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High-throughput Screening for Chemical Modulators of Post-transcriptionally Regulated Genes
Published on: March 3, 2015
Evaluation of drug-targetable genes by defining modes of abnormality in gene expression
Junseong Park1, Jungsul Lee1, Chulhee Choi1,2
1Department of Bio and Brain Engineering, KAIST, Daejeon, 305-701, Republic of Korea.
Abstract:
In the post-genomic era, many researchers have taken a systematic approach to identifying abnormal genes associated with various diseases. However, the gold standard has not been established, and most of these abnormalities are difficult to be rehabilitated in real clinical settings. In addition to identifying abnormal genes, for a practical purpose, it is necessary to investigate abnormality diversity. In this context, this study is aimed to demonstrate simply restorable genes as useful drug targets. We devised the concept of "drug targetability" to evaluate several different modes of abnormal genes by predicting events after drug treatment. As a representative example, we applied our method to breast cancer. Computationally, PTPRF, PRKAR2B, MAP4K3, and RICTOR were calculated as highly drug-targetable genes for breast cancer. After knockdown of these top-ranked genes (i.e., high drug targetability) using siRNA, our predictions were validated by cell death and migration assays. Moreover, inhibition of RICTOR or PTPRF was expected to prolong lifespan of breast cancer patients according to patient information annotated in microarray data. We anticipate that our method can be widely applied to elaborate selection of novel drug targets, and, ultimately, to improve the efficacy of disease treatment.
Insights
This study introduces "drug targetability" to find easily restorable genes for treating diseases like breast cancer. Researchers identified and validated PTPRF and RICTOR as promising drug targets, potentially improving patient outcomes.
Area of Science:
- Genomics and Bioinformatics
- Cancer Biology
- Drug Discovery
Background:
- Identifying disease-associated genes is crucial but challenging for clinical application.
- Assessing the diversity of genetic abnormalities and their potential for therapeutic intervention is necessary.
- Current methods lack established standards for selecting effective drug targets.
Purpose of the Study:
- To demonstrate the utility of simply restorable genes as viable drug targets.
- To introduce and apply a novel concept of "drug targetability" for evaluating gene abnormalities.
- To identify and validate potential drug targets for breast cancer.
Main Methods:
- Developed a computational method to predict "drug targetability" for abnormal genes.
- Applied the method to breast cancer, identifying PTPRF, PRKAR2B, MAP4K3, and RICTOR as highly targetable.
- Validated predictions through siRNA-mediated gene knockdown, cell death, and migration assays.
Main Results:
- Identified four key genes (PTPRF, PRKAR2B, MAP4K3, RICTOR) as highly drug-targetable in breast cancer.
- Experimental validation confirmed the impact of knocking down these genes on cancer cell behavior.
- In silico analysis suggested that inhibiting RICTOR or PTPRF could extend patient lifespan.
Conclusions:
- The developed "drug targetability" concept offers a practical approach for selecting novel drug targets.
- Identified genes like RICTOR and PTPRF show promise as therapeutic targets for breast cancer.
- This method has the potential to significantly improve disease treatment efficacy.
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