The short answer is that any blockchain does not know what are your private keys only your public keys are known.

The long answer is that every time that you sign a transaction with your private keys it is only accepted by the blockchain (aka miners, block producers or witnesses) if it can pass a mathematical test by using your public key to verify that the transaction is authentic.