The fee was probably too low so blockchain.info dropped it. My node also does not have your transaction.
You can delete the transaction from your wallet and resend the transaction. Right click the transaction in the transaction list and choose "Abandon transaction". You should then be able to spend the same inputs that that transaction spent.