Gene regulatory network inference in the era of single-cell multi-omics

P Badia-i-Mompel, L Wessels, S Müller-Dott… - Nature Reviews …, 2023 - nature.com
The interplay between chromatin, transcription factors and genes generates complex
regulatory circuits that can be represented as gene regulatory networks (GRNs). The study …

Chromatin accessibility profiling by ATAC-seq

FC Grandi, H Modi, L Kampman, MR Corces - Nature protocols, 2022 - nature.com
The assay for transposase-accessible chromatin using sequencing (ATAC-seq) provides a
simple and scalable way to detect the unique chromatin landscape associated with a cell …

cis-Regulatory Elements in Plant Development, Adaptation, and Evolution

AP Marand, AL Eveland, K Kaufmann… - Annual review of …, 2023 - annualreviews.org
cis-Regulatory elements encode the genomic blueprints that ensure the proper
spatiotemporal patterning of gene expression necessary for appropriate development and …

Artificial intelligence-based multi-omics analysis fuels cancer precision medicine

X He, X Liu, F Zuo, H Shi, J Jing - Seminars in Cancer Biology, 2023 - Elsevier
With biotechnological advancements, innovative omics technologies are constantly
emerging that have enabled researchers to access multi-layer information from the genome …

Wilds: A benchmark of in-the-wild distribution shifts

PW Koh, S Sagawa, H Marklund… - International …, 2021 - proceedings.mlr.press
Distribution shifts—where the training distribution differs from the test distribution—can
substantially degrade the accuracy of machine learning (ML) systems deployed in the wild …

A cis-regulatory atlas in maize at single-cell resolution

AP Marand, Z Chen, A Gallavotti, RJ Schmitz - Cell, 2021 - cell.com
Summary cis-regulatory elements (CREs) encode the genomic blueprints of spatiotemporal
gene expression programs enabling highly specialized cell functions. Using single-cell …

Systematic benchmarking of single-cell ATAC-sequencing protocols

FV De Rop, G Hulselmans, C Flerin, P Soler-Vila… - Nature …, 2024 - nature.com
Single-cell assay for transposase-accessible chromatin by sequencing (scATAC-seq) has
emerged as a powerful tool for dissecting regulatory landscapes and cellular heterogeneity …

Beyond assembly: the increasing flexibility of single-molecule sequencing technology

PW Hook, W Timp - Nature Reviews Genetics, 2023 - nature.com
The maturation of high-throughput short-read sequencing technology over the past two
decades has shaped the way genomes are studied. Recently, single-molecule, long-read …

Chromatin accessibility in the Drosophila embryo is determined by transcription factor pioneering and enhancer activation

KJ Brennan, M Weilert, S Krueger, A Pampari, H Liu… - Developmental cell, 2023 - cell.com
Chromatin accessibility is integral to the process by which transcription factors (TFs) read out
cis-regulatory DNA sequences, but it is difficult to differentiate between TFs that drive …

Harmonized cross-species cell atlases of trigeminal and dorsal root ganglia

SA Bhuiyan, M Xu, L Yang, E Semizoglou, P Bhatia… - Science …, 2024 - science.org
Sensory neurons in the dorsal root ganglion (DRG) and trigeminal ganglion (TG) are
specialized to detect and transduce diverse environmental stimuli to the central nervous …