“And when he had called the people unto him with his disciples also, he said unto them, Whosoever will come after me, let him deny himself, and take up his cross, and follow me.” Mark 8:34

Take up your cross and follow Me” means being willing to die in order to follow Jesus. This is called “dying to self.”