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Updated: Jan 20, 2026

Monitoring Conformational Dynamics of Single Unmodified Proteins using Plasmonic Nanotweezers
Published on: March 21, 2025
Nontargeted Parallel Cascade Selection Molecular Dynamics Using Time-Localized Prediction of Conformational
Ryuhei Harada1, Vladimir Sladek2,3, Yasuteru Shigeta1
1Center for Computational Sciences , University of Tsukuba , 1-1-1 Tennodai , Tsukuba , Ibaraki 305-8577 , Japan.
Abstract:
Nontargeted parallel cascade selection molecular dynamics (nt-PaCS-MD) is an enhanced conformational sampling method of proteins, which does not rely on knowledge of the target structure. It makes use of cyclic resampling from some relevant initial structures to expand the searched conformational subspace. The efficiency of nt-PaCS-MD depends on the selections of these initial structures. They are usually stochastically occurring perturbed structures at which larger conformation transitions are about to happen. Reliable identification of these is the key to using nt-PaCS-MD. Two new parameters, the moving root-mean-square deviation (mRMSD) and the inner products of the backbone dihedral angles Φ and Ψ, are introduced as indicators of conformational outliers in MD trajectories. Both are based on the analysis of a time-localized set of coordinates, overcoming the need for a target structure while still capturing the complexity of the conformational transition. The reference to which the mRMSD relates is the close surrounding of the i-th conformation, often the (i-1)st one. Hence the name "time-localized" analysis. In this work, we focus on its interplay with nt-PaCS-MD and show that it increases its effectiveness compared to older versions. The target system is the midsized protein T4 lysozyme (in explicit water) on which we demonstrate the open-closed transition without referring to any target configuration. Additionally, we show that the short MD trajectories can be used for the construction of a free energy landscape of the conformational transition based on the Markov state model.
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