Secret passages are opened by removing/opening certain wall sections or block shaped objects. These are the secret doors.
Secret doors will not be opened if they are blocked by living or dead enemies or blocking objects.
Sometimes secret doors will let you continue past blocking objects.
Secret doors can sometimes be opened from different directions.
Sometimes opening a secret door will block the passage back to where you came from.