We analyze the relationship and subtle difference between the notion of certificateless public key cryptography (CL-PKC) and identity-based schemes without a trusted private key generator (PKG), then propose a certificateless threshold signature scheme based on bilinear pairings. The proposed scheme is robust and existentially unforgeable against adaptive chosen message attacks under CDH assumption in the random oracle model.