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Updated: Dec 14, 2025

Detection of Copy Number Alterations Using Single Cell Sequencing
Published on: February 17, 2017
Dissecting the Functional Mechanisms of Somatic Copy-Number Alterations Based on Dysregulated ceRNA Networks across
Yanyan Ping1, Yao Zhou1, Jing Hu1
1College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang 150086, China.
Abstract:
Somatic copy-number alterations (SCNAs) drive tumor growth and evolution. However, the functional roles of SCNAs across the genome are still poorly understood. We provide an integrative strategy to characterize the functional roles of driver SCNAs in cancers based on dysregulated competing endogenous RNA (ceRNA) networks. We identified 44 driver SCNAs in lower-grade glioma (LGG). The dysregulated patterns losing all correlation relationships dominated dysregulated ceRNA networks. Homozygous deletion of six genes in 9p21.3 characterized an LGG subtype with poor prognosis and contributed to the dysfunction of cancer-associated pathways in a complementary way. The pan-cancer analysis showed that different cancer types harbored different driver SCNAs through dysregulating the crosstalk with common ceRNAs. The same SCNAs destroyed their ceRNA networks through different miRNA-mediated ceRNA regulations in different cancers. Additionally, some SCNAs performed different functional mechanisms in different cancers, which added another layer of complexity to cancer heterogeneity. Compared with previous methods, our strategy could directly dissect functional roles of SCNAs from the view of ceRNA networks, which not only complemented the functions of protein-coding genes but also provided a new avenue to characterize the functions of noncoding RNAs. Also, our strategy could be applied to more types of cancers to identify pathogenic mechanism driven by the SCNAs.
Insights
Somatic copy-number alterations (SCNAs) drive cancer, but their roles are unclear. This study reveals how SCNA-driven changes in competing endogenous RNA (ceRNA) networks impact cancer pathways and heterogeneity.
Area of Science:
- Genomics
- Cancer Biology
- Bioinformatics
Background:
- Somatic copy-number alterations (SCNAs) are key drivers of tumor development and evolution.
- The precise functional contributions of SCNAs across the genome remain largely uncharacterized.
Purpose of the Study:
- To develop an integrative strategy for elucidating the functional roles of driver SCNAs in cancer by analyzing dysregulated competing endogenous RNA (ceRNA) networks.
- To identify specific driver SCNAs and their mechanisms in lower-grade glioma (LGG) and across various cancer types.
Main Methods:
- Integrated analysis of SCNA data with ceRNA network dysregulation patterns.
- Identification of driver SCNAs in lower-grade glioma (LGG).
- Pan-cancer analysis to investigate SCNA roles in different cancer types and their miRNA-mediated regulations.
Main Results:
- Identified 44 driver SCNAs in LGG, with homozygous deletion of six 9p21.3 genes defining a poor-prognosis LGG subtype.
- Observed that SCNA-driven ceRNA network dysregulation primarily involves the loss of correlation relationships.
- Pan-cancer analysis revealed that SCNAs dysregulate ceRNA networks differently across cancer types, often through distinct miRNA-mediated mechanisms.
Conclusions:
- The proposed strategy effectively dissects SCNA functions via ceRNA networks, complementing protein-coding gene functions and offering insights into noncoding RNA roles.
- SCNAs contribute to cancer heterogeneity through diverse functional mechanisms and ceRNA network disruptions across different cancers.
- This approach provides a novel framework for identifying SCNA-driven pathogenic mechanisms in a wide range of cancers.
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