We construct quantum invariants for handlebody-knots in a 3-sphere S^3. A
handlebody-knot is an embedding of a handlebody in a 3-manifold. These
invariants are linear sums of Yokota's invariants for colored spatial graphs
which is defined by using Kauffman bracket. We also give a non-trivial example.