Cryo-electron microscopy data are becoming more prevalent and accessible at higher resolution levels, leading to the development of new computational tools to determine the atomic structure of macromolecules. However, while existing tools adapted from X-ray crystallography are suitable for the highest-resolution maps, new tools are needed for lower-resolution levels and to account for map heterogeneity. In this article, we introduce CryoFold 2.0, an integrative physics-based approach that combines Bayesian inference and the ability to handle multiple data sources with the molecular dynamics flexible fitting (MDFF) approach to determine the structures of macromolecules by using cryo-EM data. CryoFold 2.0 is incorporated into the MELD (modeling employing limited data) plugin, resulting in a pipeline that is more computationally efficient and accurate than running MELD or MDFF alone. The approach requires fewer computational resources and shorter simulation times than the original CryoFold, and it minimizes manual intervention. We demonstrate the effectiveness of the approach on eight different systems, highlighting its various benefits.
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Methods
June 2024
Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland; Centre of New Technologies, University of Warsaw, Warsaw, Poland.
The challenge of modelling the spatial conformation of chromatin remains an open problem. While multiple data-driven approaches have been proposed, each has limitations. This work introduces two image-driven modelling methods based on the Molecular Dynamics Flexible Fitting (MDFF) approach: the force method and the correlational method.
View Article and Find Full Text PDFJ Phys Chem A
May 2023
Department of Chemistry and Quantum Theory Project, University of Florida, Gainesville, Florida 32611, United States.
Cryo-electron microscopy data are becoming more prevalent and accessible at higher resolution levels, leading to the development of new computational tools to determine the atomic structure of macromolecules. However, while existing tools adapted from X-ray crystallography are suitable for the highest-resolution maps, new tools are needed for lower-resolution levels and to account for map heterogeneity. In this article, we introduce CryoFold 2.
View Article and Find Full Text PDFJ Mol Graph Model
July 2020
PRABI-LG - Laboratoire de Biologie Tissulaire et d'ingénierie Thérapeutique (LBTI), UMR, UCBL, CNRS 5305, Université de Lyon, 7 Passage du Vercors, 69367, Lyon Cedex 07, France. Electronic address:
Hepatitis B, one of the world's most common liver infections, is caused by the Hepatitis B Virus (HBV). Via the infected cells, this virus generates non pathogen particles with similar surface structures as those found in the full virus. These particles are used in a recombinant form (HBsAg) to produce efficient vaccines.
View Article and Find Full Text PDFJ Chem Inf Model
May 2020
Department of Chemistry, Georgia State University, Atlanta, Georgia 30302, United States.
Advances in cryoelectron microscopy (cryo-EM) have revolutionized the structural investigation of large macromolecular assemblies. In this review, we first provide a broad overview of modeling methods used for flexible fitting of molecular models into cryo-EM density maps. We give special attention to approaches rooted in molecular simulations-atomistic molecular dynamics and Monte Carlo.
View Article and Find Full Text PDFIran J Pharm Res
January 2019
Toxicology Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran.
Scorpion venom is a rich source of toxins which have great potential to develop new therapeutic agents. Scorpion chloride channel toxins (ClTxs), such as Chlorotoxin selectively inhibit human Matrix Methaloproteinase-2 (hMMP-2). The inhibitors of hMMP-2 have potential use in cancer therapy.
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