Via the linux command line you should use the Sys-V init scripts located in /etc/init.d.
Start:
sudo /etc/init.d/mysql start
Stop:
sudo /etc/init.d/mysql stop
Restart / reload configs:
sudo /etc/init.d/mysql restart
Check run status:
sudo /etc/init.d/mysql status