Problem with Load Speed with my new dedicated hosting

[eluser]Unknown[/eluser]
Removing a few heavy mysql queries, the loading speed has been reduced.

That points me to think that there is a problem with the mysql queries speed.

¿How should I configure my plesk panel to improve that?

Thanks!