Registry Edits

Someone posted how you can find the startup programs in your registry by going to HKLM/software/microsoft/windows/currentversion/run.

now that i’m there and i see a bunch of stuff that i don’t want to start when i boot, how can i edit those entries. is it as easy as deleting the entries? or do i need to modify the entries?

thanks for your help