We survey the theory of commuting ordinary differential operators. Some advances in the case of higher rank operators are discussed. Sufficient conditions are found when rank two operators are formally self-adjoint. We also point out examples of formally self-adjoint operators with polynomial coefficients, corresponding to a spectral curve of arbitrary genus. These operators define commutative subalgebra of the first Weyl algebra.