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).

• 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

• MultiPert: An adversarial alignment and dual attention framework for single-cell multi-omics perturbation prediction.

  PMID 41811907 · PMC12998955 · PLoS computational biology · 2026 · 8 claims · 7 setups

  Full-text index only

  MultiPert reliably predicts both perturbed gene expression and protein abundance profiles from single-cell multi-omics data

  thp-1 kidney gse156478 computational zinb-vae autoencoder eccite-seq

• AXOLOTL: an accurate method for detecting aberrant gene expression in rare diseases using coexpression constraints.

  PMID 42083807 · PMC13198384 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  AXOLOTL is a novel ensemble outlier detection method that incorporates coexpression constraints to detect aberrant gene expression events in RNA expression matrices.

  gtex skin-derived skeletal ly111 bulk shap

• PICDGI: A framework for predicting cancer driver genes through dynamic gene-gene interaction modeling of single-cell data.

  PMID 42044093 · PMC13119913 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Full-text index only

  PICDGI is a Bayesian framework that predicts driver-like regulatory genes by integrating dynamic gene-gene interaction modeling with scRNA-seq data, without using DNA mutation calls

  lung pediatric same scrna-seq moran's

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

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

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Symbiosis genes show a unique pattern of introgression and selection within a Rhizobium leguminosarum species complex.

  PMID 32176601 · PMC7276703 · Microbial genomics · 2020 · 8 claims · 8 setups

  Has reproduction · 79

  196 R. leguminosarum sv. trifolii strains form a five-species complex (gsA-gsE) with generally little recent between-species gene transfer, aside from a few highly mobile genetic regions

  rhizobium strains genotype genome whole-genome orthologous snp

• 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

• 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

• multiDEGGs: Single or Multiomic Differential Network Analysis for Biomarker Discovery and Feature Engineering for Predictive Modeling.

  PMID 41993882 · PMC13082464 · Computational and structural biotechnology journal · 2026 · 8 claims · 3 setups

  Full-text index only

  multiDEGGs is a CRAN R package enabling differential network analysis in single or multiomic scenarios by identifying differentially expressed gene-gene pairs rather than single differentially expressed genes

  synthetic synovial eight simulated bulk machine

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• ScLRTC: imputation for single-cell RNA-seq data via low-rank tensor completion.

  PMID 34844559 · PMC8628418 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  scLRTC imputes dropout entries closest to the original expression values on simulated datasets, outperforming other state-of-the-art methods by SSE and PCC.

  usoskin pollen zeisel yan scrna-seq umap masking

• 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

• Tissue plasminogen activator and plasminogen activator inhibitor type 1 gene polymorphism in patients with gastric ulcer complicated with bleeding.

  PMID 12589088 · PMC3054991 · Journal of Korean medical science · 2003 · 6 claims · 5 setups

  Full-text index only

  The t-PA I/D or D/D genotype is significantly associated with duodenal (vs gastric) ulcer location

  genomic randomly patients endoscopic allele-specific pcr logistic

• Loss of long-range co-expression is a common feature in cancer.

  PMID 41935098 · PMC13247121 · NPJ systems biology and applications · 2026 · 8 claims · 7 setups

  Full-text index only

  In cancer, the strongest co-expressed gene pairs (top MI values) are predominantly intra-chromosomal, unlike in normal tissue.

  tissues same bladder cancer bulk differential bootstrap

• 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

• Metabolic syndrome: from epidemiology to systems biology.

  PMID 18852695 · PMC2829312 · Nature reviews. Genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  MetSyn component traits (obesity, insulin resistance, dyslipidaemia, hypertension) exhibit causal interactions and common etiologies rather than being independent conditions

  populations rats adipose four genome-wide linkage gene

• Reconstructing transcriptional regulatory networks through genomics data.

  PMID 20048387 · PMC3666560 · Statistical methods in medical research · 2009 · 7 claims · 5 setups

  Full-text index only

  Location data (ChIP-chip/ChIP-seq) alone is insufficient for TRN inference because binding does not imply regulation, TF binding is dynamic across conditions/time, and TRNs involve combinatorial effects of multiple TFs not captured by single-TF ChIP experiments.

  yeast generic perturbations followed chip-chip chip-seq gene

• Size matters: just how big is BIG?: Quantifying realistic sample size requirements for human genome epidemiology.

  PMID 18676414 · PMC2639365 · International journal of epidemiology · 2009 · 7 claims · 2 setups

  Full-text index only

  Conventional power calculations for case-control studies disregard analytic complexity (e.g. clinical assessment errors, unmeasured aetiological determinants) and can seriously underestimate true sample size requirements

  simulated simulation-based simulated

• Co-regulation and function of FOXM1/RHNO1 bidirectional genes in cancer.

  PMID 33890574 · PMC8104967 · eLife · 2021 · 8 claims · 8 setups

  Has reproduction · 76

  FOXM1 and RHNO1 are head-to-head bidirectional genes regulated by a shared bidirectional promoter (F/R-BDP)

  tcga ft282 gistic expression rt-qpcr

• 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

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway