Cross joining table with itself

I've been stumped trying to solve this problem via SQL. I have a table ID,
member1, member2, member3. In any row, any member field may have a value
or be null. I want to tally up how many times each member appears in the
table as a whole. For example, if two entries were ('a', '', 'c') and
('b', 'c', ''), I'd like my final result to be:

a, 1
b, 1
c, 2

Is this feasible? Thank you for any help.