Best way to explore this yourself is to use the LCD and monitor all MQTT communication. LCD script is in fact communicating with MQTT with OpenHab even though they are sitting next to each other
Have a look in the LCD source code too:
Thanks! It turns out I changed the wrong MQTT topics.
Instead they should be: