The base word is "sup-", which means "lying flat on one's back". The suffix "-ine" is used to form adjectives, often indicating a state or condition.
Therefore, "supine" is a combination of the base word "sup-" and the suffix "-ine", creating the meaning of "lying flat on one's back".