Hey welcome!
One of the most important things to note first, is that all API endpoints (except oembed) require authentication. The authentication is done using OAuth 1.0a, and there are several PHP libraries that can do that for you, you might want to take a look at TwitterOAuth, a PHP library especially made for Twitter’s oAuth implementation.
I hope this helps a bit and feel free to ask if you don’t understood something.