Extended follow-up with longitudinal data is common in many medical investigations. In regression analyses, a longitudinal covariate may be omitted, often because it is not measured synchronously with the longitudinal response. Naive approach that simply ignores the omitted longitudinal covariate can lead to biased estimators. In this article, we establish conditions under which estimation is...