Key exchange protocol and digital signatures
No, the Diffie-Hellman key exchange protocol by itself does not include any use of digital signatures. 

However, Diffie-Hellman is also insecure against man-in-the-middle attacks, because the messages are not authenticated. This should give you a pointer what to do with the digital signatures.