Applications of alignment-free methods in epigenomics

L Pinello, G Lo Bosco, GC Yuan - Briefings in Bioinformatics, 2014 - academic.oup.com
Epigenetic mechanisms play an important role in the regulation of cell type-specific gene
activities, yet how epigenetic patterns are established and maintained remains poorly …

DNA sequence classification based on MLP with PILAE algorithm

MAB Mahmoud, P Guo - Soft Computing, 2021 - Springer
In the bioinformatics field, the classification of unknown biological sequences is a key task
that is fundamental for simplifying the consistency, aggregation, and survey of organisms …

Histone-net: a multi-paradigm computational framework for histone occupancy and modification prediction

MN Asim, MA Ibrahim, MI Malik, I Razzak… - Complex & Intelligent …, 2023 - Springer
Deep exploration of histone occupancy and covalent post-translational modifications (eg,
acetylation, methylation) is essential to decode gene expression regulation, chromosome …

Classification of DNA Sequence Based on a Non-gradient Algorithm: Pseudoinverse Learners

MAB Mahmoud - DNA Barcoding: Methods and Protocols, 2023 - Springer
This chapter proposes a prototype-based classification approach for analyzing DNA
barcodes that uses a spectral representation of DNA sequences and a non-gradient neural …

[BOOK][B] Algorithms for training large-scale linear programming support vector regression and classification

PR Perea - 2011 - search.proquest.com
The main contribution of this dissertation is the development of a method to train a Support
Vector Regression (SVR) model for the large-scale case where the number of training …

Reveal the cognitive process of deep learning during identifying nucleosome occupancy and histone modification

J Li, J Zhang, L Zuo, D Chang - 2018 Chinese Automation …, 2018 - ieeexplore.ieee.org
Nucleosome occupancy and histone modifications are among the most significant factors
that influence gene expression. Although Chromatin Immunoprecipitation-chip (ChIP-chip) …

Modelling complex features from histone modification signatures using genetic algorithm for the prediction of enhancer region

F Liu, Y Wang, TA Burkhart… - Bio-medical …, 2014 - journals.sagepub.com
Using Genetic Algorithm, this paper presents a modelling method to generate novel logical-
based features from DNA sequences enriched with H3K4mel histone signatures. Current …

Distribution of RNA 5-mers in Epigenetic Modification Regions and Genes Interactions

D Salimi, M Salimi, A Moieni - Journal of Algorithms and Computation, 2022 - jac.ut.ac.ir
The demand for extracting sophisticated features, capable of effectively predicting gene
interaction networks, from DNA or RNA sequences has increased in computational biology …

Improved H3K27ac histone mark prediction using k-mer proximity feature

PK Fong, NK Lee - 2015 9th International Conference on IT in …, 2015 - ieeexplore.ieee.org
Prediction of gene regulatory elements-enhancers is computationally challenging because
features associated with them are ill-understood. Several histone marks are known to be …

Employing genetic algorithm to construct epigenetic tree-based features for enhancer region prediction

PK Fong, NK Lee, MT Abdullah - … 2014, Kuching, Malaysia, November 3-6 …, 2014 - Springer
This paper presents a GA-based method to generate novel logical-based features,
represented by parse trees, from DNA sequences enriched with H3K4me1 histone …