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Detection of a Circulating MicroRNA Custom Panel in Patients with Metastatic Colorectal Cancer
Published on: March 14, 2019
Investigating MicroRNA and transcription factor co-regulatory networks in colorectal cancer
Hao Wang1,2, Jiamao Luo1,2, Chun Liu1,2
1Department of Pathology, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, China.
Background:
Colorectal cancer (CRC) is one of the most common malignancies worldwide with poor prognosis. Studies have showed that abnormal microRNA (miRNA) expression can affect CRC pathogenesis and development through targeting critical genes in cellular system. However, it is unclear about which miRNAs play central roles in CRC's pathogenesis and how they interact with transcription factors (TFs) to regulate the cancer-related genes.
Results:
To address this issue, we systematically explored the major regulation motifs, namely feed-forward loops (FFLs), that consist of miRNAs, TFs and CRC-related genes through the construction of a miRNA-TF regulatory network in CRC. First, we compiled CRC-related miRNAs, CRC-related genes, and human TFs from multiple data sources. Second, we identified 13,123 3-node FFLs including 25 miRNA-FFLs, 13,005 TF-FFLs and 93 composite-FFLs, and merged the 3-node FFLs to construct a CRC-related regulatory network. The network consists of three types of regulatory subnetworks (SNWs): miRNA-SNW, TF-SNW, and composite-SNW. To enhance the accuracy of the network, the results were filtered by using The Cancer Genome Atlas (TCGA) expression data in CRC, whereby we generated a core regulatory network consisting of 58 significant FFLs. We then applied a hub identification strategy to the significant FFLs and found 5 significant components, including two miRNAs (hsa-miR-25 and hsa-miR-31), two genes (ADAMTSL3 and AXIN1) and one TF (BRCA1). The follow up prognosis analysis indicated all of the 5 significant components having good prediction of overall survival of CRC patients.
Conclusions:
In summary, we generated a CRC-specific miRNA-TF regulatory network, which is helpful to understand the complex CRC regulatory mechanisms and guide clinical treatment. The discovered 5 regulators might have critical roles in CRC pathogenesis and warrant future investigation.
Insights
This study identifies key microRNAs (miRNAs) and transcription factors (TFs) involved in colorectal cancer (CRC) regulation. The findings reveal five significant regulators that predict patient survival, offering insights for CRC treatment.
Area of Science:
- Bioinformatics
- Molecular Biology
- Cancer Research
Background:
- Colorectal cancer (CRC) is a prevalent malignancy with a poor prognosis.
- Abnormal microRNA (miRNA) expression impacts CRC pathogenesis by targeting critical genes.
- The specific roles of miRNAs and their interactions with transcription factors (TFs) in CRC remain unclear.
Purpose of the Study:
- To systematically explore regulatory motifs, specifically feed-forward loops (FFLs), in colorectal cancer.
- To construct a comprehensive miRNA-TF regulatory network for CRC.
- To identify key regulatory components influencing CRC pathogenesis and patient survival.
Main Methods:
- Compiled data on CRC-related miRNAs, genes, and human TFs from multiple sources.
- Constructed a CRC-specific miRNA-TF regulatory network by identifying and merging 3-node FFLs.
- Filtered the network using The Cancer Genome Atlas (TCGA) expression data to generate a core regulatory network and identified significant components using a hub identification strategy.
Main Results:
- Identified 13,123 FFLs, constructing a CRC-related regulatory network with miRNA, TF, and composite subnetworks.
- Generated a core regulatory network of 58 significant FFLs after filtering with TCGA data.
- Discovered five significant regulatory components: two miRNAs (hsa-miR-25, hsa-miR-31), two genes (ADAMTSL3, AXIN1), and one TF (BRCA1), all predicting overall survival in CRC patients.
Conclusions:
- Developed a CRC-specific miRNA-TF regulatory network to elucidate complex regulatory mechanisms.
- Identified five key regulators (hsa-miR-25, hsa-miR-31, ADAMTSL3, AXIN1, BRCA1) with critical roles in CRC pathogenesis.
- The identified regulators show potential for guiding clinical treatment strategies and warrant further investigation.
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