GWAS enrichment analysis

GW Gaowei Wang
JC Joshua Chiou
CZ Chun Zeng
MM Michael Miller
IM Ileana Matta
JH Jee Yun Han
NK Nikita Kadakia
MO Mei-Lin Okino
EB Elisha Beebe
MM Medhavi Mallick
JC Joan Camunas-Soler
TS Theodore dos Santos
XD Xiao-Qing Dai
CE Cara Ellis
YH Yan Hang
SK Seung K. Kim
PM Patrick E. MacDonald
FK Fouad R. Kandeel
SP Sebastian Preissl
KG Kyle J Gaulton
MS Maike Sander
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We tested for enrichment of fine-mapped T2D risk variants from the DIAMANTE consortium for beta cell cCREs defining the beta-1 and beta-2 subtype as well as cCREs with differential activity in T2D. For each set of cCREs, we calculated the cumulative posterior probability of association (cPPA) of all fine-mapped variants overlapping cCREs. We then generated a null distribution of cPPA by randomly selecting the same number of cCREs from the set of all beta cell cCREs across 100,000 permutations. We calculated a p-value as the number of permutations with a higher cPPA than for the observed set of cCREs. We further computed an odds ratio as cPPAobs*(cPPAmax-cPPAmean)/cPPAmean*(cPPAmax-cPPAobs), where cPPAobs was the observed cPPA, cPPAmax is the maximum possible cPPA for that number of sites and cPPAmean is the average cPPA from the null distribution, and took the natural log of the odds ratio.

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