I think one of the reasons is that rats have a lot of similarities to us. We shared one of the earliest mammal ancestor with them. So if we are testing for diseases and cures we test it on them before we test it on us. There might be other reasons.
Arguing that you do not care about privacy because you have nothing to hide is like arguing that you do not care about Free Speech because you have nothing to say.
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