We give a classification of second-order polynomial SUSY quantum mechanics in one and two dimensions. Particular attention is paid to the irreducible supercharges which cannot be built by repetition of ordinary Darboux transformations. In two dimensions it is found that the binomial superalgebra leads to the dynamic symmetry generated by a central charge operator.