Easiest way to think about is that it causes DNA damage, which interferes with a cells ability to make copies. Sometimes it screws it up to the point the cell dies immediately, sometimes at the time it divides, and sometimes it can cause damage that is mostly fixed. This imperfect repair is where mutations come from.
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