Is the a train from Manhattan to John F. Kennedy uptown or downtown?

There is no direct train from Manhattan to John F. Kennedy Airport. You can take the Long Island Rail Road from Penn Station to Jamaica Station, and then transfer to the AirTrain to JFK Airport. The AirTrain runs both uptown and downtown.