Since in this sentence is a conjunction; both parts of your sentence are complete sentences by themselves, so you need a conjunction word (or a semicolon) to join them together. Without since, this becomes a run-on sentence.


It comes down to the usage of its in your example sentence. The syntax suggests that its is referring to A. This means that A is sharing the variance with both C and D.

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