The present invention is directed to a catenoid-shaped mesh that comprises an elliptical-shaped upper side (1) and a circular-shaped lower side (2), leaving a non-connected lateral space between both sides (3) and a central gap (3), as well as to its use in the treatment of hernia, particularly hernia at the inguinal region.