21 research outputs found

    Power as a multiple of current effective sample size for Crohn’s disease and schizophrenia.

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    <p>Black line displays estimated proportion of additive genetic variance due to large effects for CD data, using a GWAS significance threshold of 5 × 10<sup>−8</sup>, current sample size (log<sub>2</sub> 32 = 0) to 64 times current sample size (log<sub>2</sub> 32 = 5). Red line displays same quantities for schizophrenia data.</p

    Empirical and model-based replication rates for schizophrenia.

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    <p>Empirical (black lines) and model-based (red lines) finite sample replication estimates. Left panel displays the average replication proportion conditional on discovery sample <i>z</i>-scores, for 30% of the overall sample apportioned to discovery sample, with the remainder apportioned to the replication sample. Red lines are computed from best fitting scale mixture of two normals. The middle panel displays the same for 50%, and the right panel for 70% of the overall sample apportioned to the training sample.</p

    Empirical and model-based posterior expectations and variances for schizophrenia and Crohn’s disease.

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    <p><i>Upper left panel</i>: Schizophrenia empirical conditional mean of split-half replication <i>z</i>-scores (purple line) and fitted effect sizes from scale mixture of normals model (yellow line). <i>Lower left panel</i>: Schizophrenia empirical conditional variance of split-half replication <i>z</i>-scores (purple line) and fitted variances from scale mixture of normals model (yellow line). <i>Upper right panel</i>: Crohn’s disease empirical conditional mean of split-half replication <i>z</i>-scores (purple line) and fitted effect sizes from scale mixture of normals model (yellow line). <i>Lower right panel</i>: Crohn’s disease empirical conditional variance of split-half replication <i>z</i>-scores (purple line) and fitted variances from scale mixture of normals model (yellow line).</p

    Replication proportions and predicted replication probabilities.

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    <p>Local fdr estimate are shown on the x-axis (binned from 0 to 1 in increments of 0.10), with discovery fdr computed on 26 randomly selected sub-studies in the PGC schizophrenia data consisting of 17,691 cases and 24,683 controls on <i>N</i> = 129,973 SNPs pruned to pairwise LD ≀ 0:20. For the independent replication sample we computed the meta-analysis <i>z</i>-scores using the remaining 26 studies, with 17,785 cases and 22,156 controls. Replication was defined as: (i) discovery and replication <i>z</i>-scores have same sign, and (ii) replication <i>z</i>-score associated with one-tailed <i>p</i>-value ≀ 0:05. Black squares show actual replication proportions for each bin, whereas red squares show mean predicted replication probabilities given in <a href="http://www.plosgenetics.org/article/info:doi/10.1371/journal.pgen.1005717#pgen.1005717.e087" target="_blank">Eq (15)</a>.</p

    Schizophrenia association enrichment in eQTLs.

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    Q-Q and fold enrichment plots for adipose, epidermal, LCL and whole blood eQTLs. The baseline is determined by respectively matched control SNP sets. The fold enrichment is displayed in logarithmic scale.</p

    Schizophrenia association enrichment of eQTLs with different Roadmap functional annotations.

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    Chi-squared general linear model coefficients for eQTLs of different tissues (adipose, epidermal, lymphoblastoid cell lines (LCL), whole blood) and location (proximal, distal) affiliated to different Roadmap functional elements. “All” stands for all eQTLs (* p p < 0.001).</p

    Relationship between polygenicity and eQTL association enrichment across different GWASes.

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    Differences (Mann-Whitney test p-values) in association p-values between eQTLs and control variants of various types as functions of the estimated proportions of non-null associations. The GWAS names or acronyms are color-coded to represent different categories (azure = anthropometric [height]; red = cardiovascular, systolic blood pressure [SBP]; green = immune, rheumatoid arthritis [RA]; gold = metabolic, body mass index [BMI], type-II diabetes [T2D]; black = schizophrenia) and their sizes are proportional to the respective chi-squared linear model coefficients (* p p < 0.001).</p
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