Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Detecting purely epistatic multi-locus interactions by an omnibus permutation test on ensembles of two-locus analyses.

  PMID 19761607 · PMC2759961 · BMC bioinformatics · 2009 · 8 claims · 5 setups

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  2LOmb performs an omnibus permutation test on ensembles of two-locus analyses via a four-step algorithm (two-locus analysis, permutation test, global p-value determination, progressive ensemble search)

  simulated same snp type two-locus 2lomb benchmark

• Size matters: just how big is BIG?: Quantifying realistic sample size requirements for human genome epidemiology.

  PMID 18676414 · PMC2639365 · International journal of epidemiology · 2009 · 7 claims · 2 setups

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  Conventional power calculations for case-control studies disregard analytic complexity (e.g. clinical assessment errors, unmeasured aetiological determinants) and can seriously underestimate true sample size requirements

  simulated simulation-based simulated

• Screening large-scale association study data: exploiting interactions using random forests.

  PMID 15588316 · PMC545646 · BMC genetics · 2004 · 7 claims · 3 setups

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  Random forest importance measure significantly outperforms the Fisher Exact test as a screening tool when risk SNPs interact.

  simulated same simulation random fisher

• Accuracy of predicting the genetic risk of disease using a genome-wide approach.

  PMID 18852893 · PMC2561058 · PloS one · 2008 · 8 claims · 4 setups

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  Deterministic equations can predict the accuracy (r_gĝ) of genome-wide genetic risk/value prediction for continuous, dichotomous, and case-control study designs.

  simulated stochastic

• What can genome-wide association studies tell us about the genetics of common disease?

  PMID 18454206 · PMC2323402 · PLoS genetics · 2008 · 8 claims · 4 setups

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  Apparent patterns of common, low-effect disease-associated alleles largely reflect statistical power of studies rather than the true underlying distribution of disease variants

  case gwa simulated literature cochran-armitage computer

• A method for detecting epistasis in genome-wide studies using case-control multi-locus association analysis.

  PMID 18667089 · PMC2533022 · BMC genomics · 2008 · 7 claims · 2 setups

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  HFCC is a method/software for genome-wide epistasis detection using case-control multi-locus association analysis, combining a fast computing algorithm with flexibility to test a variety of epistatic models.

  blood-derived simulated genome-wide simulation-based

• A simple and efficient algorithm for genome-wide homozygosity analysis in disease.

  PMID 19756043 · PMC2758715 · Molecular systems biology · 2009 · 8 claims · 4 setups

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  A genome-wide AH analysis (GAHA) algorithm can identify disease-associated loci by comparing frequencies of homozygous segments between cases and controls using a z-statistic proportion test

  unrelated simulated selected genes genome-wide statistical logistic

• Calibrating the performance of SNP arrays for whole-genome association studies.

  PMID 18584036 · PMC2432039 · PLoS genetics · 2008 · 8 claims · 7 setups

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  Previous SNP array genetic coverage estimates are inflated due to SNP overfitting and sample overfitting, since they were evaluated on the same HapMap SNPs/individuals used to design the arrays.

  american liver simulated hapmap snp gene simulation-based

• PedGenie: an analysis approach for genetic association testing in extended pedigrees and genealogies of arbitrary size.

  PMID 16620382 · PMC1459209 · BMC bioinformatics · 2006 · 7 claims · 3 setups

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  PedGenie is a valid, flexible statistical tool for genetic association analysis in pedigrees of arbitrary size and structure using Monte Carlo significance testing

  simulated gaw12 breast monte pedigree-based genetic

• Simultaneous analysis of all SNPs in genome-wide and re-sequencing association studies.

  PMID 18654633 · PMC2464715 · PLoS genetics · 2008 · 8 claims · 5 setups

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  A Bayesian-inspired penalised maximum likelihood stochastic search method can simultaneously analyse all SNPs (up to 500K) from a GWA study in a few hours on a desktop workstation

  fregene-simulated 80k-snp 480k 192k simulated null whole-genome

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• Is replication the gold standard for validating genome-wide association findings?

  PMID 19112512 · PMC2605260 · PloS one · 2008 · 8 claims · 4 setups

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  The probability of replicating a specific GWA-identified variant decreases as the number of independent GWA/replication studies increases, when individual study power is less than 100%.

  simulated diallelic hypothetical four statistical marker bayesian

• PRESTO: rapid calculation of order statistic distributions and multiple-testing adjusted P-values via permutation for one and two-stage genetic association studies.

  PMID 18620604 · PMC2483288 · BMC bioinformatics · 2008 · 8 claims · 4 setups

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  PRESTO is an order of magnitude faster than other existing permutation testing software for genetic association studies.

  case-control same wtccc genome-wide benchmark stratified

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• Relation of candidate genes that encode for endothelial function to migraine and stroke: the Stroke Prevention in Young Women study.

  PMID 19661472 · PMC2753702 · Stroke · 2009 · 8 claims · 6 setups

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  EDN SNP rs1800542 is associated with increased ischemic stroke risk in Caucasian women

  international spyw candidate haplotype population

• CGHPRO -- a comprehensive data analysis tool for array CGH.

  PMID 15807904 · PMC1274268 · BMC bioinformatics · 2005 · 8 claims · 3 setups

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  CGHPRO is a user-friendly, versatile, stand-alone Java tool for normalization, visualization, breakpoint detection and comparative analysis of array-CGH data

  tiling artificially array

• POCUS: mining genomic sequence annotation to predict disease genes.

  PMID 14611661 · PMC329128 · Genome biology · 2003 · 8 claims · 6 setups

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  Genes predisposing to the same disease tend to share functional annotation IDs (GO/InterPro) more than expected by chance

  omim genome disease comparative pocus expression-id

• A hierarchical and modular approach to the discovery of robust associations in genome-wide association studies from pooled DNA samples.

  PMID 18194558 · PMC2248205 · BMC genetics · 2008 · 8 claims · 5 setups

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  A hierarchical/modular approach integrating quality control, LD, physical distance, and gene ontology identifies authentic associations among those found by statistical tests in pooled DNA GWAS

  pooled sickle centenarian snp pooled gene

• Computation of haplotypes on SNPs subsets: advantage of the "global method".

  PMID 17067372 · PMC1636337 · BMC genetics · 2006 · 6 claims · 4 setups

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  The global method for subhaplotyping always yields a lower error rate than the direct method across datasets and SNP subset sizes

  gh1 apoe coalescent-model-simulated griv computational genetic

• Highly cost-efficient genome-wide association studies using DNA pools and dense SNP arrays.

  PMID 18276640 · PMC2346606 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  Illumina HumanHap300 arrays are substantially more efficient than Affymetrix Genechip HindIII arrays for DNA-pooling based GWAS

  pools same publicly simulated pooling individual simulation