Dear YC
Thanks for your input.
To be honest, I don't know what to expect from this analysis; since I am dealing with a germplasm collection, we are talking about 617 genotypes of the same species and subspecies, all the individuals are genetically very close to each other. K=2 does not make biological sense; I would suspect that in this case structure gives K=2 only because it cannot test K=1. My idea is that there is panmixis (suppported by PCA). That's why I am more interested in minor peaks.
I don't have bar plots with me at the moment but I can tell you that individuals are very admixed for K=10 and greater.
As you suggest to run structure on each one of the K=2 subgroups it's a good idea, this is something they've already done on the same species. I'll try that.
Coming back to minor peaks, I tried to run DAPC and best K is 11 (close to the minor peak at 10 from structure). Would it make sense to validate structure K=10 subdivision with the DAPC result?
I've also tried to run BAPS and best K here is 18. This is also close to K=19 from clumpak Probability By K graph. Would it make sense to compare these two?
In the end my idea is that concerning the uppermost level of structure, there is not subdivision, but from K=10 on, many subgroups can be inferred.
Thanks again for you input, it's good to have a second view from the outside.
Any other suggestion is appreciated.
Best