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Published on: November 30, 2013
Methylation-related genes involved in renal carcinoma progression
Jose María Zamora-Fuentes1, Enrique Hernández-Lemus1,2, Jesús Espinal-Enríquez1,2
1Computational Genomics Division, National Institute of Genomic Medicine, Mexico City, Mexico.
Abstract:
Renal carcinomas are a group of malignant tumors often originating in the cells lining the small tubes in the kidney responsible for filtering waste from the blood and urine production. Kidney tumors arise from the uncontrolled growth of cells in the kidneys and are responsible for a large share of global cancer-related morbidity and mortality. Understanding the molecular mechanisms driving renal carcinoma progression results crucial for the development of targeted therapies leading to an improvement of patient outcomes. Epigenetic mechanisms such as DNA methylation are known factors underlying the development of several cancer types. There is solid experimental evidence of relevant biological functions modulated by methylation-related genes, associated with the progression of different carcinomas. Those mechanisms can often be associated to different epigenetic marks, such as DNA methylation sites or chromatin conformation patterns. Currently, there is no definitive method to establish clear relations between genetic and epigenetic factors that influence the progression of cancer. Here, we developed a data-driven method to find methylation-related genes, so we could find relevant bonds between gene co-expression and methylation-wide-genome regulation patterns able to drive biological processes during the progression of clear cell renal carcinoma (ccRC). With this approach, we found out genes such as ITK oncogene that appear hypomethylated during all four stages of ccRC progression and are strongly involved in immune response functions. Also, we found out relevant tumor suppressor genes such as RAB25 hypermethylated, thus potentially avoiding repressed functions in the AKT signaling pathway during the evolution of ccRC. Our results have relevant implications to further understand some epigenetic-genetic-affected roles underlying the progression of renal cancer.
Insights
This study introduces a new data-driven method to identify methylation-related genes in clear cell renal carcinoma (ccRC). The findings reveal key genes involved in immune response and signaling pathways, crucial for understanding ccRC progression.
Area of Science:
- Oncology
- Epigenetics
- Genomics
Background:
- Renal carcinomas, particularly clear cell renal carcinoma (ccRC), are major contributors to cancer morbidity and mortality.
- Understanding the molecular drivers of ccRC progression is vital for developing effective targeted therapies.
- Epigenetic mechanisms, such as DNA methylation, play a significant role in various cancer types, including renal carcinoma.
Purpose of the Study:
- To develop a data-driven method for identifying methylation-related genes in ccRC.
- To uncover the relationship between gene co-expression and genome-wide methylation patterns in ccRC progression.
- To elucidate the role of epigenetic modifications in driving biological processes during ccRC evolution.
Main Methods:
- Development of a novel data-driven computational approach.
- Analysis of gene co-expression and genome-wide methylation patterns.
- Identification of methylation-related genes associated with ccRC progression stages.
Main Results:
- Identified the ITK oncogene as hypomethylated across all ccRC stages, implicating it in immune response functions.
- Discovered RAB25, a tumor suppressor gene, as hypermethylated, potentially impacting the AKT signaling pathway.
- Established links between gene co-expression, methylation patterns, and biological processes in ccRC.
Conclusions:
- The developed method effectively identifies critical methylation-related genes in ccRC.
- Findings provide insights into the epigenetic-genetic interplay driving ccRC progression.
- Results have implications for understanding and potentially targeting epigenetic alterations in renal cancer therapy.
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