Advances and Challenges in Milestoning Simulations for Drug–Target Kinetics

Molecular dynamics simulations have become indispensable for exploring complex biological processes, yet their limitations in capturing rare events hinder our understanding of drug-target kinetics. In this Perspective, we investigate the domain of milestoning simulations to understand this challenge. The milestoning approach divides the phase space of the drug-target complex into discrete cells, offering extended time scale insights. This Perspective traces the history, applications, and future potential of milestoning simulations in the context of drug-target kinetics. It explores the fundamental principles of milestoning, highlighting the importance of probabilistic transitions and transition time independence. Markovian milestoning with Voronoi tessellations is revisited to address the traditional milestoning challenges. While observing the advancements in this field, this Perspective also addresses impending challenges in estimating drug-target unbinding rate constants through milestoning simulations, paving the way for more effective drug design strategies.

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Publication Details

Journal
Journal of Chemical Theory and Computation
Published
2024-11-07
DOI
https://doi.org/10.1021/acs.jctc.4c01108
Citations
13
Primary Topic
Computational Drug Discovery Methods
Type
article
Field-Weighted Citation Impact
4.70

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article

Advances and Challenges in Milestoning Simulations for Drug–Target Kinetics

Lane Votapka, Anupam Anand Ojha, Rommie Elizabeth Amaro
13 citations
Journal of Chemical Theory and Computation
Computational Drug Discovery Methods
4.70
article

Advances and Challenges in Milestoning Simulations for Drug–Target Kinetics

Lane Votapka, Anupam Anand Ojha, Rommie Elizabeth Amaro
article en
13 citations

Abstract

Molecular dynamics simulations have become indispensable for exploring complex biological processes, yet their limitations in capturing rare events hinder our understanding of drug-target kinetics. In this Perspective, we investigate the domain of milestoning simulations to understand this challenge. The milestoning approach divides the phase space of the drug-target complex into discrete cells, offering extended time scale insights. This Perspective traces the history, applications, and future potential of milestoning simulations in the context of drug-target kinetics. It explores the fundamental principles of milestoning, highlighting the importance of probabilistic transitions and transition time independence. Markovian milestoning with Voronoi tessellations is revisited to address the traditional milestoning challenges. While observing the advancements in this field, this Perspective also addresses impending challenges in estimating drug-target unbinding rate constants through milestoning simulations, paving the way for more effective drug design strategies.

Journal of Chemical Theory and ComputationVol. 20(22)
University of California San Diego (US), Flatiron Health (United States) (US)
National Science Foundation, National Institute of General Medical Sciences
Openalex Percentile: Top 4%
Computational Drug Discovery Methods
4.70
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Advances and Challenges in Milestoning Simulations for Drug–Target Kinetics — Lane Votapka, Anupam Anand Ojha, et al. · Journal of Chemical Theory and Computation (2024) | TGRS Research Map | TGRS