Some independences rely upon context. For example, for an undirected graph $(a)-(b)-(c)$, $b$ and $c$ may be independent while $a=0$, but $b=c$ when $a=1$. Graphs will err on the side of less independence, so it would not say that $b$ and $c$ are independent and wouldn't describe the case where they were.