Survey of machine learning techniques in drug discovery

N Stephenson, E Shane, J Chase… - Current drug …, 2019 - ingentaconnect.com
Background: Drug discovery, which is the process of discovering new candidate
medications, is very important for pharmaceutical industries. At its current stage, discovering …

Pan-evolutionary and regulatory genome architecture delineated by an integrated macro-and microsynteny approach

H Yu, Y Li, W Han, L Bao, F Liu, Y Ma, Z Pu, Q Zeng… - Nature …, 2024 - nature.com
The forthcoming massive genome data generated by the Earth BioGenome Project will open
up a new era of comparative genomics, for which genome synteny analysis provides an …

Impact of DNA methylation on 3D genome structure

D Buitrago, M Labrador, JP Arcon, R Lema… - Nature …, 2021 - nature.com
Determining the effect of DNA methylation on chromatin structure and function in higher
organisms is challenging due to the extreme complexity of epigenetic regulation. We studied …

Promoter-enhancer interactions identified from Hi-C data using probabilistic models and hierarchical topological domains

G Ron, Y Globerson, D Moran, T Kaplan - Nature communications, 2017 - nature.com
Proximity-ligation methods such as Hi-C allow us to map physical DNA–DNA interactions
along the genome, and reveal its organization into topologically associating domains …

An overview of methods for reconstructing 3-D chromosome and genome structures from Hi-C data

O Oluwadare, M Highsmith, J Cheng - Biological procedures online, 2019 - Springer
Over the past decade, methods for predicting three-dimensional (3-D) chromosome and
genome structures have proliferated. This has been primarily due to the development of high …

Multiscale modeling of genome organization with maximum entropy optimization

X Lin, Y Qi, AP Latham, B Zhang - The Journal of chemical physics, 2021 - pubs.aip.org
ABSTRACT Three-dimensional (3D) organization of the human genome plays an essential
role in all DNA-templated processes, including gene transcription, gene regulation, and …

miniMDS: 3D structural inference from high-resolution Hi-C data

L Rieber, S Mahony - Bioinformatics, 2017 - academic.oup.com
Motivation Recent experiments have provided Hi-C data at resolution as high as 1 kbp.
However, 3D structural inference from high-resolution Hi-C datasets is often computationally …

Reconstruct high-resolution 3D genome structures for diverse cell-types using FLAMINGO

H Wang, J Yang, Y Zhang, J Qian, J Wang - Nature Communications, 2022 - nature.com
High-resolution reconstruction of spatial chromosome organizations from chromatin contact
maps is highly demanded, but is hindered by extensive pairwise constraints, substantial …

MiOS, an integrated imaging and computational strategy to model gene folding with nucleosome resolution

MV Neguembor, JP Arcon, D Buitrago… - Nature structural & …, 2022 - nature.com
The linear sequence of DNA provides invaluable information about genes and their
regulatory elements along chromosomes. However, to fully understand gene function and …

Integrating Hi-C and FISH data for modeling of the 3D organization of chromosomes

A Abbas, X He, J Niu, B Zhou, G Zhu, T Ma… - Nature …, 2019 - nature.com
The new advances in various experimental techniques that provide complementary
information about the spatial conformations of chromosomes have inspired researchers to …