The Lost Cave is in Titan's End Right Next to the Catch-A-Ride station.
It is the first place you encounter Crabworms and the first time you are in a darker area.
The Lost Cave isn't exactly lost do to the fact that it has inhabitants just bandits though and Skag and Crabworms.
This place is completely optional just do it for the elemental artifact.
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