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Updated: May 4, 2026

miRNA Expression Analyses in Prostate Cancer Clinical Tissues
Published on: September 8, 2015
Coordinate microRNA-mediated regulation of protein complexes in prostate cancer
Mohammed Alshalalfa1, Gary D Bader2, Tarek A Bismar3
1Department of Computer Science, University of Calgary, Calgary, Alberta, Canada ; Biotechnology Research Centre, Palestine Polytechnic University, Hebron, Palestine.
Abstract:
MicroRNAs are a class of small non-coding regulatory RNA molecules that regulate mRNAs post-transcriptionally. Recent evidence has shown that miRNAs target entire functionally related proteins such as protein complexes and biological pathways. However, characterizing the influence of miRNAs on genes whose encoded proteins are part of protein complexes has not been studied in the context of disease. We propose an entropy-based framework to identify miRNA-mediated dysregulation of functionally related proteins during prostate cancer progression. The proposed framework uses experimentally verified miRNA-target interactions, functionally related proteins and expression data to identify miRNA-influenced protein complexes in prostate cancer, and identify genes that are dysregulated as a result. The framework constructs correlation matrixes between functionally related proteins and miRNAs that have targets in the complex, and assesses the changes in the Shannon entropy of the modules across different stages of prostate cancer. Results reveal that SMAD4 and HDAC containing protein complexes are highly affected and disrupted by miRNAs, particularly miRNA-1 and miRNA-16. Using biological pathways to define functionally related proteins reveals that NF-kB-, RAS-, and Syndecan-mediated pathways are dysregulated due to miRNA-1- and miRNA-16-mediated regulation. These results suggest that miRNA-1 and miRNA-16 are important master regulators of miRNA-mediated regulation in prostate cancer. Moreover, results reveal that miRNAs with high-influence on the disrupted protein complexes are diagnostic and prognostic biomarker candidates for prostate cancer progression. The observation of miRNA-mediated protein complex regulation and miRNA-mediated pathway regulation, with partial experimental verification from previous studies, demonstrates that our framework is a promising approach for the identification of novel miRNAs and protein complexes related to disease progression.
Insights
MicroRNAs (miRNAs) significantly disrupt protein complexes and pathways in prostate cancer. Specific miRNAs, like miRNA-1 and miRNA-16, act as master regulators, offering potential diagnostic and prognostic biomarkers.
Area of Science:
- Molecular Biology
- Genomics
- Cancer Research
Background:
- MicroRNAs (miRNAs) are crucial post-transcriptional regulators of gene expression.
- Emerging evidence indicates miRNAs target functionally related proteins, including protein complexes and biological pathways.
- The impact of miRNAs on protein complexes in disease, specifically prostate cancer, remains understudied.
Purpose of the Study:
- To develop an entropy-based framework for identifying miRNA-mediated dysregulation of protein complexes and pathways in prostate cancer progression.
- To characterize the influence of specific miRNAs on genes encoding proteins within complexes and pathways during cancer development.
Main Methods:
- Utilized experimentally verified miRNA-target interactions, protein complex data, and gene expression data.
- Constructed correlation matrices between functionally related proteins and miRNAs targeting them.
- Assessed changes in Shannon entropy of protein modules across different stages of prostate cancer.
Main Results:
- Identified SMAD4 and HDAC-containing protein complexes as highly disrupted by miRNAs, notably miRNA-1 and miRNA-16.
- Revealed dysregulation in NF-kB, RAS, and Syndecan-mediated pathways due to miRNA-1 and miRNA-16.
- Highlighted miRNAs with high-influence on disrupted complexes as potential diagnostic and prognostic biomarkers for prostate cancer.
Conclusions:
- miRNA-1 and miRNA-16 are key regulators of miRNA-mediated gene regulation in prostate cancer.
- The developed framework effectively identifies miRNA-mediated protein complex and pathway dysregulation.
- This approach shows promise for discovering novel miRNAs and protein complexes relevant to prostate cancer progression.
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