Although Singapore Airlines does not maintain any lounge in either of the New York airports they operate from (JFK and EWR), passengers can access the Virgin Clubhouse in Newark Liberty (which I had written of here). In New York Kennedy, Business Class passengers will have access to Swiss Air Lounge while Suites passengers the Virgin Clubhouse.