Autism genes converge on asynchronous development of shared neuron classes

B Paulsen, S Velasco, AJ Kedaigle, M Pigoni… - Nature, 2022 - nature.com
Genetic risk for autism spectrum disorder (ASD) is associated with hundreds of genes
spanning a wide range of biological functions,,,,–. The alterations in the human brain …

miRNet 2.0: network-based visual analytics for miRNA functional analysis and systems biology

L Chang, G Zhou, O Soufan, J Xia - Nucleic acids research, 2020 - academic.oup.com
Abstract miRNet is an easy-to-use, web-based platform designed to help elucidate
microRNA (miRNA) functions by integrating users' data with existing knowledge via network …

NetworkAnalyst 3.0: a visual analytics platform for comprehensive gene expression profiling and meta-analysis

G Zhou, O Soufan, J Ewald, REW Hancock… - Nucleic acids …, 2019 - academic.oup.com
The growing application of gene expression profiling demands powerful yet user-friendly
bioinformatics tools to support systems-level data understanding. NetworkAnalyst was first …

OmicsNet 2.0: a web-based platform for multi-omics integration and network visual analytics

G Zhou, Z Pang, Y Lu, J Ewald, J Xia - Nucleic acids research, 2022 - academic.oup.com
Researchers are increasingly seeking to interpret molecular data within a multi-omics
context to gain a more comprehensive picture of their study system. OmicsNet (www …

[HTML][HTML] Network-based approaches for modeling disease regulation and progression

G Galindez, S Sadegh, J Baumbach… - Computational and …, 2023 - Elsevier
Molecular interaction networks lay the foundation for studying how biological functions are
controlled by the complex interplay of genes and proteins. Investigating perturbed processes …

Network-based approaches for multi-omics integration

G Zhou, S Li, J Xia - Computational methods and data analysis for …, 2020 - Springer
Network-based approach is rapidly emerging as a promising strategy to integrate and
interpret different-omics datasets, including metabolomics. The first section of this chapter …

Multi-omic evaluation of metabolic alterations in multiple sclerosis identifies shifts in aromatic amino acid metabolism

KC Fitzgerald, MD Smith, S Kim, ES Sotirchos… - Cell Reports …, 2021 - cell.com
The circulating metabolome provides unique insights into multiple sclerosis (MS)
pathophysiology, but existing studies are relatively small or characterized limited …

Parallelized multidimensional analytic framework applied to mammary epithelial cells uncovers regulatory principles in EMT

I Paul, D Bolzan, A Youssef, KA Gagnon… - Nature …, 2023 - nature.com
A proper understanding of disease etiology will require longitudinal systems-scale
reconstruction of the multitiered architecture of eukaryotic signaling. Here we combine state …

Network approaches for modeling the effect of drugs and diseases

TJ Rintala, A Ghosh, V Fortino - Briefings in Bioinformatics, 2022 - academic.oup.com
The network approach is quickly becoming a fundamental building block of computational
methods aiming at elucidating the mechanism of action (MoA) and therapeutic effect of …

The use of machine learning to discover regulatory networks controlling biological systems

R Erbe, J Gore, K Gemmill, DA Gaykalova, EJ Fertig - Molecular cell, 2022 - cell.com
Biological systems are composed of a vast web of multiscale molecular interactors and
interactions. High-throughput technologies, both bulk and single cell, now allow for …