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).

• Meta-analysis of six dairy cattle breeds reveals biologically relevant candidate genes for mastitis resistance.

  PMID 39009986 · PMC11247842 · Genetics, selection, evolution : GSE · 2024 · 5 claims · 8 setups

  Has reproduction · 69

  Meta-analysis of GWAS across six dairy cattle breeds identifies 58 lead markers associated with clinical mastitis and somatic cell score

  six combined per-breed genome-wide sequence-based trans-ethnic fixed-effect

• Public health genomics approach to type 2 diabetes.

  PMID 18971439 · PMC2570384 · Diabetes · 2008 · 7 claims · 3 setups

  Full-text index only

  Combining GWAS-discovered genetic variants provides only weak predictive ability for type 2 diabetes and adds little beyond established clinical risk factors (age, sex, BMI).

  population-based white genetic genotyping systematic

• The impact of haplotypes derived from Chinese pigs on genetic variation and economic traits in the Duroc breed.

  PMID 41131451 · PMC12551222 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 8 setups

  Has reproduction

  Significant genetic introgression from Chinese pigs into commercial European pig lines is confirmed using SNP chip and resequencing data.

  chinese pigs duroc muscle snp genome low-coverage

• 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

• Discovery and validation of new molecular targets in treating dyslipidemia: the role of human genetics.

  PMID 20211435 · PMC3328807 · Trends in cardiovascular medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  Mendelian randomization uses genetic variants as a 'randomized trial of nature' to assess causal relationships between lipid biomarkers and CHD, overcoming confounding and reverse causality limitations of observational epidemiology.

  population myocardial individuals animal genome-wide case-control gene

• Dissection of multiple sclerosis genetics identifies B and CD4+ T cells as driver cell subsets.

  PMID 35672799 · PMC9175345 · Genome biology · 2022 · 8 claims · 7 setups

  Has reproduction

  CD4+ T cells and B cells independently and significantly contribute to MS GWAS heritability enrichment, distinct from a merely shared immune regulatory landscape.

  flow-sorted cd4+ hematopoietic gwas bulk atac-seq stratified

• 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

• 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

• Decoding and reconstructing disease relations between dry eye and depression: a multimodal investigation comprising meta-analysis, genetic pathways and Mendelian randomization.

  PMID 38548265 · PMC11954816 · Journal of advanced research · 2025 · 8 claims · 8 setups

  Has reproduction · 79

  Meta-analysis confirmed a positive association between DED and DEP occurrence

  patients taiwan biobank twb meta-analysis genome-wide score

• Differentially expressed genes reflect disease-induced rather than disease-causing changes in the transcriptome.

  PMID 34561431 · PMC8463674 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 100

  revTWMR, a reverse transcriptome-wide Mendelian Randomization approach integrating GWAS and whole-blood trans-eQTL summary statistics, is proposed to estimate the causal effect of a phenotype on gene expression.

  blood ra-associated genome-wide revtwmr transcriptome-wide reverse functional

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 83

  Non-reproducibility is a common problem in biomarker discovery: independently derived biomarker sets for the same phenotype frequently share very few features across studies

  gse7390 geo ega tcga-brca t-test-based reproducibility genome-wide