Lost phone

I recently lost my phone and I have lots of private photos of me and my friends in it. The person who stole it has been using my whatsapp as i could see the last seen. Is there any possible way to either delete the conversations from the old phone? If i start a new account with the same number in a different phone, will the old messages still be there in the lost phone? Can the stealer still see all my private stuffs?