[fyfy18]

As a native English speaker I could understand dropping the "e", but where does the "h" come from?

[Al-Khwarizmi]

I guess it could come from the same place as in "hour", "honor", "honest", etc. :)

[ukoki]

H at the beginning of a word is silent in Portuguese (as in Spanish and Italian)