由始至终毫不关己
[yóu shĭ zhì zhōng háo bù guān jĭ]
This means 'from beginning to end, it has nothing to do with me.' This shows a sense of being aloof or disinterested, suggesting the person doesn't want to involve themselves or has nothing at stake throughout a process or situation.