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).

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• 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

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.

  pubmed invasive geo cancer semantic computational gene

• 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

• 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

• 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

• 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

• A protein interaction based model for schizophrenia study.

  PMID 19091023 · PMC2638163 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Products of 36 schizophrenia candidate genes cluster together into a single connected component within a PPI sub-network of 831 proteins

  proteins clusters brain ppi network gene

• 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

• 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

• The biological function of some human transcription factor binding motifs varies with position relative to the transcription start site.

  PMID 18367472 · PMC2377430 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  1226 eight-letter DNA words show statistically significant positional preferences relative to the TSS across 7914 human promoter regions

  putative nonredundant homo genes computational pssm semantic