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).

• Empirical codon substitution matrix.

  PMID 15927081 · PMC1173088 · BMC bioinformatics · 2005 · 8 claims · 5 setups

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  The authors present the first empirical codon substitution matrix built entirely from alignments of vertebrate coding DNA sequences.

  orthologous million codon same pairwise empirical comparative

• PDA: Pooled DNA analyzer.

  PMID 16643673 · PMC1539032 · BMC bioinformatics · 2006 · 8 claims · 4 setups

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  No software existed prior to PDA for complete pooled-DNA analysis including data standardization, allele frequency estimation, and single/multipoint association tests

  heterozygous pools ordered peak pooled single-point

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• Detecting natural selection by empirical comparison to random regions of the genome.

  PMID 19783549 · PMC2778377 · Human molecular genetics · 2009 · 8 claims · 5 setups

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  Comparing candidate loci to empirically matched random genomic regions (ENCODE data) avoids the strong demographic/mutation assumptions required by theoretical neutral models and provides a robust test for selection

  ceu genomic simulated long-read snp population

• Human PAML browser: a database of positive selection on human genes using phylogenetic methods.

  PMID 17962310 · PMC2238824 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  The Human PAML Browser is a web-accessible database of codeml-based positive selection test results for 13,721 human genes with orthologs in UCSC multispecies alignments.

  same genes orangutan codeml gene sequence

• Genetical genomic determinants of alcohol consumption in rats and humans.

  PMID 19874574 · PMC2777866 · BMC biology · 2009 · 8 claims · 6 setups

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  A genetical genomics approach combining brain gene expression, bQTL, and eQTL analysis in HXB/BXH RI rats identifies candidate genes for alcohol consumption

  hxb naive caucasian two-bottle behavioral brain

• 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

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA-derived hub genes with a VAE-derived 10-dimensional representation as features for an SVM classifier achieves high accuracy (0.9692) and AUC (0.9981) for colorectal cancer prediction.

  colorectal combined differentially crc microarray differential weighted

• 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

• SNP@Evolution: a hierarchical database of positive selection on the human genome.

  PMID 19732458 · PMC2755008 · BMC evolutionary biology · 2009 · 7 claims · 6 setups

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  SNP@Evolution is a hierarchical database integrating HET, FST, and iHS from HapMap Phase II and III to identify genome-wide positive selection signals

  hapmap autosomes simulated sliding snp sliding haplotype-based

• Forseti: a mechanistic and predictive model of the splicing status of scRNA-seq reads.

  PMID 38940130 · PMC11256924 · Bioinformatics (Oxford, England) · 2024 · 7 claims · 5 setups

  Has reproduction · 87

  Forseti is the first probabilistic model for resolving the splicing status of exonic scRNA-seq reads by scoring putative fragments linking read alignments to proximate priming sites

  training simulated held-out paired-end cubic mlp

• 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

• Testing groups of genomic locations for enrichment in disease loci using linkage scan data: a method for hypothesis testing.

  PMID 16848972 · PMC3525155 · Human genomics · 2006 · 8 claims · 2 setups

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  A method testing enrichment of a group of genomic locations for disease loci by comparing the average NPL score of the group to a null distribution from randomly drawn groups of equal size

  simulated pedigrees simulated real

• Transcriptome analysis reveals differential splicing events in IPF lung tissue.

  PMID 24647608 · PMC3960165 · PloS one · 2014 · 8 claims · 6 setups

  Has reproduction · 81

  873 genes are differentially expressed in IPF lung tissue versus healthy controls at FDR<5%, with more up-regulated than down-regulated genes.

  lung discovery gene gse24206 sequencing rna-seq real-time

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction