In this paper, we discuss the relationship between different types of stability of stochastic differential equations. We prove that for linear Ito stochastic differential equations, stability in probability is equivalent to almost sure stability. Almost sure stability does not depend on initial time. In the case of 1-dimensional Ito stochastic differential equation with constant coefficients satisfying nondegeneracy condition, we show that stability in probability is equivalent to weak stability in probability.