机构:[1]Health Science Center, Shenzhen University, Shenzhen, China[2]Department of Hepatobiliary and Pancreatic Surgery, Shenzhen Traditional Chinese Medicine Hospital, No.1 Fuhua Road, Shenzhen 518000, Guangdong, China.深圳市康宁医院深圳医学信息中心
Hepatocellular carcinoma (HCC) is one of the most common and invasive malignant tumors in the world. The change in DNA methylation is a key event in HCC.Methylation datasets for HCC and 17 other types of cancer were downloaded from The Cancer Genome Atlas (TCGA). The CpG sites with large differences in methylation between tumor tissues and paracancerous tissues were identified. We used the HCC methylation dataset downloaded from the TCGA as the training set and removed the overlapping sites among all cancer datasets to ensure that only CpG sites specific to HCC remained. Logistic regression analysis was performed to select specific biomarkers that can be used to diagnose HCC, and two datasets-GSE157341 and GSE54503-downloaded from GEO as validation sets were used to validate our model. We also used a Cox regression model to select CpG sites related to patient prognosis.We identified 6 HCC-specific methylated CpG sites as biomarkers for HCC diagnosis. In the training set, the area under the receiver operating characteristic (ROC) curve (AUC) for the model containing all these sites was 0.971. The AUCs were 0.8802 and 0.9711 for the two validation sets from the GEO database. In addition, 3 other CpG sites were analyzed and used to create a risk scoring model for patient prognosis and survival prediction.Through the analysis of HCC methylation datasets from the TCGA and Gene Expression Omnibus (GEO) databases, potential biomarkers for HCC diagnosis and prognosis evaluation were ascertained.
第一作者机构:[1]Health Science Center, Shenzhen University, Shenzhen, China
通讯作者:
推荐引用方式(GB/T 7714):
Zhang Rui-Kun,Liu Jia-Lin.Screening the genome for HCC-specific CpG methylation signatures as biomarkers for diagnosis and prognosis evaluation.[J].BMC MEDICAL GENOMICS.2021,14(1):doi:10.1186/s12920-021-01015-9.
APA:
Zhang Rui-Kun&Liu Jia-Lin.(2021).Screening the genome for HCC-specific CpG methylation signatures as biomarkers for diagnosis and prognosis evaluation..BMC MEDICAL GENOMICS,14,(1)
MLA:
Zhang Rui-Kun,et al."Screening the genome for HCC-specific CpG methylation signatures as biomarkers for diagnosis and prognosis evaluation.".BMC MEDICAL GENOMICS 14..1(2021)