GAM needed HPC because..
Typically there could be tens or hundreds of millions of circles to retrieve data for and compute a statistic
Each circle could involve a Monte Carlo significance testing procedure
Quality of the results depended on the comprehensiveness of the search and the Monte Carlo testing procedure