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).

• Genetic architecture of natural variation of cardiac performance from flies to humans.

  PMID 36383075 · PMC9668334 · eLife · 2022 · 8 claims · 7 setups

  Has reproduction · 74

  Natural genetic variation significantly influences cardiac performance traits (rhythmicity and contractility) across 167 DGRP lines

  drosophila dgrp gene induced high-speed genome-wide epistasis

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Adaptations to climate in candidate genes for common metabolic disorders.

  PMID 18282109 · PMC2242814 · PLoS genetics · 2008 · 8 claims · 7 setups

  Full-text index only

  A network-based bioinformatics approach (Molecular Triangulation) was used to select 82 candidate genes belonging to the core subnetwork of metabolic syndrome phenotypes.

  individuals population genic compiled snp spearman bayesian

• Predictive genomics of cardioembolic stroke.

  PMID 19064790 · PMC2752697 · Stroke · 2009 · 8 claims · 4 setups

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  A Bayesian network multivariate model achieves 86% predictive accuracy (AUC) for cardioembolic stroke on fitted values

  blood-derived gasros same custom bayesian roc

• Integrated weighted gene co-expression network analysis with an application to chronic fatigue syndrome.

  PMID 18986552 · PMC2625353 · BMC systems biology · 2008 · 8 claims · 6 setups

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  Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers

  cfs most candidate second microarray snp weighted

• An evaluation of the performance of tag SNPs derived from HapMap in a Caucasian population.

  PMID 16532062 · PMC1391920 · PLoS genetics · 2006 · 8 claims · 5 setups

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  CEU HapMap-derived tSNPs capture most of the genetic variation observed in the Estonian (EGP) population sample

  individuals hapmap egp snp tag median-joining

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

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  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random

• The estrogen hypothesis of schizophrenia implicates glucose metabolism: association study in three independent samples.

  PMID 18460190 · PMC2391158 · BMC medical genetics · 2008 · 8 claims · 4 setups

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  A novel candidate-gene selection strategy combining unbiased schizophrenia expression/linkage data with the estrogen hypothesis as a biological filter identifies glycolysis as a candidate pathway network for schizophrenia

  case-control same compilation snp haplotype pairwise

• The 21st century hepatologist and a systems biology based approach to liver diseases.

  PMID 19026013 · PMC2712824 · Hepatology (Baltimore, Md.) · 2008 · 7 claims · 3 setups

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  Network models covering the majority of an organism's genes can accurately predict phenotypic effects of gene perturbations in multicellular organisms

  caenorhabditis cohorts computational genome-wide whole-genome

• AMR-GNN: a multi-representation graph neural network framework to enable genomic antimicrobial resistance prediction.

  PMID 41792137 · PMC13087051 · Nature communications · 2026 · 7 claims · 8 setups

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  AMR-GNN, a graph neural network integrating multiple genomic representations (unitigs, SNPs, FCGR) via low-rank multimodal fusion, improves AMR phenotype prediction in P. aeruginosa compared to single-representation baseline models.

  pseudomonas aeruginosa escherichia coli whole-genome elastic convolutional

• Stage-stratified molecular profiling of non-muscle-invasive bladder cancer enhances biological, clinical, and therapeutic insight.

  PMID 35028613 · PMC8714941 · Cell reports. Medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 75

  Stage-stratified molecular subclassification (analyzing Ta and T1 separately) is more biologically and clinically informative than subtypes derived from all NMIBC combined, especially for T1 tumors.

  stage combined patients copy genome-wide targeted

• Gene co-expression network analysis in human spinal cord highlights mechanisms underlying amyotrophic lateral sclerosis susceptibility.

  PMID 33707641 · PMC7970949 · Scientific reports · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  WGCNA on control human cervical spinal cord RNA-seq identifies 13 co-expression modules (SC.M1-M13), each representing distinct biological processes or cell types.

  cervical als top yeast bulk stratified protein-protein

• Allele quantification using molecular inversion probes (MIP).

  PMID 16314297 · PMC1301601 · Nucleic acids research · 2005 · 8 claims · 5 setups

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  MIP technology at high multiplex (>20,000 SNPs) can provide copy number measurements while simultaneously obtaining allele information

  reference ffpe lines na18573 mip restriction quantitative

• 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

• Comparative Genomics Provide Insight Into the Evolution of European Aphanomyces euteiches Strains.

  PMID 41832745 · PMC13044513 · Genome biology and evolution · 2026 · 8 claims · 8 setups

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  Genome-wide SNP data confirm three genetically distinct A. euteiches populations in Europe, with Italian strains forming a clearly separated group

  euteiches aphanomyces ce1 whole-genome busco comparative

• Population Genomic Analyses Suggest a Hybrid Origin, Cryptic Sexuality, and Decay of Genes Regulating Seed Development for the Putatively Strictly Asexual Kingdonia uniflora (Circaeasteraceae, Ranunculales).

  PMID 36674965 · PMC9866071 · International journal of molecular sciences · 2023 · 8 claims · 8 setups

  Has reproduction · 51

  K. uniflora shows high allelic heterozygosity (negative F_IS) consistent with theoretical expectations under asexual evolution

  uniflora whole-genome phylogenomic population

• Application of machine learning in SNP discovery.

  PMID 16398931 · PMC1955739 · BMC bioinformatics · 2006 · 8 claims · 6 setups

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  PolyBayes produces high false-positive SNP predictions even with stringent parameters

  diverse soybean candidate same sts polybayes polyphred

• Saudi Arabian Y-Chromosome diversity and its relationship with nearby regions.

  PMID 19772609 · PMC2759955 · BMC genetics · 2009 · 8 claims · 5 setups

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  Saudi Arabia differs from other Arabian Peninsula countries by a significantly higher presence of J2-M172 lineages.

  saudi same j1-m267 y-chromosome y-str amova

• Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

  PMID 41909810 · PMC13022592 · Frontiers in bioinformatics · 2026 · 8 claims · 8 setups

  Has reproduction · 56

  ChickpeaOmicsR is the first comprehensive R package that integrates transcriptomic, genomic, and proteomic chickpea data, automates DEG/PPI/GWAS analyses, and standardizes fragmented chickpea gene nomenclature

  cicer bulk gwas protein-protein

• An analysis of human microRNA and disease associations.

  PMID 18923704 · PMC2559869 · PloS one · 2008 · 8 claims · 8 setups

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  MicroRNAs tend to show similar dysfunctional evidence (both up- or both down-regulated) for diseases within the same disease cluster, and different dysfunctional evidence between different disease clusters.

  literature-derived diseases mirnas mirna literature bipartite mirna