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).

• Imputation-based analysis of association studies: candidate regions and quantitative traits.

  PMID 17676998 · PMC1934390 · PLoS genetics · 2007 · 8 claims · 2 setups

  Full-text index only

  Imputation-based Bayesian regression increases power to detect association compared with standard single-SNP tests, even when the causal variant is directly typed

  study phenotyped genotype bayesian

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• 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

  Full-text index only

  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

• Application of two machine learning algorithms to genetic association studies in the presence of covariates.

  PMID 19014573 · PMC2620353 · BMC genetics · 2008 · 8 claims · 3 setups

  Full-text index only

  The relative performance of RF and MARS for detecting genotype-trait associations depends on both the strategy used to handle covariates and the true underlying model of association (e.g., confounding vs. mediation vs. interaction).

  simulated cohort simulation applied

• Extension of type 2 diabetes genome-wide association scan results in the diabetes prevention program.

  PMID 18544707 · PMC2518503 · Diabetes · 2008 · 8 claims · 4 setups

  Full-text index only

  None of the selected GWAS-identified SNPs individually were associated with increased diabetes incidence in the DPP cohort

  dpp snp cox oral

• Six new loci associated with blood low-density lipoprotein cholesterol, high-density lipoprotein cholesterol or triglycerides in humans.

  PMID 18193044 · PMC2682493 · Nature genetics · 2008 · 8 claims · 7 setups

  Full-text index only

  GWAS plus targeted replication identified 18 loci reproducibly associated with LDL cholesterol, HDL cholesterol, and/or triglycerides, six of which are newly identified

  blood liver fasting genome-wide targeted liver

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

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

  Full-text index only

  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

• Analysis of genetic variability and whole genome linkage of whole-brain, subcortical, and ependymal hyperintense white matter volume.

  PMID 19834011 · PMC2787844 · Stroke · 2009 · 8 claims · 5 setups

  Full-text index only

  Whole-brain, subcortical, and ependymal HWM volumes are all highly heritable

  mexican extracted same structural genotyping heritability

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 5 claims · 8 setups

  Has reproduction · 55

  Several co-expressed gene modules are significantly associated with left ventricle ejection fraction (LVEF) and the DCM phenotype, enriched in fibrosis-related, small molecule transporting-related, and immune response-related pathways.

  heart degs gene rna-seq bulk differential gene

• DESE: estimating driver tissues by selective expression of genes associated with complex diseases or traits.

  PMID 31694669 · PMC6836538 · Genome biology · 2019 · 8 claims · 8 setups

  Has reproduction · 56

  DESE is a unified iterative framework that estimates driver tissues of complex diseases/traits from tissue-selective expression of GWAS-associated genes, and outputs prioritized susceptibility genes as a byproduct

  tissues schizophrenia bipolar coronary rna-seq gwas gene

• The EPHA2 gene is associated with cataracts linked to chromosome 1p.

  PMID 19005574 · PMC2582197 · Molecular vision · 2008 · 5 claims · 5 setups

  Full-text index only

  A heterozygous c.2842G>T (p.G948W) mutation in EPHA2 exon 17 causes autosomal dominant posterior polar cataracts in family Mu

  family case-control genome-wide str pcr

• Isolated populations and complex disease gene identification.

  PMID 18771588 · PMC2575505 · Genome biology · 2008 · 8 claims · 5 setups

  Full-text index only

  Isolated/founder populations are useful for identifying genes underlying common complex diseases, not just rare monogenic diseases.

  genetically icelandic finnish hutterites linkage genome-wide

• Application of Machine Learning in Predicting Hepatic Metastasis or Primary Site in Gastroenteropancreatic Neuroendocrine Tumors.

  PMID 37887568 · PMC10605255 · Current oncology (Toronto, Ont.) · 2023 · 8 claims · 7 setups

  Has reproduction · 59

  Multi-gene random forest models classify primary tumor vs. liver metastasis samples with 100% accuracy in training/test cohorts and >90% accuracy in an independent validation cohort

  pancreatic rna-seq liver tumor bulk machine multi-label

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs

  afb1 breast training candidate computational bulk weighted