Computational methods for analysing multiscale 3D genome organization
Recent progress in whole-genome mapping and imaging technologies has enabled the
characterization of the spatial organization and folding of the genome in the nucleus. In …
characterization of the spatial organization and folding of the genome in the nucleus. In …
Multi-omics pipeline and omics-integration approach to decipher plant's abiotic stress tolerance responses
The present day's ongoing global warming and climate change adversely affect plants
through imposing environmental (abiotic) stresses and disease pressure. The major abiotic …
through imposing environmental (abiotic) stresses and disease pressure. The major abiotic …
Current sequence-based models capture gene expression determinants in promoters but mostly ignore distal enhancers
A Karollus, T Mauermeier, J Gagneur - Genome biology, 2023 - Springer
Background The largest sequence-based models of transcription control to date are
obtained by predicting genome-wide gene regulatory assays across the human genome …
obtained by predicting genome-wide gene regulatory assays across the human genome …
Chromatin alternates between A and B compartments at kilobase scale for subgenic organization
HL Harris, H Gu, M Olshansky, A Wang… - Nature …, 2023 - nature.com
Nuclear compartments are prominent features of 3D chromatin organization, but sequencing
depth limitations have impeded investigation at ultra fine-scale. CTCF loops are generally …
depth limitations have impeded investigation at ultra fine-scale. CTCF loops are generally …
Personal transcriptome variation is poorly explained by current genomic deep learning models
Genomic deep learning models can predict genome-wide epigenetic features and gene
expression levels directly from DNA sequence. While current models perform well at …
expression levels directly from DNA sequence. While current models perform well at …
Structural variants drive context-dependent oncogene activation in cancer
Higher-order chromatin structure is important for the regulation of genes by distal regulatory
sequences,. Structural variants (SVs) that alter three-dimensional (3D) genome organization …
sequences,. Structural variants (SVs) that alter three-dimensional (3D) genome organization …
Interpreting cis-regulatory mechanisms from genomic deep neural networks using surrogate models
Deep neural networks (DNNs) have greatly advanced the ability to predict genome function
from sequence. However, elucidating underlying biological mechanisms from genomic …
from sequence. However, elucidating underlying biological mechanisms from genomic …
Cell-type-specific prediction of 3D chromatin organization enables high-throughput in silico genetic screening
J Tan, N Shenker-Tauris, J Rodriguez-Hernaez… - Nature …, 2023 - nature.com
Investigating how chromatin organization determines cell-type-specific gene expression
remains challenging. Experimental methods for measuring three-dimensional chromatin …
remains challenging. Experimental methods for measuring three-dimensional chromatin …
Applications of deep learning in understanding gene regulation
Gene regulation is a central topic in cell biology. Advances in omics technologies and the
accumulation of omics data have provided better opportunities for gene regulation studies …
accumulation of omics data have provided better opportunities for gene regulation studies …
Evaluating deep learning for predicting epigenomic profiles
Deep learning has been successful at predicting epigenomic profiles from DNA sequences.
Most approaches frame this task as a binary classification relying on peak callers to define …
Most approaches frame this task as a binary classification relying on peak callers to define …