Which is the formula to calculate the normal damage in League of Legends? Is the same formula for all champions?

How much damage my champion will do with the numbers in the example?
Which is the formula to calculate the normal damage in League of Legends? Is the same formula for all champions?

How much damage my champion will do with the numbers in the example?
Here's a FAQ that includes the damage calculation stuff from the official Forum.
Just a few pointers, before you dive into it:
If you haven't run away yet, then check out this guide for mathcrafting LoL.
There are two things that cause the actual damage to differ from the champion's displayed attack power.
First -- if the attack is a crit, it deals 200% damage (or 250% with the item Infinity Edge)
Second -- all champions have an armor value that reduces incoming damage by a percentage. This and This are good topics to browse to further understand the topic. Armor Penetration items means you are effectively fighting a champion with lower armor, and thus will deal more damage.
Finally -- each champion can have different values for their starting attack stat, and additionally gains more damage when they level. This is why two champions with the same items have different attack damage.