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Detection of a Circulating MicroRNA Custom Panel in Patients with Metastatic Colorectal Cancer
Published on: March 14, 2019
An Assessment of Database-Validated microRNA Target Genes in Normal Colonic Mucosa: Implications for Pathway Analysis
Martha L Slattery1, Jennifer S Herrick1, John R Stevens2
1Department of Internal Medicine, The University of Utah, Salt Lake City, UT, USA.
Background:
Determination of functional pathways regulated by microRNAs (miRNAs), while an essential step in developing therapeutics, is challenging. Some miRNAs have been studied extensively; others have limited information. In this study, we focus on 254 miRNAs previously identified as being associated with colorectal cancer and their database-identified validated target genes.
Methods:
We use RNA-Seq data to evaluate messenger RNA (mRNA) expression for 157 subjects who also had miRNA expression data. In the replication phase of the study, we replicated associations between 254 miRNAs associated with colorectal cancer and mRNA expression of database-identified target genes in normal colonic mucosa. In the discovery phase of the study, we evaluated expression of 18 miR-NAs (those with 20 or fewer database-identified target genes along with miR-21-5p, miR-215-5p, and miR-124-3p which have more than 500 database-identified target genes) with expression of 17 434 mRNAs to identify new targets in colon tissue. Seed region matches between miRNA and newly identified targeted mRNA were used to help determine direct miRNA-mRNA associations.
Results:
From the replication of the 121 miRNAs that had at least 1 database-identified target gene using mRNA expression methods, 97.9% were expressed in normal colonic mucosa. Of the 8622 target miRNA-mRNA associations identified in the database, 2658 (30.2%) were associated with gene expression in normal colonic mucosa after adjusting for multiple comparisons. Of the 133 miRNAs with database-identified target genes by non-mRNA expression methods, 97.2% were expressed in normal colonic mucosa. After adjustment for multiple comparisons, 2416 miRNA-mRNA associations remained significant (19.8%). Results from the discovery phase based on detailed examination of 18 miRNAs identified more than 80 000 miRNA-mRNA associations that had not previously linked to the miRNA. Of these miRNA-mRNA associations, 15.6% and 14.8% had seed matches for CRCh38 and CRCh37, respectively.
Conclusions:
Our data suggest that miRNA target gene databases are incomplete; pathways derived from these databases have similar deficiencies. Although we know a lot about several miRNAs, little is known about other miRNAs in terms of their targeted genes. We encourage others to use their data to continue to further identify and validate miRNA-targeted genes.
Insights
This study reveals that microRNA (miRNA) target gene databases are incomplete, impacting therapeutic development. Researchers identified thousands of new miRNA-mRNA associations, highlighting the need for expanded validation in colorectal cancer research.
Area of Science:
- Genomics
- Molecular Biology
- Bioinformatics
Background:
- MicroRNAs (miRNAs) regulate gene expression, but identifying their functional pathways for therapeutic development is challenging.
- Limited information exists for many miRNAs, despite their association with diseases like colorectal cancer (CRC).
- This study focuses on 254 CRC-associated miRNAs and their known target genes.
Purpose of the Study:
- To evaluate the accuracy of existing miRNA target gene databases.
- To identify novel miRNA-mRNA associations in colon tissue.
- To improve the understanding of miRNA-mediated gene regulation in CRC.
Main Methods:
- Utilized RNA-Sequencing (RNA-Seq) data to analyze messenger RNA (mRNA) and miRNA expression in 157 subjects.
- Replicated known miRNA-mRNA associations in normal colonic mucosa.
- Conducted a discovery phase analyzing 18 specific miRNAs and 17,434 mRNAs to identify new targets, using seed region matching for validation.
Main Results:
- Replication phase confirmed expression of 97.9% of studied miRNAs and identified 2658 (30.2%) significant miRNA-mRNA associations.
- Discovery phase identified over 80,000 novel miRNA-mRNA associations, with 15.6% exhibiting seed matches.
- A significant portion of previously unlinked miRNA-mRNA interactions were discovered, suggesting database incompleteness.
Conclusions:
- Existing miRNA target gene databases are incomplete and require expansion.
- Current pathway analysis based on these databases may be deficient.
- Further experimental validation of identified miRNA-targeted genes is crucial for advancing miRNA-based therapeutics.
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