In order to add the new volume to the existing partition, we need to use system-config-lvm.
sudo yum -y install system-config-lvm
French article describing how to proceed.
NB: If meeting the following error:process 702: D-Bus library appears to be incorrectly set up; failed to read
machine uuid: Failed to open "/var/lib/dbus/machine-id": No such file or directory.
Then run the following command as root.
> dbus-uuidgen > /var/lib/dbus/machine-id