In this paper, we propose the sensing-based spectrum sharing in a cognitive radio network with non-orthogonal multiple access (NOMA) and provide the average sum rate for proposed system. Numerical results show that the proposed scheme outperforms the conventional scheme that uses the orthogonal multiple access in terms of average sum rate.