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).

• An integrated in silico-in vitro approach for identifying therapeutic targets against osteoarthritis.

  PMID 36352408 · PMC9648005 · BMC biology · 2022 · 7 claims · 5 setups

  Has reproduction · 84

  A signal transduction/gene regulatory network model of the articular chondrocyte was built combining knowledge-based curation and data-driven (machine learning) network inference

  osteoarthritic articular chondrocyte microarray computational high-throughput

• Emergent dynamics of underlying regulatory network links EMT and androgen receptor-dependent resistance in prostate cancer.

  PMID 36851919 · PMC9957767 · Computational and structural biotechnology journal · 2023 · 8 claims · 7 setups

  Has reproduction · 78

  Simulations of the EMT-AR crosstalk network reveal four possible phenotypes: epithelial-sensitive (ES), epithelial-resistant (ER), mesenchymal-resistant (MR), and mesenchymal-sensitive (MS), with MS occurring rarely

  gene racipe clinical tcga racipe influence principal

• Network inference and network response identification: moving genome-scale data to the next level of biological discovery.

  PMID 20174676 · PMC3087299 · Molecular bioSystems · 2010 · 8 claims · 8 setups

  Full-text index only

  Cellular response to a signal is assumed to involve only specific TRN modules (conditionally active subnetworks) rather than the entire network, providing quantitative tractability

  yeast specified normal coli chip-on-chip chip-sequencing correlation-based

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.

  tcga-hnscc gse65858 hpv-positive tcga bulk microarray qrt-pcr

• 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

• Numb prevents a complete epithelial-mesenchymal transition by modulating Notch signalling.

  PMID 29187638 · PMC5721160 · Journal of the Royal Society, Interface · 2017 · 7 claims · 8 setups

  Has reproduction · 49

  Numb (and Numbl) inhibits a full EMT by stabilizing a hybrid E/M phenotype, acting as a 'phenotypic stability factor'.

  notch-emt-numb h1975 independent mathematical multi-cell sirna

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

  Full-text index only

  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• Optimized mixed Markov models for motif identification.

  PMID 16749929 · PMC1534070 · BMC bioinformatics · 2006 · 8 claims · 4 setups

  Full-text index only

  OMiMa can incorporate more than NNSplice's pairwise dependencies

  simulated regulatory splice biological motif pairwise

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• NETISCE: a network-based tool for cell fate reprogramming.

  PMID 35725577 · PMC9209484 · NPJ systems biology and applications · 2022 · 8 claims · 4 setups

  Has reproduction · 85

  NETISCE predicts cell fate reprogramming targets in static (GRN/signaling) networks without needing full kinetic parameterization of a dynamical model.

  ascidian pluripotent drosophila signal fvs-finding sfa

• Threshold-dominated regulation hides genetic variation in gene expression networks.

  PMID 18062810 · PMC2238762 · BMC systems biology · 2007 · 8 claims · 2 setups

  Full-text index only

  Threshold robustness (insensitivity of a singular/regulating variable's equilibrium value to parameter perturbations, except threshold changes) increases with increasing response function steepness and is present even under Michaelis-Menten conditions, not just in the step-function limit.

  three-gene illustrative numerical analytical

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.

  gbm glioma gbm-focused glioma-related transcriptomic differential gene-regulatory

• Splicing bioinformatics to biology.

  PMID 16732900 · PMC1779529 · Genome biology · 2006 · 8 claims · 8 setups

  Full-text index only

  Mutually exclusive selection of Dscam exon 6 variants is governed by base pairing between a conserved intronic docking site and selector sequences adjacent to each alternative exon.

  dscam alternative heterologous expressing comparative dicodon reporter

• Constructing eRNA-mediated gene regulatory networks to explore the genetic basis of muscle and fat-relevant traits in pigs.

  PMID 38594607 · PMC11003151 · Genetics, selection, evolution : GSE · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  H3K27ac ChIP-seq and RNA-seq were used to construct eRNA expression profiles across multiple tissues in Enshi Black (ES) and Duroc pigs, revealing tissue-level eRNA regulatory landscapes

  longissimus muscle snps pig h3k27ac strand-specific starr-seq

• Minimal metabolic pathway structure is consistent with associated biomolecular interactions.

  PMID 24987116 · PMC4299494 · Molecular systems biology · 2014 · 8 claims · 8 setups

  Has reproduction · 30

  MinSpan, a mixed-integer linear optimization algorithm, computes the shortest, linearly independent pathways (sparsest basis of the null space of the stoichiometric matrix S) for genome-scale metabolic networks, which convex approaches (extreme pathways, elementary flux modes) cannot do at genome scale.

  simplified genome-scale cerevisiae coli minspan spearman comparative

• Genome-wide survey of allele-specific splicing in humans.

  PMID 18518984 · PMC2427040 · BMC genomics · 2008 · 8 claims · 5 setups

  Full-text index only

  A genome-wide computational scan identified 30,977 SNPs located within predicted splicing regulatory sequences (donor sites, acceptor sites, branch points, and ESEs)

  genome cdna hapmap computational est exon

• BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments.

  PMID 16845052 · PMC1538844 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Babelomics is presented as an updated, complete suite of web tools for functional analysis of genome-scale experiments with new and improved modules

  pre-selected pre-tabulated genes ranked kegg expression text-mining

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• The MAPPER database: a multi-genome catalog of putative transcription factor binding sites.

  PMID 15608292 · PMC540057 · Nucleic acids research · 2005 · 8 claims · 6 setups

  Full-text index only

  Built a library of 1134 HMM models (359 matrix-derived, 718 factor-derived, 57 JASPAR-derived), corresponding to 863 distinct TF names, from TRANSFAC and JASPAR binding site data

  genome drosophila transfac b99 profile sequence case-study