A systematic review of hidden Markov models and their applications

B Mor, S Garhwal, A Kumar - Archives of computational methods in …, 2021 - Springer
The hidden Markov models are statistical models used in many real-world applications and
communities. The use of hidden Markov models has become predominant in the last …

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 …

Predicting mRNA abundance directly from genomic sequence using deep convolutional neural networks

V Agarwal, J Shendure - Cell reports, 2020 - cell.com
Algorithms that accurately predict gene structure from primary sequence alone were
transformative for annotating the human genome. Can we also predict the expression levels …

From nucleosomes to compartments: physicochemical interactions underlying chromatin organization

S Liu, A Athreya, Z Lao, B Zhang - Annual review of biophysics, 2024 - annualreviews.org
Chromatin organization plays a critical role in cellular function by regulating access to
genetic information. However, understanding chromatin folding is challenging due to its …

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 …

Integrating ChIP-seq with other functional genomics data

S Jiang, A Mortazavi - Briefings in functional genomics, 2018 - academic.oup.com
Transcription is regulated by transcription factor (TF) binding at promoters and distal
regulatory elements and histone modifications that control the accessibility of these …

Transcriptional enhancers and their communication with gene promoters

H Ray-Jones, M Spivakov - Cellular and Molecular Life Sciences, 2021 - Springer
Transcriptional enhancers play a key role in the initiation and maintenance of gene
expression programmes, particularly in metazoa. How these elements control their target …

Toward a comprehensive catalog of regulatory elements

K Fan, E Pfister, Z Weng - Human Genetics, 2023 - Springer
Regulatory elements are the genomic regions that interact with transcription factors to
control cell-type-specific gene expression in different cellular environments. A precise and …

Statistical structure of locomotion and its modulation by odors

L Tao, S Ozarkar, JM Beck, V Bhandawat - Elife, 2019 - elifesciences.org
Most behaviors such as making tea are not stereotypical but have an obvious structure.
However, analytical methods to objectively extract structure from non-stereotyped behaviors …

Segmentation and genome annotation algorithms for identifying chromatin state and other genomic patterns

MW Libbrecht, RCW Chan… - PLoS computational …, 2021 - journals.plos.org
Segmentation and genome annotation (SAGA) algorithms are widely used to understand
genome activity and gene regulation. These algorithms take as input epigenomic datasets …