Abstract: A likelihood approach, together with a EM-type algorithm，to jointly estimate the regression coefficient as well as the marginal distribution of the covariant in regression model with an interval-censored data covariant is developed. Under certain conditions the procedures are convergent, and the resulting estimators are asymptotically normal.