In this chapter, we present data analyses methods for treatment comparisons in clinical trials adjusting for covariates using the R system. Analysis of Covariance (ANCOVA) is a natural extension of the methods in Chapter 3. Three actual clinical trial datasets are considered and appear in Section 4.1. These datasets reflect response variables or endpoints arising from continuous, binomial and count data.