Regression imputation is a method of filling in missing data by using the information available from other variables in the dataset. In toxicology, this approach helps to estimate the missing values based on a regression analysis model that predicts the missing data from observed data. This technique assumes that the relationships between variables can be captured through regression equations, allowing for the estimation of missing values.