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 …

Obtaining genetics insights from deep learning via explainable artificial intelligence

G Novakovsky, N Dexter, MW Libbrecht… - Nature Reviews …, 2023 - nature.com
Artificial intelligence (AI) models based on deep learning now represent the state of the art
for making functional predictions in genomics research. However, the underlying basis on …

Systematic differences in discovery of genetic effects on gene expression and complex traits

H Mostafavi, JP Spence, S Naqvi, JK Pritchard - Nature Genetics, 2023 - nature.com
Most signals in genome-wide association studies (GWAS) of complex traits implicate
noncoding genetic variants with putative gene regulatory effects. However, currently …

JASPAR 2024: 20th anniversary of the open-access database of transcription factor binding profiles

I Rauluseviciute, R Riudavets-Puig… - Nucleic Acids …, 2024 - academic.oup.com
Abstract JASPAR (https://jaspar. elixir. no/) is a widely-used open-access database
presenting manually curated high-quality and non-redundant DNA-binding profiles for …

Deciphering the multi-scale, quantitative cis-regulatory code

S Kim, J Wysocka - Molecular cell, 2023 - cell.com
Uncovering the cis-regulatory code that governs when and how much each gene is
transcribed in a given genome and cellular state remains a central goal of biology. Here, we …

SCENIC+: single-cell multiomic inference of enhancers and gene regulatory networks

C Bravo González-Blas, S De Winter, G Hulselmans… - Nature …, 2023 - nature.com
Joint profiling of chromatin accessibility and gene expression in individual cells provides an
opportunity to decipher enhancer-driven gene regulatory networks (GRNs). Here we present …

JASPAR 2022: the 9th release of the open-access database of transcription factor binding profiles

JA Castro-Mondragon, R Riudavets-Puig… - Nucleic acids …, 2022 - academic.oup.com
Abstract JASPAR (http://jaspar. genereg. net/) is an open-access database containing
manually curated, non-redundant transcription factor (TF) binding profiles for TFs across six …

High-dimensional single-cell analysis of human natural killer cell heterogeneity

L Rebuffet, JE Melsen, B Escalière… - Nature …, 2024 - nature.com
Natural killer (NK) cells are innate lymphoid cells (ILCs) contributing to immune responses to
microbes and tumors. Historically, their classification hinged on a limited array of surface …

A cellular hierarchy framework for understanding heterogeneity and predicting drug response in acute myeloid leukemia

AGX Zeng, S Bansal, L Jin, A Mitchell, WC Chen… - Nature medicine, 2022 - nature.com
The treatment landscape of acute myeloid leukemia (AML) is evolving, with promising
therapies entering clinical translation, yet patient responses remain heterogeneous, and …

Human distal lung maps and lineage hierarchies reveal a bipotent progenitor

P Kadur Lakshminarasimha Murthy, V Sontake, A Tata… - Nature, 2022 - nature.com
Mapping the spatial distribution and molecular identity of constituent cells is essential for
understanding tissue dynamics in health and disease. We lack a comprehensive map of …