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).

• Identification of the shared hub gene signatures and molecular mechanisms between HIV-1 and pulmonary arterial hypertension.

  PMID 38528047 · PMC10963360 · Scientific reports · 2024 · 6 claims · 8 setups

  Has reproduction · 71

  109 shared genes were identified between HIV-1- and PAH-associated WGCNA modules

  pbmc shared hub pbmcs weighted kegg differential

• A note on generalized Genome Scan Meta-Analysis statistics.

  PMID 15717930 · PMC551600 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  An Edgeworth series approximation to the null distribution of the weighted GSMA statistic provides a more accurate representation than the normal approximation, especially in the tails

  simulated schizophrenia monte genome numerical

• Exploring the key genetic association between chronic pancreatitis and pancreatic ductal adenocarcinoma through integrated bioinformatics.

  PMID 37501719 · PMC10369079 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 91

  CP and PDAC share a co-expression gene network identifiable via WGCNA on independent GEO datasets

  pancreatic pdac shared overlapping wgcna geo2r cluego

• Identification of common genetic characteristics of rheumatoid arthritis and major depressive disorder by bioinformatics analysis and machine learning.

  PMID 37415981 · PMC10320004 · Frontiers in immunology · 2023 · 7 claims · 8 setups

  Has reproduction · 58

  EAF1, SDCBP and RNF19B are common genetic characteristics (hub genes) shared by RA and MDD

  pbmc intersected candidate wgcna differential kegg

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Machine learning-based identification of an immunotherapy-related signature to enhance outcomes and immunotherapy responses in melanoma.

  PMID 39355255 · PMC11442245 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 69

  66 consensus immunotherapy prognostic genes (CITPGs) were identified from the intersection of WGCNA modules, immunotherapy responder-vs-non-responder DEGs, and tumor-vs-normal DEGs

  melanoma tcga-skcm prjeb23709 microarray wgcna differential consensus

• Integrated weighted gene co-expression network analysis with an application to chronic fatigue syndrome.

  PMID 18986552 · PMC2625353 · BMC systems biology · 2008 · 8 claims · 6 setups

  Full-text index only

  Integrated WGCNA (IWGCNA), which adds genetic marker-based causality testing to standard WGCNA, can identify a disease-related module and its causal drivers

  cfs most candidate second microarray snp weighted

• A case study for large-scale human microbiome analysis using JCVI's metagenomics reports (METAREP).

  PMID 22719821 · PMC3374610 · PloS one · 2012 · 8 claims · 7 setups

  Has reproduction · 78

  METAREP version 1.3.1 is an open-source, scalable tool for querying, browsing and comparing extremely large volumes of metagenomic annotations, with an extended data model, dynamic weighting, distributed searches and advanced clustering.

  microbiome pooled hmp metarep genome assembly-based enzymatic

• Variable expression of cerebral cavernous malformations in carriers of a premature termination codon in exon 17 of the Krit1 gene.

  PMID 12877753 · PMC184376 · BMC neurology · 2003 · 8 claims · 5 setups

  Full-text index only

  A novel frameshift mutation (1902A insertion) in exon 17 of the Krit1 gene creates a premature TAA stop codon, predicting a truncated Y634X protein.

  patients genomic mri sscp sanger

• Analysis of genetic variability and whole genome linkage of whole-brain, subcortical, and ependymal hyperintense white matter volume.

  PMID 19834011 · PMC2787844 · Stroke · 2009 · 8 claims · 5 setups

  Full-text index only

  Whole-brain, subcortical, and ependymal HWM volumes are all highly heritable

  mexican extracted same structural genotyping heritability

• Error-pooling-based statistical methods for identifying novel temporal replication profiles of human chromosomes observed by DNA tiling arrays.

  PMID 17430969 · PMC1888820 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  Developed an LPE-based error-pooling and weighted ANOVA modeling approach for statistical analysis of high-density tiling array data

  cell-cycle-synchronized hela computational differentially tiling cdna statistical

• MtSNPscore: a combined evidence approach for assessing cumulative impact of mitochondrial variations in disease.

  PMID 19758471 · PMC2745589 · BMC bioinformatics · 2009 · 8 claims · 5 setups

  Full-text index only

  MtSNPscore, a weighted scoring pipeline combining literature evidence, in silico predictions, and case/control frequency, can prioritize likely pathogenic mtDNA variations

  sporadic mitochondrial reported ataxia mitochondrial functional compensatory

• 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

• Specific signature biomarkers highlight the potential mechanisms of circulating neutrophils in aneurysmal subarachnoid hemorrhage.

  PMID 36438795 · PMC9685413 · Frontiers in pharmacology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  A neutrophil-related co-expression gene module (blue module) is significantly associated with aSAH occurrence

  peripheral genes overlapping neutrophil-related microarray weighted kegg

• Screening of Diagnostic Biomarkers and Immune Infiltration Characteristics Linking Rheumatoid Arthritis and Rosacea Based on Bioinformatics Analysis.

  PMID 39104909 · PMC11299729 · Journal of inflammation research · 2024 · 8 claims · 8 setups

  Has reproduction · 48

  277 co-expressed DEGs shared between RA and rosacea are enriched in immune processes and chemokine-mediated signaling pathways

  synovial rosacea co-expressed serum microarray weighted protein-protein

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

  Full-text index only

  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.

  PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups

  Has reproduction · 66

  Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level

  prostate bulk weighted reverse