From the Greek adjective “macros (μακρος)” meaning “large, long, tall, high, deep, far,”, and the Greek word “rhiza (ριζα)”meaning “root, stem, origin” 

( The specific name implies: " large rooted ")

(For example Opuntia macrorhiza var. pottsii)