Article

MCNET: Multi-Omics Integration for Gene Regulatory Network Inference from scRNA-seq

2023-06-05

Abstract excerpt

<h4>A bstract </h4> Deep learning has emerged as a powerful approach in various domains, including biological network analysis. This paper investigates the advancements in computational techniques for inferring gene regulatory networks (GRNs) and introduces MCNET, a state-of-the-art deep learning algorithm. MCNET integrates multi-omics data to infer GRNs and extract biologically significant representations from si...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: aa41938f-0460-5538-9c89-06f09d351034
DOI: 10.1101/2023.05.29.23290691

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

MCNET: Multi-Omics Integration for Gene Regulatory Network Inference from scRNA-seqDOI 10.1101/2023.05.29.23290691Read

MCNETSemantic proximity Read

AENetMoX: Fast and Precise scRNA-seq Gene Regulatory Network Inference Through Multi-Modal Feature Integration in Brain OrganoidsSemantic proximity Read

STARNet enables spatially resolved inference of gene regulatory networks from spatial multi-omics dataSemantic proximity Read

Graph attention network for link prediction of gene regulations from single-cell RNA-sequencing dataSemantic proximity Read

scGNN: a novel graph neural network framework for single-cell RNA-Seq analysesSemantic proximity Read

scGRIP: a graph-based explainable AI framework for single-cell multi-omics Gene Regulatory Inference with Prior KnowledgeSemantic proximity Read

MultiGRNFormer: A Transformer-Based Multi-Omics GRN Inference FrameworkSemantic proximity Read

scGRNom: a computational pipeline of integrative multi-omics analyses for predicting cell-type disease genes and regulatory networks.Semantic proximity Read

GRNFormer: Accurate Gene Regulatory Network Inference Using Graph TransformerSemantic proximity Read

scEMB: Learning context representation of genes based on large-scale single-cell transcriptomicsSemantic proximity Read

Reference Regulatory Element-Guided Gene Expression Analysis for Mechanistic Inference of Gene Regulatory NetworksSemantic proximity Read

scGRNom: a computational pipeline of integrative multi-omics analyses for predicting cell-type disease genes and regulatory networksSemantic proximity Read