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Updated: Oct 25, 2025

Using RNA-sequencing to Detect Novel Splice Variants Related to Drug Resistance in In Vitro Cancer Models
Published on: December 9, 2016
Non-coding RNAs as Novel Biomarkers in Cancer Drug Resistance
Haixiu Yang1, Changlu Qi1, Boyan Li1
1College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China.
Abstract:
Chemotherapy is often the primary and most effective anticancer treatment; however, drug resistance remains a major obstacle to it being curative. Recent studies have demonstrated that non-coding RNAs (ncRNAs), especially microRNAs and long non-coding RNAs, are involved in drug resistance of tumor cells in many ways, such as modulation of apoptosis, drug efflux and metabolism, epithelial-to-mesenchymal transition, DNA repair, and cell cycle progression. Exploring the relationships between ncRNAs and drug resistance will not only contribute to our understanding of the mechanisms of drug resistance and provide ncRNA biomarkers of chemoresistance, but will also help realize personalized anticancer treatment regimens. Due to the high cost and low efficiency of biological experimentation, many researchers have opted to use computational methods to identify ncRNA biomarkers associated with drug resistance. In this review, we summarize recent discoveries related to ncRNA-mediated drug resistance and highlight the computational methods and resources available for ncRNA biomarkers involved in chemoresistance.
Insights
Non-coding RNAs (ncRNAs) significantly influence cancer chemotherapy resistance by affecting various cellular processes. This review highlights computational methods for identifying ncRNA biomarkers to overcome chemoresistance and personalize cancer treatments.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Chemotherapy is a cornerstone of cancer treatment, but drug resistance limits its efficacy.
- Non-coding RNAs (ncRNAs), including microRNAs and long non-coding RNAs, play crucial roles in the development of tumor cell chemoresistance.
- Understanding ncRNA involvement is key to overcoming resistance and personalizing cancer therapy.
Purpose of the Study:
- To review recent findings on ncRNA-mediated drug resistance in cancer.
- To highlight computational methods and resources for identifying ncRNA biomarkers of chemoresistance.
- To bridge the gap between experimental limitations and the need for efficient biomarker discovery.
Main Methods:
- Literature review of recent studies on ncRNAs and chemoresistance.
- Summary of ncRNA's functional roles in drug resistance mechanisms (apoptosis, drug efflux, EMT, DNA repair, cell cycle).
- Overview of computational approaches and available resources for ncRNA biomarker identification.
Main Results:
- ncRNAs are implicated in diverse chemoresistance mechanisms.
- Computational methods offer a cost-effective and efficient alternative to experimental identification of ncRNA biomarkers.
- Several computational tools and databases are available for exploring ncRNA-drug resistance associations.
Conclusions:
- ncRNAs are critical regulators of chemotherapy resistance.
- Identifying ncRNA biomarkers through computational approaches can advance personalized cancer treatment.
- Further research integrating ncRNA data and computational tools is essential for improving anticancer drug efficacy.
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Types of RNA
Three main types of RNA are involved in protein synthesis: messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). These RNAs perform diverse functions and can be broadly classified as protein-coding or non-coding RNA. Non-coding RNAs play important roles in the regulation of gene expression in response to developmental and environmental changes. Non-coding RNAs in prokaryotes can be manipulated to develop more effective antibacterial drugs for human or animal use.
RNA...