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).

• Protein ranking by semi-supervised network propagation.

  PMID 16723003 · PMC1810311 · BMC bioinformatics · 2006 · 8 claims · 5 setups

  Full-text index only

  RankProp, a diffusion-based network propagation algorithm on a PSI-BLAST-derived protein similarity network, significantly outperforms local search methods (BLAST/PSI-BLAST) at detecting remote homologs.

  scop similarity same psi-blast rankprop probabilistic

• 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

• Predictive genomics of cardioembolic stroke.

  PMID 19064790 · PMC2752697 · Stroke · 2009 · 8 claims · 4 setups

  Full-text index only

  A Bayesian network multivariate model achieves 86% predictive accuracy (AUC) for cardioembolic stroke on fitted values

  blood-derived gasros same custom bayesian roc

• Dissecting lncRNA-mRNA competitive regulatory network in human islet tissue exosomes of a type 1 diabetes model reveals exosome miRNA markers.

  PMID 36440209 · PMC9682028 · Frontiers in endocrinology · 2022 · 6 claims · 7 setups

  Has reproduction · 50

  lncRNA-mRNA ceRNA networks differ substantially between control and cytokine-treated islet exosomes, sharing lncRNAs more than mRNAs, implying state-dependent regulatory functions

  pancreatic database-derived plasma saliva sequencing exosome lncrna-mirna

• Screening of core genes prognostic for sepsis and construction of a ceRNA regulatory network.

  PMID 36855106 · PMC9976425 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 86

  RNA-seq of peripheral blood from 23 sepsis patients and 10 healthy controls identifies 1,044 DEmRNAs, 66 DEmiRNAs and 155 DElncRNAs.

  peripheral demrnas blood thp-1 rna-seq annotation wgcna

• Artificial Intelligence Approach in Machine Learning-Based Modeling and Networking of the Coronavirus Pathogenesis Pathway.

  PMID 40699865 · PMC12191508 · Current issues in molecular biology · 2025 · 8 claims · 8 setups

  Has reproduction

  The coronavirus pathogenesis pathway is activated in SARS-CoV-2-infected iPSC-derived cardiac cells and in SARS-CoV/SARS-CoV-2-infected LUAD cells

  ace2-transfected calu-3 luad ipsc-derived ipa sequencing convolutional

• 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

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

  Full-text index only

  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• 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

• 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

• Systematic review of human post-mortem immunohistochemical studies and bioinformatics analyses unveil the complexity of astrocyte reaction in Alzheimer's disease.

  PMID 34297416 · PMC8766893 · Neuropathology and applied neurobiology · 2022 · 8 claims · 5 setups

  Has reproduction · 92

  Systematic review of 306 eligible articles identified 196 distinct proteins constituting the ADRA (AD reactive astrocyte) protein set

  post-mortem adra immunohistochemistry protein-protein pathway

• Integrative microRNA and proteomic approaches identify novel osteoarthritis genes and their collaborative metabolic and inflammatory networks.

  PMID 19011694 · PMC2582945 · PloS one · 2008 · 8 claims · 8 setups

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  A 16-microRNA signature (9 up, 7 down) distinguishes osteoarthritic from normal cartilage.

  patient-derived normal integrated taqman qrt-pcr northern

• Merger of ayurveda and tissue culture-based functional genomics: inspirations from systems biology.

  PMID 18348714 · PMC2311278 · Journal of translational medicine · 2008 · 8 claims · 8 setups

  Full-text index only

  Crude LASH extract and its purified components (withanone, withaferin A) act through distinct but partially overlapping molecular gene-regulatory networks

  tumor-derived tumor lash gene cytotoxicity sirna ribozyme

• Topological signatures in regulatory network enable phenotypic heterogeneity in small cell lung cancer.

  PMID 33729159 · PMC8012062 · eLife · 2021 · 7 claims · 6 setups

  Has reproduction · 94

  Discrete (Boolean/Ising) and continuous (RACIPE) simulations of the SCLC regulatory network yield similar multistable phenotypic distributions, with four dominant steady states (X1-X4) that map onto experimentally observed SCLC molecular subtypes.

  sclc randomized mutant boolean racipe network

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 7 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS comprises three coexisting tumor cell states (MYOD1-enriched progenitor-like, proliferative transition, and partially differentiated with reduced MYOD1 activity) reflecting disrupted myogenic differentiation.

  six myod1 independent paired single-nucleus targeted bulk

• Partial correlation network analysis identifies coordinated gene expression within a regional cluster of COPD genome-wide association signals.

  PMID 39418301 · PMC11521246 · PLoS computational biology · 2024 · 7 claims · 4 setups

  Has reproduction · 23

  COPD GWAS loci are more spatially clustered across the genome than expected by chance, with significant enrichment on chromosome 4q.

  lung sakornsakolpat string bulk microarray gwas

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• Single-cell transcriptomics reveals maturation of transplanted stem cell-derived retinal pigment epithelial cells toward native state.

  PMID 37339216 · PMC10293804 · Proceedings of the National Academy of Sciences of the United States of America · 2023 · 8 claims · 8 setups

  Has reproduction · 59

  Subretinally transplanted stem cell-derived RPE (ESC- and iPSC-derived) retain RPE identity and survive in vivo for at least 30 days in immunocompetent rabbit eyes

  hpsc-derived day esc dutch qrt-pcr immunofluorescence transepithelial

• Mutation screening and haplotype analysis of the rhodopsin gene locus in Japanese patients with retinitis pigmentosa.

  PMID 17653048 · PMC2776539 · Molecular vision · 2007 · 8 claims · 4 setups

  Full-text index only

  No RP patient among 68 Japanese subjects carried a RHO mutation causing an amino acid substitution

  blood-derived genomic chromosomes rho whole-locus pcr haplotype

• Organization of physical interactomes as uncovered by network schemas.

  PMID 18949022 · PMC2561054 · PLoS computational biology · 2008 · 7 claims · 5 setups

  Full-text index only

  A computational procedure can systematically identify 'emergent' network schemas that are both recurrent and over-represented relative to randomized networks preserving lower-order subschema distributions

  cerevisiae sapiens uncharacterized network cross-species functional