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).

• TSUNAMI: Translational Bioinformatics Tool Suite for Network Analysis and Mining.

  PMID 33705981 · PMC9403021 · Genomics, proteomics & bioinformatics · 2021 · 8 claims · 6 setups

  Has reproduction · 79

  TSUNAMI is a freely accessible web-based tool suite that mines gene co-expression network (GCN) modules from public (GEO, TCGA) or user-uploaded numerical omics data and performs downstream gene set enrichment analysis.

  gse17537 36th first gene circos survival

• Colorectal Cancer Prediction Based on Weighted Gene Co-Expression Network Analysis and Variational Auto-Encoder.

  PMID 32825264 · PMC7563725 · Biomolecules · 2020 · 6 claims · 7 setups

  Has reproduction · 80

  Combining WGCNA hub genes and VAE 10-dimensional representation as features for an SVM classifier achieves high accuracy in predicting CRC

  colorectal same combined meturquoise microarray differential batch

• 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

• 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

• 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

• Variations in the transcriptome of Alzheimer's disease reveal molecular networks involved in cardiovascular diseases.

  PMID 18842138 · PMC2760875 · Genome biology · 2008 · 8 claims · 6 setups

  Full-text index only

  AD-related genes (APOE, A2M, PON2, MAP4) and CVD-associated genes (COMT, CBS, WNK1) congregate in a single co-expression module, linking AD and CVD at the transcriptional level

  entorhinal subjects expression differentially microarray significance principal

• Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.

  PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups

  Has reproduction · 50

  Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.

  hnscc tcga-hnscc caf fibroblast single-cell bulk spatial

• Exploration of effective biomarkers for venous thrombosis embolism in Behçet's disease based on comprehensive bioinformatics analysis.

  PMID 38987624 · PMC11236978 · Scientific reports · 2024 · 6 claims · 8 setups

  Full-text index only

  Four hub genes (E2F1, GATA3, HDAC5, MSH2) serve as diagnostic biomarkers for VTE in BD with high accuracy (AUC 0.816)

  peripheral degs candidate microarray weighted protein–protein