TouchableOpacity only click on non-transparent area of an Image

From my understanding, the way you would make an Image clickable is to wrap it with a TouchableOpacity. While that does work, is there a way to have it so you can only click non-transparent area of the image (I mean the pixels that are at 0 opacity). Like If I wanted to make a puzzle game where you can click the edges of each piece but they overlap. (ex:

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