I don’t know this first-hand, but I’ve been told pretty firmly that it’s best to go with an agent. I had a few friends who interned in publishing houses, and they said that often, manuscripts without advocates don’t even get reviewed by the decision-makers. That being said, some publishing companies are specifically seeking to publish ‘unknown’, first-time writers, so I think you’d maybe be all right without an agent there.