This phrase is usually used when you talk about such thigs as love, health, family and so on.
for ex: "Lubov' doroje zolota" - "Love is more precious than gold".
In this context to the word "doroje" is more suitable "precious", cause "expensive" and "valuable" are used when you talk about money or smth you can buy.