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Updated: May 3, 2026

Multiplexed Analysis of Retinal Gene Expression and Chromatin Accessibility Using scRNA-Seq and scATAC-Seq
Published on: March 12, 2021
Multilayer-omics analysis of renal cell carcinoma, including the whole exome, methylome and transcriptome
Eri Arai1, Hiromi Sakamoto, Hitoshi Ichikawa
1Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan.
Abstract:
The aim of this study was to identify pathways that have a significant impact during renal carcinogenesis. Sixty-seven paired samples of both noncancerous renal cortex tissue and cancerous tissue from patients with clear cell renal cell carcinomas (RCCs) were subjected to whole-exome, methylome and transcriptome analyses using Agilent SureSelect All Exon capture followed by sequencing on an Illumina HiSeq 2000 platform, Illumina Infinium HumanMethylation27 BeadArray and Agilent SurePrint Human Gene Expression microarray, respectively. Sanger sequencing and quantitative reverse transcription-PCR were performed for technical verification. MetaCore software was used for pathway analysis. Somatic nonsynonymous single-nucleotide mutations, insertions/deletions and intragenic breaks of 2,153, 359 and 8 genes were detected, respectively. Mutations of GCN1L1, MED12 and CCNC, which are members of CDK8 mediator complex directly regulating β-catenin-driven transcription, were identified in 16% of the RCCs. Mutations of MACF1, which functions in the Wnt/β-catenin signaling pathway, were identified in 4% of the RCCs. A combination of methylome and transcriptome analyses further highlighted the significant role of the Wnt/β-catenin signaling pathway in renal carcinogenesis. Genetic aberrations and reduced expression of ERC2 and ABCA13 were frequent in RCCs, and MTOR mutations were identified as one of the major disrupters of cell signaling during renal carcinogenesis. Our results confirm that multilayer-omics analysis can be a powerful tool for revealing pathways that play a significant role in carcinogenesis.
Insights
This study reveals the Wnt/β-catenin signaling pathway
Area of Science:
- Oncology
- Genetics
- Molecular Biology
Background:
- Renal cell carcinoma (RCC) is a significant health concern.
- Understanding the molecular pathways driving renal carcinogenesis is crucial for developing targeted therapies.
Purpose of the Study:
- To identify key molecular pathways involved in renal carcinogenesis.
- To investigate the role of genetic mutations and epigenetic alterations in clear cell RCC.
- To validate findings using multi-omics data.
Main Methods:
- Whole-exome, methylome, and transcriptome sequencing of 67 paired noncancerous and RCC tissues.
- Analysis of somatic mutations, copy number variations, and gene expression.
- Pathway analysis using MetaCore software.
- Technical validation via Sanger sequencing and qRT-PCR.
Main Results:
- Identified mutations in genes regulating the Wnt/β-catenin pathway (e.g., GCN1L1, MED12, CCNC, MACF1).
- Highlighted the significant role of Wnt/β-catenin signaling in renal carcinogenesis through integrated methylome and transcriptome data.
- Detected frequent genetic aberrations and reduced expression of ERC2 and ABCA13.
- Identified MTOR mutations as major disruptors of cell signaling in RCC.
Conclusions:
- Multi-omics analysis is a powerful approach for uncovering critical pathways in carcinogenesis.
- The Wnt/β-catenin signaling pathway is a key player in renal carcinogenesis.
- Specific genetic and epigenetic alterations contribute to RCC development.
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