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).

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• 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

• SGCRNA: spectral clustering-guided co-expression network analysis without scale-free constraints for multi-omic data.

  PMID 41615289 · PMC12856952 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  WGCNA's reliance on a scale-free topology assumption is problematic because real co-expression networks do not consistently exhibit scale-free properties

  gse114007 gse261545 dryad.37pvmcvsg prjna762466 bulk spatial merfish

• 3D-super-enhancers are condensate-associated cis-regulatory communities.

  PMID 41797539 · PMC12968393 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  BOUQUET integrates genome topology, chromatin occupancy, and graph theory (label propagation) to assign CREs and transcription protein machinery to target genes and identify protein-rich 'communities' associated with condensates.

  embryonic mesc thymocytes chip-seq hichip single-cell

• AuPairWise: A Method to Estimate RNA-Seq Replicability through Co-expression.

  PMID 27082953 · PMC4833304 · PLoS computational biology · 2016 · 7 claims · 6 setups

  Has reproduction · 88

  Sample-sample correlation of transcript abundances is a misleading measure of replicability for assessing differential expression, because it is dominated by gene-specific dynamic ranges rather than condition-dependent variation.

  liver encode publicly co-expressed rna-seq meta-analysis computational

• 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

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  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

• PVT1 lincRNA signals an androgen-dependent transcriptional activation program of oncogenes in prostate cancer cells.

  PMID 41792045 · PMC13139993 · International journal of cancer · 2026 · 8 claims · 7 setups

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  PVT1 knockdown significantly reduces LNCaP cell proliferation and increases sensitivity to apoptosis

  lncap tcga-prad rt-qpcr trypan transwell

• A comparative gene co-expression analysis using self-organizing maps on two congener filmy ferns identifies specific desiccation tolerance mechanisms associated to their microhabitat preference.

  PMID 32019526 · PMC7001327 · BMC plant biology · 2020 · 8 claims · 6 setups

  Has reproduction · 62

  Inter-specific differences in vertical distribution/microhabitat preference are associated with distinct dynamics of gene expression during dehydration and rehydration phases

  hymenophyllum caudiculatum annotated rna-seq chlorophyll relative

• Cell type-specific network analysis in Diversity Outbred mice identifies genes potentially responsible for human bone mineral density GWAS associations.

  PMID 41811178 · PMC12978698 · eLife · 2026 · 8 claims · 8 setups

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  Cell type-specific Bayesian and co-expression networks generated from BMSC-OB scRNA-seq data in Diversity Outbred mice can prioritize and contextualize genes underlying human BMD GWAS associations

  bmsc-ob genes mesenchymal gtex scrna-seq cellect iterativewgcna

• CellMap: precision mapping of cellular landscape in spatial transcriptomics.

  PMID 41505103 · PMC12781899 · Nucleic acids research · 2026 · 7 claims · 3 setups

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  CellMap combines co-linearity of seed genes, a random forest model, and the linear assignment algorithm to achieve optimal assignment of single cells to spatial spots

  platforms single-cell expression computational scrna-seq spatial

• Comparison between short-term stress and long-term adaptive responses reveal common paths to molecular adaptation.

  PMID 35243257 · PMC8873613 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 59

  Short-term stress and long-term adaptations share common metabolic pathways

  great embryonic gef mapk1 bulk gene transcription

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• Transcriptomics and functional genomics implicate WNT3 in hemispheric lateralization of speech production.

  PMID 41660247 · PMC12876320 · iScience · 2026 · 8 claims · 6 setups

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  A hemisphere-resolved transcriptomic atlas across 13 Brodmann areas reveals region-specific, hemisphere-dependent expression differences in human speech-related cortex

  postmortem cortex gtex unspecified bulk wgcna gwas

• Glutamine-mediated crosstalk between M2 macrophages and tumor cells via the SLC38A5/FOXM1/CNIH4 axis promotes oral squamous cell carcinoma progression.

  PMID 41715179 · PMC13020291 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  Glutamine secretion from M2 macrophages to tumor cells via SLC38A5 is the core mCCC pathway upregulated in metastatic OSCC lesions compared to primary lesions.

  oscc epithelial tcga-oscc hsc-3 scrna-seq hdwgcna bulk

• 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

• 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

• Comparing time series transcriptome data between plants using a network module finding algorithm.

  PMID 31164912 · PMC6544932 · Plant methods · 2019 · 8 claims · 6 setups

  Has reproduction · 59

  Converting gene expression patterns into co-expression networks and applying a cross-species network module finding algorithm (OrthoClust with simulated annealing) solves the problem of matching developmental stages between two species without requiring one-to-one stage mapping.

  soybean arabidopsis cross-species module reciprocal bulk co-expression

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

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups

  Has reproduction · 55

  Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.

  heart degs gene genes bulk gene kegg

• A newly identified glycosyltransferase AsRCOM provides resistance to purple curl leaf disease in agave.

  PMID 37936069 · PMC10629022 · BMC genomics · 2023 · 8 claims · 4 setups

  Has reproduction

  Hypersensitive response (HR) accompanied by systemic acquired resistance is the primary contributor to resistance against purple curl leaf disease in agave

  agave bulk wgcna qpcr