Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities

M Zitnik, F Nguyen, B Wang, J Leskovec… - Information …, 2019 - Elsevier
New technologies have enabled the investigation of biology and human health at an
unprecedented scale and in multiple dimensions. These dimensions include a myriad of …

Chromatin-state discovery and genome annotation with ChromHMM

J Ernst, M Kellis - Nature protocols, 2017 - nature.com
Noncoding DNA regions have central roles in human biology, evolution, and disease.
ChromHMM helps to annotate the noncoding genome using epigenomic information across …

[HTML][HTML] Methods for ChIP-seq analysis: A practical workflow and advanced applications

R Nakato, T Sakata - Methods, 2021 - Elsevier
Chromatin immunoprecipitation followed by sequencing (ChIP-seq) is a central method in
epigenomic research. Genome-wide analysis of histone modifications, such as enhancer …

[HTML][HTML] Disruption of chromatin folding domains by somatic genomic rearrangements in human cancer

KC Akdemir, VT Le, S Chandran, Y Li, RG Verhaak… - Nature …, 2020 - nature.com
Chromatin is folded into successive layers to organize linear DNA. Genes within the same
topologically associating domains (TADs) demonstrate similar expression and histone …

Machine learning: its challenges and opportunities in plant system biology

M Hesami, M Alizadeh, AMP Jones… - Applied Microbiology and …, 2022 - Springer
Sequencing technologies are evolving at a rapid pace, enabling the generation of massive
amounts of data in multiple dimensions (eg, genomics, epigenomics, transcriptomic …

[HTML][HTML] Revealing Hi-C subcompartments by imputing inter-chromosomal chromatin interactions

K Xiong, J Ma - Nature communications, 2019 - nature.com
Higher-order genome organization and its variation in different cellular conditions remain
poorly understood. Recent high-coverage genome-wide chromatin interaction mapping …

Computational methods for analysing multiscale 3D genome organization

Y Zhang, L Boninsegna, M Yang, T Misteli… - Nature Reviews …, 2024 - nature.com
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 …

[HTML][HTML] SPIN reveals genome-wide landscape of nuclear compartmentalization

Y Wang, Y Zhang, R Zhang, T van Schaik, L Zhang… - Genome biology, 2021 - Springer
We report SPIN, an integrative computational method to reveal genome-wide intranuclear
chromosome positioning and nuclear compartmentalization relative to multiple nuclear …

[HTML][HTML] Analysis methods for studying the 3D architecture of the genome

F Ay, WS Noble - Genome biology, 2015 - Springer
The rapidly increasing quantity of genome-wide chromosome conformation capture data
presents great opportunities and challenges in the computational modeling and …

Topologically associating domains and their long-range contacts are established during early G1 coincident with the establishment of the replication-timing program

V Dileep, F Ay, J Sima, DL Vera, WS Noble… - Genome …, 2015 - genome.cshlp.org
Mammalian genomes are partitioned into domains that replicate in a defined temporal order.
These domains can replicate at similar times in all cell types (constitutive) or at cell type …