We give a positive answer to Burstall's question of whether there exists an interesting theory of isothermic submanifolds of dimension $>2$ in $R^n$. We relate chains of such manifolds to solutions of a system of PDEs and describe their moduli space. We also describe Christoffel and Darboux/Ribaucour transforms of isothermic chains.