Again we have the same formula
ge- + past tense stem of verb + suffix

In general (again) we can say that the strong verbs form their perfect participle with the suffix -en.

gehen => gegangen schreiben => geschrieben sitzen => gesessen trinken => getrunken to go => gone to write => written to sit => sat to drink => drunk