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).

• GeneSetCart: assembling, augmenting, combining, visualizing, and analyzing gene sets.

  PMID 40208796 · PMC11984350 · GigaScience · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  GeneSetCart is a web-based platform that lets users assemble, augment, combine, visualize, and analyze gene sets from multiple sources in one place

  user-assembled archs4 generif-derived aggregated gene gene-gene literature

• 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

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• VIGET: A web portal for study of vaccine-induced host responses based on Reactome pathways and ImmPort data.

  PMID 37180100 · PMC10172660 · Frontiers in immunology · 2023 · 7 claims · 7 setups

  Has reproduction · 64

  VIGET is a web portal that lets users select vaccines/ImmPort studies, run differential gene expression analysis, and perform Reactome-based pathway enrichment and functional interaction network construction

  blood lists differentially individual differential pathway functional

• Comprehensive bioinformatics analysis and experimental verification identify mitochondrial gene Dgat2 as a novel therapeutic biomarker for myocardial ischemia-reperfusion.

  PMID 40510478 · PMC12159077 · Frontiers in endocrinology · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  Dgat2 is a hub mitochondria-related differentially expressed gene (MitoDEG) that can serve as a novel biomarker and therapeutic target in MI/RI

  heart degs dgat2 mitodegs microarray kegg protein-protein

• Parsimonious Gene Correlation Network Analysis (PGCNA): a tool to define modular gene co-expression for refined molecular stratification in cancer.

  PMID 30993001 · PMC6459838 · NPJ systems biology and applications · 2019 · 8 claims · 7 setups

  Has reproduction · 71

  Retaining only the top ~3 most correlated edges per gene (EPG3) combined with FastUnfold clustering (termed PGCNA) produces gene co-expression modules with significantly better separation and enrichment of known biology than using all edges or other clustering methods.

  breast colorectal brca representative gene comparative multi-omic

• Meta-analysis of inter-species liver co-expression networks elucidates traits associated with common human diseases.

  PMID 20019805 · PMC2787626 · PLoS computational biology · 2009 · 8 claims · 8 setups

  Full-text index only

  A novel semi-parametric meta-analysis method (based on a gene-centric Glass's d effect size) outperforms existing parametric and non-parametric meta-analysis methods at identifying functionally coherent gene pairs across species.

  liver simulated conserved nearly gene simulation kolmogorov-smirnov

• Web-based resources for comparative genomics.

  PMID 16197736 · PMC3525128 · Human genomics · 2005 · 8 claims · 8 setups

  Full-text index only

  Comparative genomics is an indispensable tool for identifying functional genome elements and exploring evolutionary genome dynamics

  yeast chimpanzee mammalian protein-coding comparative genome maximum-likelihood

• Transcription network construction for large-scale microarray datasets using a high-performance computing approach.

  PMID 18366618 · PMC2386070 · BMC genomics · 2008 · 8 claims · 7 setups

  Full-text index only

  RMT removes the random noise component of the gene expression correlation matrix by testing its eigenvalue statistics against a null hypothesis derived from a truly random correlation matrix

  yeast liver eight-node microarray k-means hybrid

• Identification of gene interactions associated with disease from gene expression data using synergy networks.

  PMID 18234101 · PMC2258206 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Synergy of a gene pair with respect to disease, defined as I(G1,G2;C) - [I(G1;C)+I(G2;C)], identifies gene pairs that interact cooperatively with respect to a phenotype rather than independently.

  prostate simulated microarray simulated permutation

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  Autoencoder networks based on 266 shared DEGs reveal a comorbidity (positive) relationship between Alzheimer's disease and lung cancer.

  brain lung integrated shared microarray differential autoencoder

• Genome-wide prediction of functional gene-gene interactions inferred from patterns of genetic differentiation in mice and men.

  PMID 18270580 · PMC2217631 · PloS one · 2008 · 8 claims · 6 setups

  Full-text index only

  Pairs of unlinked SNPs showing excess genetic differentiation (LD in mouse RILs, Fst in human populations) beyond what simulations/coalescent models predict by chance represent candidate functionally interacting (epistatic) gene pairs.

  bxd simulated subset populations genome-wide simulation genotype-phenotype

• Systems genetics of alcoholism.

  PMID 23584748 · PMC3860445 · Alcohol research & health : the journal of the National Institute on Alcohol Abuse and Alcoholism · 2008 · 8 claims · 8 setups

  Full-text index only

  Alcoholism is a multifactorial disease driven by interacting genetic, social, and environmental factors, with genetics accounting for 50-60% of risk.

  families drosophila mice han linkage metabolic gene

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 6 setups

  Has reproduction · 53

  spliceJAC quantifies multivariate mRNA splicing from unspliced/spliced count matrices to construct cell state-specific gene-gene (Jacobian) interaction matrices.

  two-gene three-gene emt circuit simulation grn scrna-seq

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

  PMID 39009986 · PMC11247842 · Genetics, selection, evolution : GSE · 2024 · 6 claims · 8 setups

  Has reproduction · 69

  Meta-analysis of GWAS across multiple breeds for CM and SCS identified 58 lead markers associated with mastitis incidence, including 16 loci not overlapping previously identified QTL in AnimalQTLdb.

  six multi-breed per-breed bovine genome-wide single-trait trans-ethnic

• Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.

  PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another

  scrna-seq tcga-gbm gse131928 tumor gene pairwise principal

• COXPRESdb v8: an animal gene coexpression database navigating from a global view to detailed investigations.

  PMID 36350658 · PMC9825429 · Nucleic acids research · 2023 · 8 claims · 6 setups

  Has reproduction · 84

  COXPRESdb version 8 adds CoexMap (UMAP-based genome-scale coexpression visualization), KEGG pathway enrichment summaries, and CoexPub (literature-linking tool) as new analysis features.

  animal same coexpression gene rnaseq-based microarray-based pathway

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

  Full-text index only

  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• Information-based methods for predicting gene function from systematic gene knock-downs.

  PMID 18959798 · PMC2596148 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Information-based metrics, which incorporate a phenotype's genomic frequency, outperform non-information-based metrics for detecting gene-gene functional similarity from phenotypic knock-down profiles.

  caenorhabditis elegans saccharomyces interference computational genome-wide