Age Prediction of Human Based on DNA Methylation by Blood Tissues.
Ontology highlight
ABSTRACT: In recent years, scientists have found a close correlation between DNA methylation and aging in epigenetics. With the in-depth research in the field of DNA methylation, researchers have established a quantitative statistical relationship to predict the individual ages. This work used human blood tissue samples to study the association between age and DNA methylation. We built two predictors based on healthy and disease data, respectively. For the health data, we retrieved a total of 1191 samples from four previous reports. By calculating the Pearson correlation coefficient between age and DNA methylation values, 111 age-related CpG sites were selected. Gradient boosting regression was utilized to build the predictive model and obtained the R2 value of 0.86 and MAD of 3.90 years on testing
SUBMITTER: Zhang J
PROVIDER: S-EPMC8228382 | biostudies-literature | 2021 Jun
REPOSITORIES: biostudies-literature
ACCESS DATA