After removing the BGP handoff configuration on a single Partner Gateway, the configuration is removed from all other Partner Gateways in the pool.
E.g.
There are multiple Partner Gateways in the pool shown here:
With their respective BGP handoff configuration:
After removing the configuration from one:
The BGP handoff configuration is also removed from all other Partner Gateways: