Ghost cards show you which cards are missing from your collection. They show up in your collection but are grayed out. You can see an example on the right side of the image below.
If you touch or click on a ghost card, the app will open a screen that shows you where you can quickly get it (The packs that card can be found in and any current market listings for that card). This way, you can fill out your collection efficiently.