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A Complete Pipeline for Isolating and Sequencing MicroRNAs, and Analyzing Them Using Open Source Tools
Published on: August 21, 2019
Identification of core miRNA based on small RNA-seq and RNA-seq for colorectal cancer by bioinformatics
Youwei Kou1, Lei Qiao, Qiang Wang
1Department of Gastrointestinal and Nutriology Surgery, Shengjing Hospital of China Medical University, Sanhao Street No. 36, Shenyang, 110004, People's Republic of China.
Abstract:
We aimed to identify the potential microRNA (miRNA) targets for colorectal cancer (CRC). Small RNA-seq and RNA-seq data of GSE46622 were downloaded from Gene Expression Omnibus (GEO) database, including samples of tumor tissue, metastasis tissue, and normal tissue from eight CRC patients. Data comparison of small RNA-seq and RNA-seq was performed through Bowtie and TopHat softwares, respectively. Then the expressed values of each sample were calculated by Cufflinks and Cuffdiff based on fragments per kilobase of exon per millionfragments mapped (FPKM) methods. The differentially expressed miRNAs and core miRNAs were identified by paired t-test. Besides, miRNA target genes were integrated through miRanda, MirTarget2, PicTar, PITI, TargetScan, and miRecords databases, followed by functional analysis of specific miRNA. The average comparison rate of sequence reads in miRNA, noncoding RNA, and other areas of the genome is 49.75, 2.90, and 47.35 %, respectively. A total of 49 miRNAs was differentially expressed. Compared with normal controls, 3 miRNAs were upregulated and 13 miRNAs were downregulated in tumor samples as well as 48 miRNAs were upregulated and 20 miRNAs were downregulated in the metastasis samples. Among them, 18 metastasis-specific expressed miRNAs, 2 tumor-specific expressed miRNAs, and 11 normal expressed miRNA were found. miRNA-1, miRNA-338-5p, miRNA-326, and miR-490-5p were selected as important miRNAs. Besides, miRNA-338-5p target gene RAB6B, FAP, and CTGF were identified as oncogenes. The miRNAs, such as miRNA-1, miRNA-338-5p, and miRNA-326 may be used as potential targets for CRC diagnosis and treatment.
Insights
This study identified key microRNAs (miRNAs) and their target genes in colorectal cancer (CRC). These findings suggest specific miRNAs could serve as potential biomarkers for CRC diagnosis and treatment.
Area of Science:
- Genomics
- Molecular Biology
- Oncology
Background:
- Colorectal cancer (CRC) poses a significant global health challenge.
- MicroRNAs (miRNAs) are increasingly recognized for their roles in cancer development and progression.
- Identifying specific miRNA targets is crucial for developing novel diagnostic and therapeutic strategies for CRC.
Purpose of the Study:
- To identify potential microRNA (miRNA) targets associated with colorectal cancer (CRC).
- To analyze differentially expressed miRNAs in tumor and metastasis tissues compared to normal tissues.
- To investigate the functional roles of identified miRNAs and their target genes in CRC.
Main Methods:
- Downloaded and analyzed Small RNA-seq and RNA-seq data from the Gene Expression Omnibus (GEO) database (GSE46622).
- Utilized bioinformatics tools (Bowtie, TopHat, Cufflinks, Cuffdiff) for data processing and differential expression analysis of miRNAs.
- Integrated multiple miRNA target prediction databases (miRanda, MirTarget2, PicTar, PITI, TargetScan, miRecords) for gene identification.
Main Results:
- Identified 49 differentially expressed miRNAs between CRC and normal samples.
- Observed distinct miRNA expression patterns in tumor and metastasis tissues, with several metastasis-specific and tumor-specific miRNAs identified.
- Selected miR-1, miR-338-5p, miR-326, and miR-490-5p as important miRNAs, with miR-338-5p targeting oncogenes RAB6B, FAP, and CTGF.
Conclusions:
- Specific miRNAs, including miR-1, miR-338-5p, and miR-326, show potential as diagnostic and therapeutic targets for colorectal cancer.
- The identified miRNA-target gene interactions provide insights into the molecular mechanisms underlying CRC progression.
- Further research into these miRNAs could lead to the development of novel biomarkers and treatment strategies for CRC.
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