"Of" is used after "each" before
-A plural pronoun (we, us, them)
-A plural, definite noun (eg. each of the players...)
"Of" implies that you're talking about a subset of a larger group
"Each" is only used before singular, indefinite nouns (each player).
You can't say "each (of)" before a singular definite noun or a plural, indefinite noun.