Back to Search
Start Over
A 10-gene-methylation-based signature for prognosis prediction of colorectal cancer
- Source :
- Cancer Genetics. :80-86
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Background Colorectal cancer (CRC) is a common malignant tumor of digestive tract which has high incidence and mortality rates. Accurate prognosis prediction of CRC patients is pivotal to reduce the mortality and disease burden. Methods In this study, we comprehensively analyzed the gene expression and methylation data of CRC samples from The Cancer Genome Atlas (TCGA). Differential expression genes (DEGs) and methylation CpGs (DMCs) in tumor tissues compared with adjacent normal tissues of CRC were first identified. Functional enrichment analysis of DEGs and DMCs was performed by Database for Annotation, Visualization and Integrated Discovery (DAVID). Spearman correlation analysis was used to screen DMCs that negatively correlated with gene expressions which were subsequently applied to sure independence screening (SIS) along with stepwise regression for screening optimal CpGs for CRC prognosis prediction model construction by Cox regression analysis. Results We identified a total of 1774 DEGs (663 upregulated and 1111 downregulated) and 11,975 DMCs (7385 hypermethylated and 4590 hypomethylated) in CRC tumor samples compared with adjacent normal samples. The hypermethylated loci were mainly located on CpG island, while the hypomethylated loci were mainly located on N-shore. Spearman correlation analysis screened 321 DMCs that negatively correlated with expressions of their annotated genes. Cox regression model consist of 10 CpGs was finally established which could effectively stratified CRC patients that exhibited significantly different overall survival probability independent of age, gender, and pathological staging. Conclusion We established a prognosis prediction model based on 10 methylation sites, which could evaluate the prognosis of CRC patients.
- Subjects :
- Oncology
Cancer Research
medicine.medical_specialty
Colorectal cancer
Pathological staging
Biology
03 medical and health sciences
0302 clinical medicine
Internal medicine
Biomarkers, Tumor
Genetics
medicine
Humans
Molecular Biology
Gene
Proportional Hazards Models
Proportional hazards model
Gene Expression Profiling
Methylation
DNA Methylation
Stepwise regression
Prognosis
medicine.disease
CpG site
030220 oncology & carcinogenesis
DNA methylation
Colorectal Neoplasms
Subjects
Details
- ISSN :
- 22107762
- Database :
- OpenAIRE
- Journal :
- Cancer Genetics
- Accession number :
- edsair.doi.dedup.....86ed84dff3466d76213d81c2fd611f7f