I ended up using the data table's Select method. Example:
Code:
my_data_table = [tableAdapter].GetData();
...
if (my_data_table.Select("ID = 'my_id' and <rest_of_filter>").Length > 0)
// item passed filter
else
// item did not pass filter
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