SingleBrain: Single-nucleus Expression QTL Meta-analysis Summary Statistics across Multiple Human Brain Cohorts
Authors/Creators
Description
https://github.com/RajLabMSSM/SingleBrain
Full associations and top association summary statistics for QTLs mapped in a meta-analysis across multiple human brain single-nucleus RNA seq cohorts, as part of the "SingleBrain" project.
Sample size = 983 European ancestry donors from 757 unique donors
4 cohorts (Fujita et al., Mathys et al., Bryois et al., Gabitto et al.) meta-analyzed using the linear mixed model random-effects meta-analysis software mmQTL (PMID: 35058635).
Each file has the following naming convention:
{Cell type}_eqtl_{ASSOC}.tsv.gz
References
The following reference was used for mapping phenotypes:
1. GENCODE - GENCODE v38 comprehensive transcripts (https://www.gencodegenes.org/human/release_38.html)
Cell type
The following brain 7 major cell types and 28 subtypes were tested for genetic association:
- Ast: astrocytes
- End: endothelial cells
- Ext: excitatory neurons
- IN: inhibitory neurons
- MG: microglia
- OD: oligodendrocytes
- OPC: oligodendrocyte progenitor cell
Each subtype has numbers appended after cell names.
- MiGA3: A meta-analysis that integrated data from the isoMiGA
(https://zenodo.org/records/8250771)
All phenotype matrices were scaled and centered and then quantile normalized.
Associations
Top associations (top_assoc.tsv.gz) list the SNP-feature pair with the lowest adjusted P-value (qval) for that feature.
Full associations (full_assoc.tsv.gz) list all tested SNP-feature pairs.
Data dictionary
The columns of the two association files only differ by the presence of the qval column in the top associations.
feature: the phenotype being tested
variant_id: the genetic variant being tested
chr: chromosome
pos: position (hg38)
ref: reference allele
alt: alternate allele
Allele: the effect allele that the beta is relative to
beta_tissue_0: Fujita et al. cohort beta
sd_tissue_0: Fujita et al. cohort standard error
z_tissue_0: Fujita et al. cohort Z-score
beta_tissue_1: Mathys et al. cohort beta
sd_tissue_1: Mathys et al. cohort standard error
z_tissue_1: Mathys et al. cohort Z-score
beta_tissue_2: Gabitto et al. cohort beta
sd_tissue_2: Gabitto et al. cohort standard error
z_tissue_2: Gabitto et al. cohort Z-score
beta_tissue_3: Bryois et al. cohort beta
sd_tissue_3: Bryois et al. cohort standard error
z_tissue_3: Bryois et al. cohort Z-score
fixed_beta: Fixed effect meta-analysis estimate of the beta
fixed_sd: Fixed effect meta-analysis standard error of the beta
fixed_z: Fixed effect meta-analysis Z-score
Random_Z: Random effect meta-analysis Z-score
Fixed_P: Fixed effect meta-analysis P-value
Random_P: Random effect meta-analysis P-value
Fixed_bonf: Fixed effect meta-analysis P-value adjusted for the number of variants tested in that feature (Bonferroni)
Random_bonf: Random effect meta-analysis P-value adjusted for the number of variants tested in that feature (Bonferroni)
Fixed_FDR: Fixed effect meta-analysis P-value adjusted for the number of variants tested in that feature (FDR)
Random_FDR: Random effect meta-analysis P-value adjusted for the number of variants tested in that feature (FDR)
qval: Random effect meta-analysis P-value adjusted for the number of variants tested in that feature (FDR) and for the number of features tested in the dataset (Storey's q value)
Files
Files
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