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Published on: April 11, 2016
Identification and Characterization of the Copy Number Dosage-Sensitive Genes in Colorectal Cancer
Zhiqiang Chang1, Xinxin Liu1, Wenyuan Zhao1
1College of Bioinformatics Science and Technology, Harbin Medical University, Harbin 150081, China.
Abstract:
Dosage effect is one of the common mechanisms of somatic copy number alteration in the development of colorectal cancer, yet the roles of dosage-sensitive genes (DSGs) in colorectal cancer (CRC) remain to be characterized more deeply. In this study, we developed a five-step pipeline to identify DSGs and analyzed their characterization in CRC. Results showed that our pipeline performed better than existing methods, and the result was significantly overlapped between solid tumor and cell line. We also found that the top five DSGs (PSMF1, RAF1, PTPRA, MKRN2, and ELP3) were associated with the progression of CRC. By analyzing the characterization, DSGs were enriched in driver genes and they drove sub-pathways of CRC. In addition, immune-related DSGs are associated with CRC progression. Our results also showed that the CRC samples affected by high microsatellites have fewer DSGs, but a higher overlap with DSGs in microsatellite low instability and microsatellite stable samples. In addition, we applied DSGs to identify potential drug targets, with the results showing that 22 amplified DSGs were more sensitive to four drugs. In conclusion, DSGs play an important role in CRC, and our pipeline is effective to identify them.
Insights
This study identifies dosage-sensitive genes (DSGs) crucial for colorectal cancer (CRC) development using a novel pipeline. These DSGs are linked to cancer progression and offer potential drug targets.
Area of Science:
- Genomics
- Cancer Biology
- Bioinformatics
Background:
- Somatic copy number alterations, particularly dosage effects, are implicated in colorectal cancer (CRC) pathogenesis.
- The specific roles of dosage-sensitive genes (DSGs) in CRC require deeper characterization.
Purpose of the Study:
- To develop and validate a pipeline for identifying DSGs in CRC.
- To analyze the functional and clinical significance of DSGs in CRC progression and therapeutic targeting.
Main Methods:
- A novel five-step computational pipeline was developed to identify DSGs.
- Comparative analysis of DSG identification between solid tumors and cell lines.
- Enrichment analysis of DSGs in cancer driver genes and pathways.
- Association analysis of DSGs with microsatellite instability and immune infiltration.
- Drug sensitivity analysis for amplified DSGs.
Main Results:
- The developed pipeline demonstrated superior performance compared to existing methods.
- Significant overlap in identified DSGs was observed between solid tumor and cell line data.
- Top DSGs, including PSMF1, RAF1, PTPRA, MKRN2, and ELP3, were associated with CRC progression.
- DSGs were enriched in driver genes, driving CRC-specific sub-pathways and correlating with immune-related features.
- Microsatellite-high CRC samples showed fewer DSGs but higher overlap with DSGs in microsatellite-low instability and microsatellite-stable samples.
- Twenty-two amplified DSGs were identified as potential targets sensitive to specific drugs.
Conclusions:
- DSGs play a significant role in the development and progression of colorectal cancer.
- The developed pipeline is an effective tool for identifying DSGs in CRC.
- DSGs represent promising candidates for targeted therapies in CRC.
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