Question: Correcting for population substructure in a small sample
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gravatar for kylec1729
1 day ago by
kylec17290
kylec17290 wrote:

I'm running several case-control association analyses on ~50 SNPs with around 1000 cases and 1000 controls. My only "correction" for population stratification so far has been to select only Caucasian British participants, but does this really account for population structure? Are there other things I can and should do to account for population structure? If it matters, these SNPs are all on the same chromosomal locus.

snp • 56 views
ADD COMMENTlink written 1 day ago by kylec17290
2
gravatar for Asaf
1 day ago by
Asaf8.0k
Israel
Asaf8.0k wrote:

I guess you can't do a lot with what you have. If all the data you have is from the same locus you have no way of evaluating the population structure without loosing the effect.

ADD COMMENTlink written 1 day ago by Asaf8.0k

That's too bad, I guess I kind of figured that. If I decided to do a GWAS or a chromosome-wide AS, is PCA the best method for correcting for this?

ADD REPLYlink modified 1 day ago • written 1 day ago by kylec17290

Indeed, PC eigenvectors as covariates, but only those eigenvectors that actually stratify the population(s) via bi-plots, or that have statistically significant p-values when regressed to population. I notice that a few groups naively include XY number of eigenvectors without even checking whether or not they are related to population structure.

ADD REPLYlink modified 1 day ago • written 1 day ago by Kevin Blighe61k

Thanks Kevin. Do you have any references that I can read on how to stratify via bi-plots/regress to population?

ADD REPLYlink written 1 day ago by kylec17290

It's such a common procedure such that it will be mentioned in many published manuscripts. For example, I just went to my search engine and searched for ncbi control population pc eigenvectors, and many hits came up.

ADD REPLYlink written 16 hours ago by Kevin Blighe61k
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