ShinyDegSEM: an interactive application for pathway perturbation analysis in gene expression studies <i>via</i> structural equation modeling

The application integrates multiple steps, including DEG detection using significance analysis of microarray, perturbed pathway analysis with signaling pathway impact analysis, and SEM-based model refinement and comparison between experimental and control groups. The interactive interface of ShinyDegSEM allows researchers to easily upload their gene expression data, select appropriate criteria for DEG detection and pathway analysis, and visualize the results in intuitive graphs and tables. The tool provides insights into deregulated genes and modified gene-gene relationships within perturbed pathways.

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Publication Details

Journal
PeerJ
Published
2025-10-10
DOI
https://doi.org/10.7717/peerj.20033
Primary Topic
Bioinformatics and Genomic Networks
Type
article
Field-Weighted Citation Impact
0.00
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article

ShinyDegSEM: an interactive application for pathway perturbation analysis in gene expression studies via structural equation modeling

Jinying Ouyang, Hao Guo, Yuanfang Liu, Linlin Sun et al.
PeerJ
Bioinformatics and Genomic Networks
article

ShinyDegSEM: an interactive application for pathway perturbation analysis in gene expression studies via structural equation modeling

Jinying Ouyang, Hao Guo, Yuanfang Liu, Linlin Sun, Zhehan Jiang, Jihong Zhang
article en

Abstract

The application integrates multiple steps, including DEG detection using significance analysis of microarray, perturbed pathway analysis with signaling pathway impact analysis, and SEM-based model refinement and comparison between experimental and control groups. The interactive interface of ShinyDegSEM allows researchers to easily upload their gene expression data, select appropriate criteria for DEG detection and pathway analysis, and visualize the results in intuitive graphs and tables. The tool provides insights into deregulated genes and modified gene-gene relationships within perturbed pathways.

PeerJVol. 13
Peking University (CN), Peking University Sixth Hospital (CN), University of Arkansas at Fayetteville (US)
Openalex Percentile: Top 75%
Bioinformatics and Genomic Networks
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ShinyDegSEM: an interactive application for pathway perturbation analysis in gene expression studies <i>via</i> structural equation modeling — Jinying Ouyang, Hao Guo, et al. · PeerJ (2025) | TGRS Research Map | TGRS