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Native protein folds often have a high degree of symmetry. We study the relationship between the symmetries of native proteins, and their designabilities -- how many different sequences encode a given native structure. Using a…

统计力学 · 物理学 2009-10-31 Tairan Wang , Jonathan Miller , Ned S. Wingreen , Chao Tang , Ken A. Dill

Predicting protein secondary structures such as alpha helices, beta sheets, and coils from amino acid sequences is essential for understanding protein function. This work presents a transformer-based model that applies attention mechanisms…

人工智能 · 计算机科学 2025-12-10 Manzi Kevin Maxime

By enumerating all sequences of length 20, we study the designability of structures in a two-dimensional Hydrophobic-Polar (HP) lattice model in a wide range of inter-monomer interaction parameters. We find that although the histogram of…

软凝聚态物质 · 物理学 2009-10-31 V. Shahrezaei , M. R. Ejtehadi

Protein structures in nature often exhibit a high degree of regularity (secondary structures, tertiary symmetries, etc.) absent in random compact conformations. We demonstrate in a simple lattice model of protein folding that structural…

凝聚态物理 · 物理学 2009-10-28 Hao Li , Robert Helling , Chao Tang , Ned Wingreen

The intricate three-dimensional geometries of protein tertiary structures underlie protein function and emerge through a folding process from one-dimensional chains of amino acids. The exact spatial sequence and configuration of amino…

生物大分子 · 定量生物学 2021-02-24 Nora Molkenthin , Steffen Mühle , Antonia S J S Mey , Marc Timme

Two-state cooperativity is an important characteristic in protein folding. It is defined by a depletion of states lying energetically between folded and unfolded conformations. While there are different ways to test for two-state…

生物大分子 · 定量生物学 2015-05-28 Tristan Bereau , Markus Deserno , Michael Bachmann

We examined what determines the designability of 2-letter codes (H and P) lattice proteins from three points of view. First, whether the native structure is searched within all possible structures or within maximally compact structures.…

软凝聚态物质 · 物理学 2009-10-31 Rie Tatsumi , George Chikenji

An atomic protein model with a minimalistic potential is developed and then tested on an alpha-helix and a beta-hairpin, using exactly the same parameters for both peptides. We find that melting curves for these sequences to a good…

生物大分子 · 定量生物学 2009-11-10 Anders Irbäck , Björn Samuelsson , Fredrik Sjunnesson , Stefan Wallin

The functionality of proteins is related to their structure in the native state. Protein structures are made up of emergent building blocks of helices and almost planar sheets. A simple coarse-grained geometrical model of a flexible tube…

The thermodynamic behavior and structural properties of hydrophobic-polar (HP) lattice proteins interacting with attractive surfaces are studied by means of Wang-Landau sampling. Three benchmark HP sequences (48mer, 67mer, and 103mer) are…

软凝聚态物质 · 物理学 2013-01-16 Ying Wai Li , Thomas Wüst , David P. Landau

The protein folding problem has attracted an increasing attention from physicists. The problem has a flavor of statistical mechanics, but possesses the most common feature of most biological problems -- the profound effects of evolution. I…

统计力学 · 物理学 2009-10-31 Chao Tang

The proposal of this paper is to provide a simple angular random walk model to build up polypeptide structures, which encompass properties of dihedral angles of folded proteins. From this model, structures will be built with lengths ranging…

生物物理 · 物理学 2009-11-13 P. H. Figueiredo , M. A. Moret , E. Nogueira , S. Coutinho

A fascinating and open question challenging biochemistry, physics and even geometry is the presence of highly regular motifs such as alpha-helices in the folded state of biopolymers and proteins. Stimulating explanations ranging from…

统计力学 · 物理学 2009-10-31 Amos Maritan , Cristian Micheletti , Jayanth R. Banavar

Despite recent breakthroughs in understanding how protein sequence relates to structure and function, considerably less attention has been paid to the general features of protein surfaces beyond those regions involved in binding and…

生物大分子 · 定量生物学 2024-07-26 John M. McBride , Aleksei Koshevarnikov , Marta Siek , Bartosz A. Grzybowski , Tsvi Tlusty

Protein sequences are believed to have been selected to provide the stability of, and reliable renaturation to, an encoded unique spatial fold. In recently proposed theoretical schemes, this selection is modeled as ``minimal frustration,''…

凝聚态物理 · 物理学 2009-10-28 Vijay S. Pande , Alexander Yu. Grosberg , Toyoichi Tanaka

In this paper we experiment with using neural network structures to predict a protein's secondary structure ({\alpha} helix positions) from only its primary structure (amino acid sequence). We implement a fully connected neural network…

机器学习 · 计算机科学 2022-08-25 Sidharth Malhotra , Robin Walters

The structural properties of packed soft-core particles provide a platform to understand the cross-pollinated physical concepts in solid-state- and soft-matter physics. Confined on spherical surface, the traditional differential geometry…

软凝聚态物质 · 物理学 2025-01-06 Han Xie , Wenyu Liu , Zhenyue Lu , Jeff Z. Y. Chen , Yao Li

Amyloid fibrils are stable aggregates of misfolded proteins and polypeptides that are insoluble and resistant to protease activity. Abnormal formation of amyloid fibrils in vivo may lead to neurodegenerative disorders and other systemic…

生物大分子 · 定量生物学 2018-05-22 Boris Haimov , Simcha Srebnik

We present an analytical method for determining the designability of protein structures. We apply our method to the case of two-dimensional lattice structures, and give a systematic solution for the spectrum of any structure. Using this…

软凝聚态物质 · 物理学 2009-10-31 Edo L. Kussell , Eugene I. Shakhnovich

Here we present an approximate analytical theory for the relationship between a protein structure's contact matrix and the shape of its energy spectrum in amino acid sequence space. We demonstrate a dependence of the number of sequences of…

软凝聚态物质 · 物理学 2009-11-07 Jeremy L. England , Eugene I. Shakhnovich