Transformer architecture and attention mechanisms in genome data analysis: a comprehensive review

SR Choi, M Lee - Biology, 2023 - mdpi.com
Simple Summary The rapidly advancing field of deep learning, specifically transformer-
based architectures and attention mechanisms, has found substantial applicability in …

The histone chaperone FACT: a guardian of chromatin structure integrity

C Jeronimo, F Robert - Transcription, 2022 - Taylor & Francis
The identification of FACT as a histone chaperone enabling transcription through chromatin
in vitro has strongly shaped how its roles are envisioned. However, FACT has been …

DeepICSH: a complex deep learning framework for identifying cell-specific silencers and their strength from the human genome

T Zhang, L Li, H Sun, D Xu, G Wang - Briefings in Bioinformatics, 2023 - academic.oup.com
Silencers are noncoding DNA sequence fragments located on the genome that suppress
gene expression. The variation of silencers in specific cells is closely related to gene …

Stochastic modeling of the mRNA life process: A generalized master equation

C Shi, X Yang, J Zhang, T Zhou - Biophysical Journal, 2023 - cell.com
The mRNA life cycle is a complex biochemical process, involving transcription initiation,
elongation, termination, splicing, and degradation. Each of these molecular events is …

Predicting CRISPR/Cas9 repair outcomes by attention-based deep learning framework

X Liu, S Wang, D Ai - Cells, 2022 - mdpi.com
As a simple and programmable nuclease-based genome editing tool, the CRISPR/Cas9
system has been widely used in target-gene repair and gene-expression regulation. The …

[HTML][HTML] RNA Polymerase II activity control of gene expression and involvement in disease

JC Kuldell, CD Kaplan - Journal of Molecular Biology, 2024 - Elsevier
Gene expression is dependent on RNA Polymerase II (Pol II) activity in eukaryotes. In
addition to determining the rate of RNA synthesis for all protein coding genes, Pol II serves …

Predicting RNA polymerase II transcriptional elongation pausing and associated histone code

L Ren, W Ma, Y Wang - Briefings in Bioinformatics, 2024 - academic.oup.com
Abstract RNA Polymerase II (Pol II) transcriptional elongation pausing is an integral part of
the dynamic regulation of gene transcription in the genome of metazoans. It plays a pivotal …

Roles of Physicochemical and Structural Properties of RNA-Binding Proteins in Predicting the Activities of Trans-Acting Splicing Factors with Machine Learning

L Zhu, W Li - International Journal of Molecular Sciences, 2022 - mdpi.com
Trans-acting splicing factors play a pivotal role in modulating alternative splicing by
specifically binding to cis-elements in pre-mRNAs. There are approximately 1500 RNA …

Predictive model of transcriptional elongation control identifies trans regulatory factors from chromatin signatures

TS Akcan, S Vilov, M Heinig - Nucleic Acids Research, 2023 - academic.oup.com
Abstract Promoter-proximal Polymerase II (Pol II) pausing is a key rate-limiting step for gene
expression. DNA and RNA-binding trans-acting factors regulating the extent of pausing have …

[HTML][HTML] DNA-sequence and epigenomic determinants of local rates of transcription elongation

L Liu, Y Zhao, A Siepel - bioRxiv, 2023 - ncbi.nlm.nih.gov
Across all branches of life, transcription elongation is a crucial, regulated phase in gene
expression. Many recent studies in eukaryotes have focused on the regulation of promoter …