Fine-mapping
Last updated
Last updated
We fine-mapped each region from the GWASs where a variant reached p < 1-6. Each region was fine-mapped with SuSiE 0.8.1.0545 and FINEMAP v1.4_0510.
We used a 3-megabase window (+- 1.5M) around each lead variant and merged overlapping regions into one. After merging, a handful of regions became too large to computationally handle with SuSiE. For such regions, we only merged two overlapping pieces when the LD between the two lead variants was r2 > 0.2. When LD was less than that, we made each of the two overlapping regions non-overlapping by splitting the overlap in half.
The codebase, workflow, and inputs we used for R5 fine-mapping is here: https://github.com/FINNGEN/finemapping-pipeline/releases/tag/r5
The "Credible Sets"-table on a phenotype page in the PheWeb browser shows the SuSiE-fine-mapped credible sets of that phenotype. The variant shown per credible set is the maximum PIP (posterior inclusion probability) variant of that credible set. In addition to the causal variants, variants that were in sufficient LD (pearsonr^2 > 0.05), had a small enough p-value (pval < 0.01), and were close enough to the lead variant (distance to lead variant < 1.5 megabases) were clumped together with the credible set. Variants have been compared against GWAS Catalog and annotated. The LD grouping, annotation and GWAS Catalog comparison were done using the autoreporting pipeline.
The columns of the table are explained below:
Column name
Explanation
top PIP variant
variant with largest PIP int he credible set. Click the arrow to the left of the variant to show the credible set variants
CS quality
This column shows whether the credible set is well-formed. a 'true' value means that the credible set is likely trustworthy, and a 'false' value means that the credible set is likely not trustworthy. Undefined for R5
chromosome
The chromosome in which the credible set lies
p-value
p-value of the top PIP variant
effect size (beta)
effect size of the top PIP variant
Finnish Enrichment
Finnish enrichment of the top PIP variant
Alternate allele frequency
alternate allele frequency of the top PIP variant
Lead Variant Gene
A probable gene of the top PIP variant
# coding in cs
number of coding variants in the credible set. Hover over the number to see the variant, the consequence, and the correlation (pearsonr squared) to the lead variant
# credible variants
number of variants in the credible set
Credible set bayes factor (log10)
The bayes factor related to the credible set
CS matching Traits
Number of matches found in GWAS Catalog for the credible set variants. Hover over the number to see the trait, as well as the associated variant's LD (pearsonr squared) to the lead variant.
LD Partner Traits
Number of matches found in GWAS Catalog to the group of credible variants and variants in LD with the top PIP variant.Hover over the numbr to see the trait, as well as the associated variant's LD (pearsonr squared) to the lead variant.
UKBB
Matching Pan-UKBB trait association