I think you want n.marcovar to be equal to the number of detectable QTL. But this is not something that you'd know in advance, and in my mind it's the main disadvantage of this sort of CIM approach and why I prefer the penalized LOD score criterion encompassed in stepwiseqtl(). See Broman and Speed (2002)
https://www.biostat.wisc.edu/~kbroman/publications/jrssb.pdf
But for sure you'll want to re-do the permutations for the chosen value of n.marcovar, but this won't account for the search over different values of n.marcovar, if you're going to try different values and then pick the strongest results.
karl
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