Integrating single-cell sequencing and network pharmacology to reveal the mechanisms of matrine against ulcerative colitis

Ulcerative colitis (UC) is a chronic and relapsing inflammatory bowel disease (IBD). The quinolizidine alkaloid matrine exhibits potent anti-inflammatory, immunomodulatory, neuroprotective, and anti-cancer properties. Using a computational biology approach integrating single-cell and bulk RNA sequencing data, network pharmacology, and molecular docking, this study aimed to elucidate the mechanisms underpinning matrine’s therapeutic actions against UC. The differentially expressed genes (DEGs) in UC were identified by bulk RNA sequencing (RNA-seq, GSE224758) data. Potential targets of matrine in UC treatment were identified by integrating these DEGs with potential target candidates of matrine, and their protein-protein interaction (PPI) and GO and KEGG enrichment analyses were performed. Cellular heterogeneity in UC was analyzed using single-cell RNA-seq (scRNA-seq, GSE214695) data. Putative hub genes were identified, and their binding mechanism to matrine was investigated by molecular docking. Network pharmacology identified 39 potential targets, primarily associated with IL-6 regulation and inflammatory responses, and highlighted key pathways including the TNF, AGE-RAGE, and IL-17 signaling. Single-cell atlas further delineated the cellular landscape, revealing significant alterations in epithelial and plasma cell populations in UC. The convergence of these analyses pinpointed CD44 and TIMP1 as potential hub targets, a finding supported by molecular docking simulations that demonstrated strong binding affinity between matrine and both CD44 (-8.4 kcal/mol) and TIMP1 (-7.2 kcal/mol) proteins. This study provides a comprehensive multi-omics and computational framework that elucidates the multi-target mechanism of matrine in UC treatment.

Authors

Institutions

Publication Details

Journal
Letters in Drug Design & Discovery
Published
2025-12-01
DOI
https://doi.org/10.1016/j.lddd.2026.100271
Primary Topic
Bioactive natural compounds
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Integrating single-cell sequencing and network pharmacology to reveal the mechanisms of matrine against ulcerative colitis

Luying Lan, Qijian Huang, Wen Ye, Fudi Li et al.
Letters in Drug Design & Discovery
Bioactive natural compounds
article

Integrating single-cell sequencing and network pharmacology to reveal the mechanisms of matrine against ulcerative colitis

Luying Lan, Qijian Huang, Wen Ye, Fudi Li, Minghua Lin
article en

Abstract

Ulcerative colitis (UC) is a chronic and relapsing inflammatory bowel disease (IBD). The quinolizidine alkaloid matrine exhibits potent anti-inflammatory, immunomodulatory, neuroprotective, and anti-cancer properties. Using a computational biology approach integrating single-cell and bulk RNA sequencing data, network pharmacology, and molecular docking, this study aimed to elucidate the mechanisms underpinning matrine’s therapeutic actions against UC. The differentially expressed genes (DEGs) in UC were identified by bulk RNA sequencing (RNA-seq, GSE224758) data. Potential targets of matrine in UC treatment were identified by integrating these DEGs with potential target candidates of matrine, and their protein-protein interaction (PPI) and GO and KEGG enrichment analyses were performed. Cellular heterogeneity in UC was analyzed using single-cell RNA-seq (scRNA-seq, GSE214695) data. Putative hub genes were identified, and their binding mechanism to matrine was investigated by molecular docking. Network pharmacology identified 39 potential targets, primarily associated with IL-6 regulation and inflammatory responses, and highlighted key pathways including the TNF, AGE-RAGE, and IL-17 signaling. Single-cell atlas further delineated the cellular landscape, revealing significant alterations in epithelial and plasma cell populations in UC. The convergence of these analyses pinpointed CD44 and TIMP1 as potential hub targets, a finding supported by molecular docking simulations that demonstrated strong binding affinity between matrine and both CD44 (-8.4 kcal/mol) and TIMP1 (-7.2 kcal/mol) proteins. This study provides a comprehensive multi-omics and computational framework that elucidates the multi-target mechanism of matrine in UC treatment.

Letters in Drug Design & DiscoveryVol. 22(12)
Fujian Medical University (CN), Longyan University (CN), First Affiliated Hospital of Fujian Medical University (CN)
Zero hunger
Openalex Percentile: Top 32%
Bioactive natural compounds
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.