Related Experiment Video
Updated: Feb 10, 2026

Exploring the Potential of Mesenchymal Stem Cell Sheet on The Development of Hepatocellular Carcinoma In Vivo
Published on: September 11, 2018
Multi-omics characterization of RNF157 expression patterns in hepatocellular carcinoma and development of an
Qingsong Yang1, Meng Zhang1, Chang-Song Ma1
1Department of Hepatopancreatobiliary Surgery, Affiliated Chuzhou Hospital of Anhui Medical University (The First People's Hospital of Chuzhou), Chuzhou, China.
Background:
Hepatocellular carcinoma (HCC) remains a highly lethal malignancy due to tumor heterogeneity and treatment resistance. This study characterized E3 ubiquitin ligase RNF157 expression patterns in HCC through integrated multi-omics and single-cell analysis, developed an RNF157-associated prognostic signature, and explored its relationship with tumor microenvironment (TME) populations.
Methods:
Clinical and RNA expression data were obtained from TCGA, GEO databases, and scRNA-seq datasets (GSE149614). Protein-protein interaction networks were constructed via STRING database. Based on single-cell analysis revealing RNF157's heterogeneous expression in cancer-associated fibroblasts (CAFs) and tumor-associated macrophages (TAMs), we performed validation experiments using lentiviral shRNAs targeting FAP in CAFs and CD11b in TAMs. All experiments included appropriate controls with three independent biological replicates.
Results:
Single-cell analysis identified significant heterogeneity in HCC samples, with RNF157 showing variable expression across cell types within the TME. The prognostic model demonstrated moderate predictive performance (AUC: 0.65-0.78 for 1-5 years survival). Flow cytometry confirmed successful experimental manipulation of TME populations, with reduced FAP + CAFs (45.54%→22.01%) and CD11b+ TAMs (35.03%→24.18%) following respective gene depletion.
Conclusion:
We characterized RNF157 expression patterns in HCC at single-cell resolution and established a prognostic signature with moderate predictive performance requiring independent validation before clinical application.
More Related Videos
Related Concept Videos
Chromatin Position Affects Gene Expression
Topologically Associated Domains (TADs)
The 3-dimensional positioning of chromatin in the nucleus influences the...
Fixed Action Patterns
Patterns of Fever
Multi-input and Multi-variable systems
In the absence of...
What is Gene Expression?
Gene expression is the process in which DNA directs the synthesis of functional products, that is, proteins. Cells can regulate gene expression at various stages. It allows organisms to generate different cell types and enables cells to adapt to internal and external factors.
Genetic Information Flows from DNA to RNA to Protein
A gene is a stretch of DNA that serves as the blueprint for functional RNAs and proteins. Since DNA is made up of nucleotides and proteins consist of amino...
Cell Specific Gene Expression

