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).

• 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

• Oligomeric protein structure networks: insights into protein-protein interactions.

  PMID 16336694 · PMC1326230 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  Interface amino acid clusters identified at Imin=6% correlate well with residues losing accessible surface area (δASA) upon oligomerization

  non-redundant same known complexes structure hub comparison

• 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

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups

  Has reproduction · 59

  An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.

  cd8+ tce activated manual gene principal

• AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.

  PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures

  gene keratinocyte-derived ffpe spt6-depleted boolean rna-seq immunohistochemistry

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network

• The use of edge-betweenness clustering to investigate biological function in protein interaction networks.

  PMID 15740614 · PMC555937 · BMC bioinformatics · 2005 · 8 claims · 7 setups

  Full-text index only

  Edge-Betweenness clustering separates protein interaction graphs into subgraphs whose GO term distributions show significant correlations, revealing biologically meaningful functional modules.

  interaction yeast edge-betweenness chi-squared robustness

• Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.

  PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups

  Full-text index only

  Integrating interactome and transcriptome data reveals a pair of transcriptionally anticorrelated network modules (P and D) each comprising hundreds of genes, present across individuals and species.

  postmortem genes gene proteins microarray protein-protein hierarchical

• An analysis of human microRNA and disease associations.

  PMID 18923704 · PMC2559869 · PloS one · 2008 · 8 claims · 8 setups

  Full-text index only

  MicroRNAs tend to show similar dysfunctional evidence (both up- or both down-regulated) for diseases within the same disease cluster, and different dysfunctional evidence between different disease clusters.

  literature-derived diseases mirnas mirna literature bipartite mirna

• Identification and analysis of co-occurrence networks with NetCutter.

  PMID 18781200 · PMC2526157 · PloS one · 2008 · 8 claims · 4 setups

  Full-text index only

  Random sampling from a complete permutation set of the bipartite graph permits co-occurrence analysis with optimal stringency, and the edge-swapping (ES) model closely approximates this and is the preferred null-model among six tested.

  publime bipartite randomized co-occurrence null-model signal-to-noise

• Structure of protein interaction networks and their implications on drug design.

  PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups

  Full-text index only

  Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.

  budding pin yeast protein-protein graph-theoretic gene

• 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

• 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

• Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.

  PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups

  Has reproduction · 83

  scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach

  liver hepatocyte detected adipose single-cell differential protein-protein

• Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.

  PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 94

  Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.

  user-submitted string pubmed protein-coding gene hierarchical text-mining

• PanglaoDB: a web server for exploration of mouse and human single-cell RNA sequencing data.

  PMID 30951143 · PMC6450036 · Database : the journal of biological databases and curation · 2019 · 7 claims · 7 setups

  Has reproduction · 80

  PanglaoDB is a web server providing pre-processed and pre-computed analyses of >1054 single-cell experiments (>4 million cells) from mouse and human across many tissues and platforms.

  grch38 homogeneous per single single-cell clustering cell-type

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.

  bca meta-geo tcga-blca tcga bulk rna-seq somatic

• 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

• TransFlow: a Snakemake workflow for transmission analysis of Mycobacterium tuberculosis whole-genome sequencing data.

  PMID 36469333 · PMC9825751 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 8 setups

  Has reproduction · 43

  TransFlow is a Snakemake- and Conda-based workflow that combines state-of-the-art tools into a single, fast, scalable pipeline for MTBC WGS-based transmission analysis.

  mdr-tb paired-end raw bam whole-genome kraken raw