In the USA you can apply for the PhD place first and then attempt to get funding, but you may find that it is possible to secure funding before hand, which will make it easier to get a place.
Visit the Fulbright Commission web site for your home country (Nepal). If the Fulbright Commission do not have a presence in your country then contact the US embassy for guidance.