The "chain" part of the chain bridge are these long metal links that are tied together by large bolts, as is shown in the picture. Where a cable suspension bridge holds the bridge deck up with cables anchored on shore and at the towers, the Chain Bridge is supported by a chain of these links.
(Click the image to view a smaller version.)