$ sudo apt-get update
$ sudo apt-get install genisoimage 

genisoimage is installed in your system.

Make ensure the genisoimage package were installed using the commands given below,

$ sudo dpkg-query -l | grep genisoimage *

You will get with genisoimage package name, version, architecture and description in a table

genisoimage package basic information: