Are you converting the decile variable to indicator variable? Convert into 9 indicator variable ( I guess there is 10 different values). If you do so .. you will loose the order relationship.
and you can do this by creating 9 new variable
like dec1 = (decile ==1)*1
dec2 = (decile ==2 )*1