I made an unexpected big profit in stock market last week. I never owed any tax in the past. Should I pay estimated tax right now? Will I get a penalty next year if not?

Also, my withhold this year should be more than my total tax last year. If no federal estimate tax, how about state tax? (I live at Maryland.) Thanks.