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Minimum message length inference of secondary structure from protein coordinate data
Motivation: Secondary structure underpins the folding pattern and architecture of most
proteins. Accurate assignment of the secondary structure elements is therefore an important …
proteins. Accurate assignment of the secondary structure elements is therefore an important …
Mathematical and Machine Learning Approaches for Classification of Protein Secondary Structure Elements from Cα Coordinates
Determining Secondary Structure Elements (SSEs) for any protein is crucial as an
intermediate step for experimental tertiary structure determination. SSEs are identified using …
intermediate step for experimental tertiary structure determination. SSEs are identified using …
Assigning secondary structure in proteins using AI
JV Antony, P Madhu, JP Balakrishnan… - Journal of Molecular …, 2021 - Springer
Abstract Knowledge about protein structure assignment enriches the structural and
functional understanding of proteins. Accurate and reliable structure assignment data is …
functional understanding of proteins. Accurate and reliable structure assignment data is …
SCOT: Rethinking the classification of secondary structure elements
T Brinkjost, C Ehrt, O Koch, P Mutzel - Bioinformatics, 2020 - academic.oup.com
Motivation Secondary structure classification is one of the most important issues in structure-
based analyses due to its impact on secondary structure prediction, structural alignment and …
based analyses due to its impact on secondary structure prediction, structural alignment and …
Machine learning approach to assign protein secondary structure elements from cα trace
Secondary structure elements in protein molecules refer to local sub-conformational regions
stabilized by hydrogen bonding. Secondary structure elements can be divided into helical …
stabilized by hydrogen bonding. Secondary structure elements can be divided into helical …
Subspace modeling for classification of protein secondary structure elements from Cα trace
A Sekmen, K Al Nasr, C Jones - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
This paper presents a novel subspace segmentation algorithm that models protein Cα traces
of secondary structure elements (SSEs) as a union of subspaces. For each Cα, a set of …
of secondary structure elements (SSEs) as a union of subspaces. For each Cα, a set of …
On representing protein folding patterns using non-linear parametric curves
Proteins fold into complex three-dimensional shapes. Simplified representations of their
shapes are central to rationalise, compare, classify, and interpret protein structures …
shapes are central to rationalise, compare, classify, and interpret protein structures …
Structure description and identification using the tableau representation of protein folding patterns
AS Konagurthu, AM Lesk - Protein Supersecondary Structures, 2013 - Springer
We have developed a concise tableau representation of protein folding patterns, based on
the order and contact patterns of elements of secondary structure: helices and strands of …
the order and contact patterns of elements of secondary structure: helices and strands of …
Deep Learning for Assignment of Protein Secondary Structure Elements from Cɑ Coordinates
This paper presents a Deep Neural network (DNN) system that uses a large set of geometric
and categorical features for classification of secondary structure elements (SSEs) in the …
and categorical features for classification of secondary structure elements (SSEs) in the …
Assignment of Protein Secondary Structure Elements from Cα Backbone Trace: An Ensemble of Machine Learning Approaches
K Al Nasr, A Sekmen - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Secondary structure elements in protein molecules refer to local sub-conformational regions
stabilized by hydrogen bonding. Assigning Secondary Structure Elements is crucial in …
stabilized by hydrogen bonding. Assigning Secondary Structure Elements is crucial in …