Illness is derived from Ill. Ill is the opposite of Normal. 
Empire is related to Bad. Killing can be Bad. Disease can be used for Killing. 
Illness --DerivedFrom--> Ill <--Antonym--> Normal 
Empire <--RelatedTo--> Bad <--HasProperty-- Killing <--UsedFor-- Disease 