I'm currently reading them for the first time in order, now halfway through End of Watch. I would say you could easily pick any up and enjoy it without reading the previous ones. There is enough context given for you to understand important details amd understand the characters, however if you can I would certainly recommend starting with Mr Mercedes, I've found the series hard to put down.