Stay is the opposite of Come. 
Opportunity is related to Regret. Regret is related to Desire. Desire is a synonym of Please. 
Stay <--Antonym--> Come 
Opportunity <--RelatedTo--> Regret <--RelatedTo--> Desire <--Synonym--> Please 