Magnetococcus sp. (Nav Ms) through constant pH methodology in explicit solvent and free energy perturbation calculations. We find that at physiological pH the fully deprotonated as well as singly and doubly protonated states of the SF appear feasible, and that the calculated pKa decreases with each additional bound ion, suggesting that a decrease in the number of ions in the pore can lead to protonation of the SF. Previous molecular dynamics simulations have suggested that protonation can lead to a decrease in the conductance, but no pKa calculations were performed. We confirm a decreased ionic population of the pore with protonation, and also observe structural symmetry breaking triggered by protonation; the SF of the deprotonated channel is closest to the C4 symmetry observed in crystal structures of the open state, while the SF of protonated states display greater levels of asymmetry which could lead to transition to the inactivated state which possesses a C2 symmetry in the crystal structure. We speculate that the decrease in the number of ions near the mouth of the channel, due to either random fluctuations or ion depletion due to conduction, could be a self-regulatory mechanism resulting in a nonconducting state that functionally resembles inactivated states.


Asunto(s)
Alphaproteobacteria/química , Proteínas Bacterianas/química , Protones , Sodio/química , Canales de Sodio Activados por Voltaje/química , Alphaproteobacteria/metabolismo , Proteínas Bacterianas/metabolismo , Sitios de Unión , Cationes Monovalentes , Cristalografía por Rayos X , Concentración de Iones de Hidrógeno , Transporte Iónico , Cinética , Simulación de Dinámica Molecular , Unión Proteica , Conformación Proteica en Hélice alfa , Dominios y Motivos de Interacción de Proteínas , Sodio/metabolismo , Termodinámica , Canales de Sodio Activados por Voltaje/metabolismo
5.
J Chem Phys ; 153(5): 054123, 2020 Aug 07.
Artículo en Inglés | MEDLINE | ID: mdl-32770927

RESUMEN

Before beginning the production phase of molecular dynamics simulations, i.e., the phase that produces the data to be analyzed, it is often necessary to first perform a series of one or more preparatory minimizations and/or molecular dynamics simulations in order to ensure that subsequent production simulations are stable. This is particularly important for simulations with explicit solvent molecules. Despite the preparatory minimizations and simulations being ubiquitous and essential for stable production simulations, there are currently no general recommended procedures to perform them and very few criteria to decide whether the system is capable of producing a stable simulation trajectory. Here, we propose a simple and well-defined ten step simulation preparation protocol for explicitly solvated biomolecules, which can be applied to a wide variety of system types, as well as a simple test based on the system density for determining whether the simulation is stabilized.

6.
Proc Natl Acad Sci U S A ; 113(49): 14037-14042, 2016 12 06.
Artículo en Inglés | MEDLINE | ID: mdl-27872314

RESUMEN

The cyanobactin prenyltransferases catalyze a series of known or unprecedented reactions on millions of different substrates, with no easily observable recognition motif and exquisite regioselectivity. Here we define the basis of broad substrate tolerance for the otherwise uncharacterized TruF family. We determined the structures of the Tyr-prenylating enzyme PagF, in complex with an isoprenoid donor analog and a panel of linear and macrocyclic peptide substrates. Unexpectedly, the structures reveal a truncated barrel fold, wherein binding of large peptide substrates is necessary to complete a solvent-exposed hydrophobic pocket to form the catalytically competent active site. Kinetic, mutational, chemical, and computational analyses revealed the structural basis of selectivity, showing a small motif within peptide substrates that is sufficient for recognition by the enzyme. Attaching this 2-residue motif to two random peptides results in their isoprenylation by PagF, demonstrating utility as a general biocatalytic platform for modifications on any peptide substrate.


Asunto(s)
Dimetilaliltranstransferasa/metabolismo , Secuencias de Aminoácidos , Secuencia de Aminoácidos , Dominio Catalítico , Cristalografía por Rayos X , Dimetilaliltranstransferasa/genética , Péptidos/química , Prenilación , Unión Proteica , Relación Estructura-Actividad , Especificidad por Sustrato
7.
J Comput Chem ; 39(25): 2110-2117, 2018 09 30.
Artículo en Inglés | MEDLINE | ID: mdl-30368859

RESUMEN

Advances in biomolecular simulation methods and access to large scale computer resources have led to a massive increase in the amount of data generated. The key enablers have been optimization and parallelization of the simulation codes. However, much of the software used to analyze trajectory data from these simulations is still run in serial, or in some cases many threads via shared memory. Here, we describe the addition of multiple levels of parallel trajectory processing to the molecular dynamics simulation analysis software CPPTRAJ. In addition to the existing OpenMP shared-memory parallelism, CPPTRAJ now has two additional levels of message passing (MPI) parallelism involving both across-trajectory processing and across-ensemble processing. All three levels of parallelism can be simultaneously active, leading to significant speed ups in data analysis of large datasets on the NCSA Blue Waters supercomputer by better leveraging the many available nodes and its parallel file system. © 2018 Wiley Periodicals, Inc.

8.
RNA ; 21(9): 1578-90, 2015 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-26124199

RESUMEN

Recent modifications and improvements to standard nucleic acid force fields have attempted to fix problems and issues that have been observed as longer timescale simulations have become routine. Although previous work has shown the ability to fold the UUCG stem-loop structure, until now no group has attempted to quantify the performance of current force fields using highly converged structural populations of the tetraloop conformational ensemble. In this study, we report the use of multiple independent sets of multidimensional replica exchange molecular dynamics (M-REMD) simulations with different initial conditions to generate well-converged conformational ensembles for the tetranucleotides r(GACC) and r(CCCC), as well as the larger UUCG tetraloop motif. By generating what is to our knowledge the most complete RNA structure ensembles reported to date for these systems, we remove the coupling between force field errors and errors due to incomplete sampling, providing a comprehensive comparison between current top-performing MD force fields for RNA. Of the RNA force fields tested in this study, none demonstrate the ability to correctly identify the most thermodynamically stable structure for all three systems. We discuss the deficiencies present in each potential function and suggest areas where improvements can be made. The results imply that although "short" (nsec-µsec timescale) simulations may stay close to their respective experimental structures and may well reproduce experimental observables, inevitably the current force fields will populate alternative incorrect structures that are more stable than those observed via experiment.


Asunto(s)
Biología Computacional/métodos , ARN/química , Espectroscopía de Resonancia Magnética , Simulación de Dinámica Molecular , Conformación de Ácido Nucleico , Motivos de Nucleótidos , Termodinámica
9.
Biochim Biophys Acta ; 1850(5): 1041-1058, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-25219455

RESUMEN

BACKGROUND: The structure and dynamics of DNA are critically related to its function. Molecular dynamics simulations augment experiment by providing detailed information about the atomic motions. However, to date the simulations have not been long enough for convergence of the dynamics and structural properties of DNA. METHODS: Molecular dynamics simulations performed with AMBER using the ff99SB force field with the parmbsc0 modifications, including ensembles of independent simulations, were compared to long timescale molecular dynamics performed with the specialized Anton MD engine on the B-DNA structure d(GCACGAACGAACGAACGC). To assess convergence, the decay of the average RMSD values over longer and longer time intervals was evaluated in addition to assessing convergence of the dynamics via the Kullback-Leibler divergence of principal component projection histograms. RESULTS: These molecular dynamics simulations-including one of the longest simulations of DNA published to date at ~44µs-surprisingly suggest that the structure and dynamics of the DNA helix, neglecting the terminal base pairs, are essentially fully converged on the ~1-5µs timescale. CONCLUSIONS: We can now reproducibly converge the structure and dynamics of B-DNA helices, omitting the terminal base pairs, on the µs time scale with both the AMBER and CHARMM C36 nucleic acid force fields. Results from independent ensembles of simulations starting from different initial conditions, when aggregated, match the results from long timescale simulations on the specialized Anton MD engine. GENERAL SIGNIFICANCE: With access to large-scale GPU resources or the specialized MD engine "Anton" it is possible for a variety of molecular systems to reproducibly and reliably converge the conformational ensemble of sampled structures. This article is part of a Special Issue entitled: Recent developments of molecular dynamics.


Asunto(s)
ADN/química , Simulación de Dinámica Molecular , Algoritmos , ADN/biosíntesis , Reparación del ADN , Replicación del ADN , Movimiento (Física) , Conformación de Ácido Nucleico , Análisis de Componente Principal , Reproducibilidad de los Resultados , Relación Estructura-Actividad , Factores de Tiempo , Transcripción Genética
10.
J Chem Inf Model ; 56(7): 1282-91, 2016 07 25.
Artículo en Inglés | MEDLINE | ID: mdl-27286268

RESUMEN

Long time scale molecular dynamics (MD) simulations of biological systems are becoming increasingly commonplace due to the availability of both large-scale computational resources and significant advances in the underlying simulation methodologies. Therefore, it is useful to investigate and develop data mining and analysis techniques to quickly and efficiently extract the biologically relevant information from the incredible amount of generated data. Wavelet analysis (WA) is a technique that can quickly reveal significant motions during an MD simulation. Here, the application of WA on well-converged long time scale (tens of µs) simulations of a DNA helix is described. We show how WA combined with a simple clustering method can be used to identify both the physical and temporal locations of events with significant motion in MD trajectories. We also show that WA can not only distinguish and quantify the locations and time scales of significant motions, but by changing the maximum time scale of WA a more complete characterization of these motions can be obtained. This allows motions of different time scales to be identified or ignored as desired.


Asunto(s)
ADN/química , Simulación de Dinámica Molecular , Análisis de Ondículas , Secuencia de Bases , ADN/genética , Cinética , Conformación de Ácido Nucleico
11.
bioRxiv ; 2024 Mar 08.
Artículo en Inglés | MEDLINE | ID: mdl-38496504

RESUMEN

One of the key challenges of k-means clustering is the seed selection or the initial centroid estimation since the clustering result depends heavily on this choice. Alternatives such as k-means++ have mitigated this limitation by estimating the centroids using an empirical probability distribution. However, with high-dimensional and complex datasets such as those obtained from molecular simulation, k-means++ fails to partition the data in an optimal manner. Furthermore, stochastic elements in all flavors of k-means++ will lead to a lack of reproducibility. K-means N-Ary Natural Initiation (NANI) is presented as an alternative to tackle this challenge by using efficient n-ary comparisons to both identify high-density regions in the data and select a diverse set of initial conformations. Centroids generated from NANI are not only representative of the data and different from one another, helping k-means to partition the data accurately, but also deterministic, providing consistent cluster populations across replicates. From peptide and protein folding molecular simulations, NANI was able to create compact and well-separated clusters as well as accurately find the metastable states that agree with the literature. NANI can cluster diverse datasets and be used as a standalone tool or as part of our MDANCE clustering package.

12.
J Chem Theory Comput ; 2024 Jun 21.
Artículo en Inglés | MEDLINE | ID: mdl-38905589

RESUMEN

One of the key challenges of k-means clustering is the seed selection or the initial centroid estimation since the clustering result depends heavily on this choice. Alternatives such as k-means++ have mitigated this limitation by estimating the centroids using an empirical probability distribution. However, with high-dimensional and complex data sets such as those obtained from molecular simulation, k-means++ fails to partition the data in an optimal manner. Furthermore, stochastic elements in all flavors of k-means++ will lead to a lack of reproducibility. K-means N-Ary Natural Initiation (NANI) is presented as an alternative to tackle this challenge by using efficient n-ary comparisons to both identify high-density regions in the data and select a diverse set of initial conformations. Centroids generated from NANI are not only representative of the data and different from one another, helping k-means to partition the data accurately, but also deterministic, providing consistent cluster populations across replicates. From peptide and protein folding molecular simulations, NANI was able to create compact and well-separated clusters as well as accurately find the metastable states that agree with the literature. NANI can cluster diverse data sets and be used as a standalone tool or as part of our MDANCE clustering package.

13.
Child Abuse Negl ; 151: 106713, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38447239

RESUMEN

BACKGROUND: Child sexual abuse (CSA) and problematic sexual behavior (PSB) are worldwide phenomena that occur across all ages. Kindergarten teachers' proactive involvement can be crucial to the prevention, disclosure and intervention of CSA and PSB. However, research on their experiences of contending with CSA and PSB remains limited. OBJECTIVE: This study examines kindergarten teachers' experiences in Israel with the CSA and PSB of their students. PARTICIPANTS AND SETTING: Semi-structured interviews were conducted with 31 teachers: 11 secular Jewish, seven religious Jewish, nine Druze Arab, and four Muslim Arab. METHODS: A qualitative analysis was conducted using the interview transcripts as data. RESULTS: The analysis revealed three themes illustrating teachers' professional transformations regarding their knowledge of these phenomena: 1) initial shock, uncertainty and sense of responsibility when exposed to CSA and PSB due to missing knowledge, 2) implementation of prevention and intervention strategies regarding CSA and PSB, and 3) embracing a social role to disseminate CSA and PSB knowledge. The findings indicated that the majority of the teachers went from overwhelming shock and fear due to a lack of knowledge in coping with CSA and PSB to a sense of responsibility as a community leader. CONCLUSIONS: The fragmentation of the Israeli education system isolates kindergartens, and the lack of training and education for the teachers left them alone when contending with the CSA and PSB of their students. Nevertheless, the participants exhibited remarkable agency and resourcefulness, gaining the necessary knowledge and acting as knowledge agents within their communities.


Asunto(s)
Abuso Sexual Infantil , Maltrato a los Niños , Niño , Humanos , Abuso Sexual Infantil/prevención & control , Instituciones Académicas , Habilidades de Afrontamiento , Conducta Sexual
14.
BMJ Open ; 14(1): e075792, 2024 01 30.
Artículo en Inglés | MEDLINE | ID: mdl-38296285

RESUMEN

OBJECTIVE: To develop an international consensus statement to advise on designing, delivering and evaluating sport-based interventions (SBIs) aimed at promoting social, psychological and physical well-being in prison. DESIGN: Modified Delphi using two rounds of survey questionnaires and two consensus workshops. PARTICIPANTS: A multidisciplinary panel of more than 40 experts from 15 international jurisdictions was formed, including representation from the following groups and stakeholders: professionals working in the justice system; officials from sport federations and organisations; academics with research experience of prisons, secure forensic mental health settings and SBIs; and policy-makers in criminal justice and sport. RESULTS: A core research team and advisory board developed the initial rationale, statement and survey. This survey produced qualitative data which was analysed thematically. The findings were presented at an in-person workshop. Panellists discussed the findings, and, using a modified nominal group technique, reached a consensus on objectives to be included in a revised statement. The core research team and advisory board revised the statement and recirculated it with a second survey. Findings from the second survey were discussed at a second, virtual, workshop. The core research team and advisory board further revised the consensus statement and recirculated it asking panellists for further comments. This iterative process resulted in seven final statement items; all participants have confirmed that they agreed with the content, objectives and recommendations of the final statement. CONCLUSIONS: The statement can be used to assist those that design, deliver and evaluate SBIs by providing guidance on: (1) minimum levels of competence for those designing and delivering SBIs; (2) the design and delivery of inclusive programmes prioritising disadvantaged groups; and (3) evaluation measures which are carefully calibrated both to capture proposed programme outcomes and to advance an understanding of the systems, processes and experiences of sport engagement in prison.


Asunto(s)
Prisiones , Deportes , Humanos , Consenso , Encuestas y Cuestionarios , Técnica Delphi
15.
Biomacromolecules ; 14(10): 3668-81, 2013 Oct 14.
Artículo en Inglés | MEDLINE | ID: mdl-24050221

RESUMEN

Caddisflies are aquatic relatives of silk-spinning terrestrial moths and butterflies. Casemaker larvae spin adhesive silk fibers for underwater construction of protective composite cases. The central region of Hesperophylax sp. H-fibroin contains a repeating pattern of three conserved subrepeats, all of which contain one or more (SX)n motifs with extensively phosphorylated serines. Native silk fibers were highly extensible and displayed a distinct yield point, force plateau, and load cycle hysteresis. FTIR spectroscopy of native silk showed a conformational mix of random coil, ß-sheet, and turns. Exchanging multivalent ions with Na(+) EDTA disrupted fiber mechanics, shifted the secondary structure ratios from antiparallel ß-sheet toward random coil and turns, and caused the fibers to shorten, swell in diameter, and disrupted fiber birefringence. The EDTA effects were reversed by restoring Ca(2+). Molecular dynamic simulations provided theoretical support for a hypothetical structure in which the (pSX)n motifs may assemble into two- and three-stranded, Ca(2+)-stabilized ß-sheets.


Asunto(s)
Ciclos de Actividad , Calcio/química , Seda/química , Animales , Insectos , Modelos Moleculares , Simulación de Dinámica Molecular , Estructura Molecular , Resistencia a la Tracción , Agua/química
16.
J Comput Aided Mol Des ; 26(6): 749-73, 2012 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-22569593

RESUMEN

In conjunction with the recent American Chemical Society symposium titled "Docking and Scoring: A Review of Docking Programs" the performance of the DOCK6 program was evaluated through (1) pose reproduction and (2) database enrichment calculations on a common set of organizer-specified systems and datasets (ASTEX, DUD, WOMBAT). Representative baseline grid score results averaged over five docking runs yield a relatively high pose identification success rate of 72.5 % (symmetry corrected rmsd) and sampling rate of 91.9 % for the multi site ASTEX set (N = 147) using organizer-supplied structures. Numerous additional docking experiments showed that ligand starting conditions, symmetry, multiple binding sites, clustering, and receptor preparation protocols all affect success. Encouragingly, in some cases, use of more sophisticated scoring and sampling methods yielded results which were comparable (Amber score ligand movable protocol) or exceeded (LMOD score) analogous baseline grid-score results. The analysis highlights the potential benefit and challenges associated with including receptor flexibility and indicates that different scoring functions have system dependent strengths and weaknesses. Enrichment studies with the DUD database prepared using the SB2010 preparation protocol and native ligand pairings yielded individual area under the curve (AUC) values derived from receiver operating characteristic curve analysis ranging from 0.29 (bad enrichment) to 0.96 (good enrichment) with an average value of 0.60 (27/38 have AUC ≥ 0.5). Strong early enrichment was also observed in the critically important 1.0-2.0 % region. Somewhat surprisingly, an alternative receptor preparation protocol yielded comparable results. As expected, semi-random pairings yielded poorer enrichments, in particular, for unrelated receptors. Overall, the breadth and number of experiments performed provide a useful snapshot of current capabilities of DOCK6 as well as starting points to guide future development efforts to further improve sampling and scoring.


Asunto(s)
Bases de Datos de Proteínas , Conformación Proteica , Proteínas/química , Sitios de Unión , Ligandos , Modelos Moleculares , Unión Proteica , Programas Informáticos
17.
Front Sports Act Living ; 4: 1021915, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-36439624

RESUMEN

While there is a burgeoning body of literature on visual methods in ethnography, including drawing and illustration as method for collecting and exploring data, little has been written about how artistic illustrations can be used as a representational method for finished ethnographic texts. Based on an illustrated ethnography-a PhD thesis on sport pedagogy in youth detention-this paper explores what artistic illustrations can do for representations of ethnographic texts. An important starting point of the paper is that artistic illustrations are purpose-full-they can be used strategically to highlight some details over others, thus making it possible for researchers to selectively accomplish several aims when it comes to representation. Particularly, we focus on ethical, affective, and descriptive purposes for using artistic illustrations when publishing research on sport in total institutions. We present selected illustrations from the thesis together with analytical and procedural commentary to shed light on some strategic thinking behind the production of the illustrations. Finally, we conclude with some reflections on the methodology and discuss some further considerations for illustrating ethnographic texts in terms of benefits, risks, and possibilities.

18.
Protein Sci ; 31(12): e4511, 2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-36382864

RESUMEN

Molecular dynamics (MD) simulations are now able to routinely reach timescales of microseconds and beyond. This has led to a corresponding increase in the amount of MD trajectory data that needs to be stored, particularly when those trajectories contain explicit solvent molecules. As such, it is desirable to be able to compress trajectory data while still retaining as much of the original information as possible. In this work, we describe compressing MD trajectory data using the NetCDF4/HDF5 file format, making use of quantization of the original positions to achieve better compression ratios. We also analyze the affect this has on both the resulting positions and the energies calculated from post-processing these trajectories, and recommend an optimal level of quantization. Overall we find the NetCDF4/HDF5 format to be an excellent choice for storing MD trajectory data in terms of speed, compressibility, and versatility.


Asunto(s)
Compresión de Datos , Simulación de Dinámica Molecular , Compresión de Datos/métodos , Solventes
19.
Child Abuse Negl ; 129: 105656, 2022 07.
Artículo en Inglés | MEDLINE | ID: mdl-35561442

RESUMEN

BACKGROUND: Schools serve a central role in prevention, disclosure and intervention in cases of child sexual abuse (CSA). As school principals often face CSA cases in their daily work, they may hold the key to making social change on this front. However, research on principals' experiences of contending with CSA remains limited. OBJECTIVE: The current study is part of a larger qualitative research project examining various Israeli educators' coping with CSA among their students in diverse cultural contexts. In this study, we specifically focused on principals. The research questions were: (1) What are the unique ways in which school principals cope with cases of CSA during their course of daily work? (2) Do their cultural contexts and cultural affiliations shape their coping, and if so, how? METHODS: In-depth interviews were conducted with 25 principals from multiple cultural groups (secular, religious and ultra-Orthodox Jews, and Arab-Muslims), which were analyzed using a thematic approach. RESULTS: The findings indicated that principals demonstrate three types of coping strategies in response to encounters with CSA in the course of their work: they may act as "navigators" (exclusively responsible); "sharers" (rely on teamwork); or "balancers" (negotiating between cultural and legal demands). Furthermore, two contextual factors affected their construction of coping: ongoing professional experience in cases of CSA and personal experiences, including being a CSA survivor. CONCLUSIONS: This study highlights the importance of principals in identifying and leading interventions for CSA cases. It also raises the need for training to combine reflective, experience-based practice alongside evidence-informed practice.


Asunto(s)
Abuso Sexual Infantil , Maltrato a los Niños , Personal Docente , Adaptación Psicológica , Niño , Humanos , Instituciones Académicas , Estudiantes
20.
J Mol Graph Model ; 104: 107832, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33444979

RESUMEN

Visualizing data generated from molecular dynamics simulations can be difficult, particularly when there can be thousands to millions of trajectory frames. The creation of a 3D grid of atomic density (i.e. a volumetric map) is one way to easily view the long-time average behavior of a system. One way to generate volumetric maps is by approximating each atom with a Gaussian function centered on that atom and spread over neighboring grid cells. However the calculation of the Gaussian function requires evaluation of the exponential function, which is computationally costly. Here we report on speeding up the calculation of volumetric maps from molecular dynamics trajectory data by replacing the expensive exponential function evaluation with an approximation using interpolating cubic splines. We also discuss the errors involved in this approximation, and recommend settings for volumetric map creation based on this.


Asunto(s)
Simulación de Dinámica Molecular
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