Mechanisms Thermodynamics And Kinetics Of Ligand Binding Revealed From Molecular Simulations And Machine Learning

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Mechanisms, thermodynamics and kinetics of ligand binding revealed from molecular simulations and machine learning

Author : Yinglong Miao,Weiliang Zhu,Chia-en A. Chang,J. Andrew McCammon
Publisher : Frontiers Media SA
Page : 179 pages
File Size : 44,8 Mb
Release : 2023-02-24
Category : Science
ISBN : 9782832515129

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Mechanisms, thermodynamics and kinetics of ligand binding revealed from molecular simulations and machine learning by Yinglong Miao,Weiliang Zhu,Chia-en A. Chang,J. Andrew McCammon Pdf

Machine Learning in Biomolecular Simulations

Author : Gennady Verkhivker,Vojtech Spiwok,Francesco L. Gervasio
Publisher : Frontiers Media SA
Page : 129 pages
File Size : 49,5 Mb
Release : 2019-10-21
Category : Electronic
ISBN : 9782889631360

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Machine Learning in Biomolecular Simulations by Gennady Verkhivker,Vojtech Spiwok,Francesco L. Gervasio Pdf

Machine learning methods such as neural networks, non-linear dimensionality reduction techniques, random forests and others meet in this research topic with biomolecular simulations. The authors of eight articles applied these methods to analyze simulation results, accelerate simulations or to make molecular mechanics force fields more accurate.

Thermodynamics and Kinetics of Drug Binding

Author : György Keserü,David C. Swinney
Publisher : John Wiley & Sons
Page : 360 pages
File Size : 47,7 Mb
Release : 2015-08-17
Category : Medical
ISBN : 9783527335824

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Thermodynamics and Kinetics of Drug Binding by György Keserü,David C. Swinney Pdf

This practical reference for medicinal and pharmaceutical chemists combines the theoretical background with modern methods as well as applications from recent lead finding and optimization projects. Divided into two parts on the thermodynamics and kinetics of drug-receptor interaction, the text provides the conceptual and methodological basis for characterizing binding mechanisms for drugs and other bioactive molecules. It covers all currently used methods, from experimental approaches, such as ITC or SPR, right up to the latest computational methods. Case studies of real-life lead or drug development projects are also included so readers can apply the methods learned to their own projects. Finally, the benefits of a thorough binding mode analysis for any drug development project are summarized in an outlook chapter written by the editors.

Free Energy Calculations

Author : Christophe Chipot,Andrew Pohorille
Publisher : Springer Science & Business Media
Page : 528 pages
File Size : 49,5 Mb
Release : 2007-01-08
Category : Language Arts & Disciplines
ISBN : 9783540384472

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Free Energy Calculations by Christophe Chipot,Andrew Pohorille Pdf

Free energy constitutes the most important thermodynamic quantity to understand how chemical species recognize each other, associate or react. Examples of problems in which knowledge of the underlying free energy behaviour is required, include conformational equilibria and molecular association, partitioning between immiscible liquids, receptor-drug interaction, protein-protein and protein-DNA association, and protein stability. This volume sets out to present a coherent and comprehensive account of the concepts that underlie different approaches devised for the determination of free energies. The reader will gain the necessary insight into the theoretical and computational foundations of the subject and will be presented with relevant applications from molecular-level modelling and simulations of chemical and biological systems. Both formally accurate and approximate methods are covered using both classical and quantum mechanical descriptions. A central theme of the book is that the wide variety of free energy calculation techniques available today can be understood as different implementations of a few basic principles. The book is aimed at a broad readership of graduate students and researchers having a background in chemistry, physics, engineering and physical biology.

Protein-Ligand Interactions

Author : Mark A. Williams,Tina Daviter
Publisher : Humana
Page : 0 pages
File Size : 43,6 Mb
Release : 2016-11-17
Category : Science
ISBN : 1493958739

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Protein-Ligand Interactions by Mark A. Williams,Tina Daviter Pdf

Proteins are the cell’s workers, their messengers and overseers. In these roles, proteins specifically bind small molecules, nucleic acid and other protein partners. Cellular systems are closely regulated and biologically significant changes in populations of particular protein complexes correspond to very small variations of their thermodynamics or kinetics of reaction. Interfering with the interactions of proteins is the dominant strategy in the development of new pharmaceuticals. Protein Ligand Interactions: Methods and Applications, Second Edition provides a complete introduction to common and emerging procedures for characterizing the interactions of individual proteins. From the initial discovery of natural substrates or potential drug leads, to the detailed quantitative understanding of the mechanism of interaction, all stages of the research process are covered with a focus on those techniques that are, or are anticipated to become, widely accessible and performable with mainstream commercial instrumentation. Written in the highly successful Methods in Molecular Biology series format, chapters contain introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and notes on troubleshooting and avoiding known pitfalls. Authoritative and accessible, Protein Ligand Interactions: Methods and Applications, Second Edition serves as an ideal guide for researchers new to the field of biophysical characterization of protein interactions – whether they are beginning graduate students or experts in allied areas of molecular cell biology, microbiology, pharmacology, medicinal chemistry or structural biology.

An Introduction to Markov State Models and Their Application to Long Timescale Molecular Simulation

Author : Gregory R. Bowman,Vijay S. Pande,Frank Noé
Publisher : Springer Science & Business Media
Page : 139 pages
File Size : 53,9 Mb
Release : 2013-12-02
Category : Science
ISBN : 9789400776067

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An Introduction to Markov State Models and Their Application to Long Timescale Molecular Simulation by Gregory R. Bowman,Vijay S. Pande,Frank Noé Pdf

The aim of this book volume is to explain the importance of Markov state models to molecular simulation, how they work, and how they can be applied to a range of problems. The Markov state model (MSM) approach aims to address two key challenges of molecular simulation: 1) How to reach long timescales using short simulations of detailed molecular models. 2) How to systematically gain insight from the resulting sea of data. MSMs do this by providing a compact representation of the vast conformational space available to biomolecules by decomposing it into states sets of rapidly interconverting conformations and the rates of transitioning between states. This kinetic definition allows one to easily vary the temporal and spatial resolution of an MSM from high-resolution models capable of quantitative agreement with (or prediction of) experiment to low-resolution models that facilitate understanding. Additionally, MSMs facilitate the calculation of quantities that are difficult to obtain from more direct MD analyses, such as the ensemble of transition pathways. This book introduces the mathematical foundations of Markov models, how they can be used to analyze simulations and drive efficient simulations, and some of the insights these models have yielded in a variety of applications of molecular simulation.

Index Medicus

Author : Anonim
Publisher : Unknown
Page : 2270 pages
File Size : 40,6 Mb
Release : 2003
Category : Medicine
ISBN : MINN:31951P00880593U

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Index Medicus by Anonim Pdf

Vols. for 1963- include as pt. 2 of the Jan. issue: Medical subject headings.

Computational Methods for Estimating the Kinetic Parameters of Biological Systems

Author : Quentin Vanhaelen
Publisher : Humana
Page : 0 pages
File Size : 40,8 Mb
Release : 2022-12-24
Category : Science
ISBN : 1071617699

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Computational Methods for Estimating the Kinetic Parameters of Biological Systems by Quentin Vanhaelen Pdf

This detailed book provides an overview of various classes of computational techniques, including machine learning techniques, commonly used for evaluating kinetic parameters of biological systems. Focusing on three distinct situations, the volume covers the prediction of the kinetics of enzymatic reactions, the prediction of the kinetics of protein-protein or protein-ligand interactions (binding rates, dissociation rates, binding affinities), and the prediction of relatively large set of kinetic rates of reactions usually found in quantitative models of large biological networks. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of expert implementation advice that leads to successful results. Authoritative and practical, Computational Methods for Estimating the Kinetic Parameters of Biological Systems will be of great interest for researchers working through the challenge of identifying the best type of algorithm and who would like to use or develop a computational method for the estimation of kinetic parameters.

Molecular Dynamics and Machine Learning in Drug Discovery

Author : Sergio Decherchi,Andrea Cavalli,Pratyush Tiwary,Francesca Grisoni
Publisher : Frontiers Media SA
Page : 119 pages
File Size : 40,6 Mb
Release : 2021-06-08
Category : Science
ISBN : 9782889668632

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Molecular Dynamics and Machine Learning in Drug Discovery by Sergio Decherchi,Andrea Cavalli,Pratyush Tiwary,Francesca Grisoni Pdf

Dr. Sergio Decherchi and Dr. Andrea Cavalli are co-founders of BiKi Technologies s.r.l. - a company that commercializes a Molecular Dynamics-based software suite for drug discovery. All other Topic Editors declare no competing interests with regards to the Research Topic subject.

Computational Pharmaceutics

Author : Defang Ouyang,Sean C. Smith
Publisher : John Wiley & Sons
Page : 350 pages
File Size : 51,5 Mb
Release : 2015-07-20
Category : Science
ISBN : 9781118573990

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Computational Pharmaceutics by Defang Ouyang,Sean C. Smith Pdf

Molecular modeling techniques have been widely used in drug discovery fields for rational drug design and compound screening. Now these techniques are used to model or mimic the behavior of molecules, and help us study formulation at the molecular level. Computational pharmaceutics enables us to understand the mechanism of drug delivery, and to develop new drug delivery systems. The book discusses the modeling of different drug delivery systems, including cyclodextrins, solid dispersions, polymorphism prediction, dendrimer-based delivery systems, surfactant-based micelle, polymeric drug delivery systems, liposome, protein/peptide formulations, non-viral gene delivery systems, drug-protein binding, silica nanoparticles, carbon nanotube-based drug delivery systems, diamond nanoparticles and layered double hydroxides (LDHs) drug delivery systems. Although there are a number of existing books about rational drug design with molecular modeling techniques, these techniques still look mysterious and daunting for pharmaceutical scientists. This book fills the gap between pharmaceutics and molecular modeling, and presents a systematic and overall introduction to computational pharmaceutics. It covers all introductory, advanced and specialist levels. It provides a totally different perspective to pharmaceutical scientists, and will greatly facilitate the development of pharmaceutics. It also helps computational chemists to look for the important questions in the drug delivery field. This book is included in the Advances in Pharmaceutical Technology book series.

Protein-Ligand Interactions and Drug Design

Author : Flavio Ballante
Publisher : Unknown
Page : 327 pages
File Size : 54,5 Mb
Release : 2021
Category : Cheminformatics
ISBN : 1071612093

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Protein-Ligand Interactions and Drug Design by Flavio Ballante Pdf

This detailed book collects modern and established computer-based methods aimed at addressing the drug discovery challenge from disparate perspectives by exploiting information on ligand-protein recognition. Beginning with methods that allow for the exploration of specific areas of chemical space and the designing of virtual libraries, the volume continues with sections on methods based on docking, quantitative models, and molecular dynamics simulations, which are employed for ligand discovery or development, as well as methods exploiting an ensemble of protein structures for the identification of potential protein targets. Written for the highly successful Methods in Molecular Biology series, chapters include introductions to their respective topics, lists of the necessary materials, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Authoritative and cutting-edge, Protein-Ligand Interactions and Drug Design provides detailed practical procedures of solid computer-aided drug design methodologies employed to rationalize and optimize protein-ligand interactions, for experienced researchers and novices alike.

Coarse-Graining of Condensed Phase and Biomolecular Systems

Author : Gregory A. Voth
Publisher : CRC Press
Page : 456 pages
File Size : 43,7 Mb
Release : 2008-09-22
Category : Science
ISBN : 1420059564

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Coarse-Graining of Condensed Phase and Biomolecular Systems by Gregory A. Voth Pdf

Exploring recent developments in the field, Coarse-Graining of Condensed Phase and Biomolecular Systems examines systematic ways of constructing coarse-grained representations for complex systems. It explains how this approach can be used in the simulation and modeling of condensed phase and biomolecular systems. Each chapter focuses on specific examples of evolving coarse-graining methodologies and presents results for a variety of complex systems. The contributors carefully detail their own coarse-graining approach, exploring its motivation, strengths, weaknesses, and important application examples. They discuss two of the most successful coarse-graining schemes for soft matter: inverse and multiscale coarse-graining. The book also describes current coarse-grained model development for peptides and proteins at the amino acid level and larger length scales. Assembling the work of some of the most influential, world-renowned researchers in the field, this book provides a unified, in-depth overview of all the coarse-grained schemes developed for condensed phase and biomolecular systems. It shows the promise of coarse-graining as a revolutionary advancement in the scientific community.

Computational Drug Discovery and Design

Author : Mohini Gore,Umesh B. Jagtap
Publisher : Springer Nature
Page : 357 pages
File Size : 40,9 Mb
Release : 2023-10-09
Category : Medical
ISBN : 9781071634417

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Computational Drug Discovery and Design by Mohini Gore,Umesh B. Jagtap Pdf

This second edition provides new and updated methods and techniques for identification of drug target, binding sites prediction, high- throughput virtual screening, lead discovery and optimization, conformational sampling, prediction of pharmacokinetic properties using computer-based methodologies. Chapters also focus on the application of the latest artificial intelligence technologies for computer aided drug discovery. Written in the format of the highly successful Methods in Molecular Biology series, each chapter includes an introduction to the topic, lists necessary methods, includes tips on troubleshooting and known pitfalls, and step-by-step, readily reproducible protocols. Authoritative and cutting-edge, Computational Drug Discovery and Design, Second Edition aims to effectively utilize computational methodologies in discovery and design of novel drugs.

Innovations and Implementations of Computer Aided Drug Discovery Strategies in Rational Drug Design

Author : Sanjeev Kumar Singh
Publisher : Springer Nature
Page : 334 pages
File Size : 44,9 Mb
Release : 2021-02-02
Category : Science
ISBN : 9789811589362

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Innovations and Implementations of Computer Aided Drug Discovery Strategies in Rational Drug Design by Sanjeev Kumar Singh Pdf

This book presents various computer-aided drug discovery methods for the design and development of ligand and structure-based drug molecules. A wide variety of computational approaches are now being used in various stages of drug discovery and development, as well as in clinical studies. Yet, despite the rapid advances in computer software and hardware, combined with the exponential growth in the available biological information, there are many challenges that still need to be addressed, as this book shows. In turn, it shares valuable insights into receptor-ligand interactions in connection with various biological functions and human diseases. The book discusses a wide range of phylogenetic methods and highlights the applications of Molecular Dynamics Simulation in the drug discovery process. It also explores the application of quantum mechanics in order to provide better accuracy when calculating protein-ligand binding interactions and predicting binding affinities. In closing, the book provides illustrative descriptions of major challenges associated with computer-aided drug discovery for the development of therapeutic drugs. Given its scope, it offers a valuable asset for life sciences researchers, medicinal chemists and bioinformaticians looking for the latest information on computer-aided methodologies for drug development, together with their applications in drug discovery.

Computational Chemistry

Author : Errol G. Lewars
Publisher : Springer Science & Business Media
Page : 471 pages
File Size : 53,7 Mb
Release : 2007-05-08
Category : Science
ISBN : 9780306483912

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Computational Chemistry by Errol G. Lewars Pdf

Computational chemistry has become extremely important in the last decade, being widely used in academic and industrial research. Yet there have been few books designed to teach the subject to nonspecialists. Computational Chemistry: Introduction to the Theory and Applications of Molecular and Quantum Mechanics is an invaluable tool for teaching and researchers alike. The book provides an overview of the field, explains the basic underlying theory at a meaningful level that is not beyond beginners, and it gives numerous comparisons of different methods with one another and with experiment. The following concepts are illustrated and their possibilities and limitations are given: - potential energy surfaces; - simple and extended Hückel methods; - ab initio, AM1 and related semiempirical methods; - density functional theory (DFT). Topics are placed in a historical context, adding interest to them and removing much of their apparently arbitrary aspect. The large number of references, to all significant topics mentioned, should make this book useful not only to undergraduates but also to graduate students and academic and industrial researchers.