I made a post about this same issue a while back. Nano Ledger to GDAX suffers from similar problems. Check out this step-by-step guide too if you need some more guidance.

https://steemit.com/litecoin/@statistician/how-to-send-litecoin-ltc-from-nano-ledger-wallet-to-coinbase