Sums of independent random variables concentrated on discrete, not necessarily latice, set of points are approximated by infinitely divisible distributions and signed compound Poison measures. A version of Kolmogorov's first uniform theorem is proved. Second-order asymptotic expansions are constructed for distributions with pseudo-attice supports.