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

• 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

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• 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

• 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

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• 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

• CRSD: a comprehensive web server for composite regulatory signature discovery.

  PMID 16845073 · PMC1538777 · Nucleic acids research · 2006 · 7 claims · 5 setups

  Full-text index only

  CRSD is a comprehensive web server integrating six large-scale databases (UniGene, mature microRNAs, putative promoter, TRANSFAC, pathway, GO) plus two newly constructed genome-wide databases (MRS and TRS) for composite regulatory signature discovery

  gene 3'-utr promoter user-submitted genome-wide microrna binding

• 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

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.

  PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups

  Has reproduction · 85

  High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression

  breast er+ epithelial malignant scrna-seq spatial copy

• Identification of a PRDM1-regulated T cell network to regulate atherosclerotic plaque inflammation.

  PMID 41039608 · PMC12490039 · Genome medicine · 2025 · 7 claims · 7 setups

  Has reproduction · 100

  A distinct gene co-expression module with a prominent T cell signature is associated with unstable plaques.

  carotid calcified atherosclerotic cell-specific microarray single-cell immunohistochemistry

• A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.

  PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 7 claims · 6 setups

  Has reproduction · 78

  MERLIN-P-TFA network inference on 18 curated public RNA-seq datasets produced a genome-wide GRN resource for A. fumigatus called GRAsp.

  aspergillus fumigatus bulk computational chip-seq-based

• Reconstructing transcriptional regulatory networks through genomics data.

  PMID 20048387 · PMC3666560 · Statistical methods in medical research · 2009 · 7 claims · 5 setups

  Full-text index only

  Location data (ChIP-chip/ChIP-seq) alone is insufficient for TRN inference because binding does not imply regulation, TF binding is dynamic across conditions/time, and TRNs involve combinatorial effects of multiple TFs not captured by single-TF ChIP experiments.

  yeast generic perturbations followed chip-chip chip-seq gene

• 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 Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.

  PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 8 claims · 8 setups

  Has reproduction · 59

  Key genes AR, AKT1, UBC, CDH1, SMAD3, ROR1, and ROR2 are associated with chemotherapy resistance and poor prognosis in metastatic breast cancer

  breast tcga-brca geo gse40622 gene pan-cancer differential

• TRED: a transcriptional regulatory element database, new entries and other development.

  PMID 17202159 · PMC1899102 · Nucleic acids research · 2007 · 8 claims · 3 setups

  Full-text index only

  TRED collects mammalian cis- and trans-regulatory elements together with experimental evidence, mapped onto assembled genomes

  cancer-related computational literature database

• CYCLONET--an integrated database on cell cycle regulation and carcinogenesis.

  PMID 17202170 · PMC1899094 · Nucleic acids research · 2007 · 7 claims · 4 setups

  Full-text index only

  Cyclonet is a web-based integrated database combining 'omics' and chemoinformatics data on mammalian cell cycle regulation in normal and pathological (cancer) states, built on a systems biology approach.

  breast commercial vertebrate genes cdna activity computational

• TFBScluster web server for the identification of mammalian composite regulatory elements.

  PMID 16845063 · PMC1538905 · Nucleic acids research · 2006 · 7 claims · 5 setups

  Full-text index only

  TFBScluster is a web server that identifies genome-wide clusters of TFBSs conserved in multiple mammalian species using human or mouse as the reference genome.

  imr90 tissues dog transgenic microarray-based gene