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).

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• 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

• Asthma investigators begin to reap the fruits of genomics.

  PMID 14611649 · PMC329104 · Genome biology · 2003 · 7 claims · 8 setups

  Full-text index only

  Microarray profiling of animal models of allergic asthma can identify novel differentially expressed candidate genes involved in inflammation and airway remodeling.

  monkey models lung inbred cdna oligonucleotide northern

• 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

• Gene Expression Atlas update--a value-added database of microarray and sequencing-based functional genomics experiments.

  PMID 22064864 · PMC3245177 · Nucleic acids research · 2012 · 8 claims · 5 setups

  Has reproduction · 83

  Gene Expression Atlas is an added-value database providing curated, re-annotated and statistically analysed gene expression data across cell types, organism parts, developmental stages, disease states and other biological/experimental conditions, derived from ArrayExpress Archive and the European Nucleotide Archive.

  species microrna atlas microarray rna-seq microrna

• A big circuit model.

  PMID 12940284 · PMC1316925 · Environmental health perspectives · 2003 · 8 claims · 8 setups

  Full-text index only

  In early prostate carcinogenesis, apoptosis signals are primarily suppressed rather than growth rate being increased.

  prostate blood model genes microarray proteomic gene

• Toward accurate high-throughput SNP genotyping in the presence of inherited copy number variation.

  PMID 17608949 · PMC1934372 · BMC genomics · 2007 · 7 claims · 5 setups

  Full-text index only

  Developed a statistical model-fitting method to infer generalized (multi-allelic, copy-number-aware) genotypes from raw SNP microarray data

  individuals mother-father-child transcribed snp quantitative multiplex

• SignS: a parallelized, open-source, freely available, web-based tool for gene selection and molecular signatures for survival and censored data.

  PMID 18208605 · PMC2265264 · BMC bioinformatics · 2008 · 8 claims · 1 setups

  Full-text index only

  SignS is a web-based tool and R package implementing four gene-selection/signature-building methods for survival data (Dave et al., Gui and Li, random forests with conditional inference trees, and boosting with component-wise Cox models).

  microarray gene-by-gene

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

• Identification of transformation-related pathways in a breast epithelial cell model using a ribonomics approach.

  PMID 18829526 · PMC2692251 · Cancer research · 2008 · 7 claims · 6 setups

  Full-text index only

  Global association of HuR and AUF1 with target mRNAs changes substantially and largely reciprocally between MCT-1-transformed and nontransformed MCF10A cells

  mcf10a xenograft rip-chip real-time western

• Weighted gene co-expression network analysis reveals that CXCL10, IRF7, MX1, RSAD2, and STAT1 are related to the chronic stage of spinal cord injury.

  PMID 34532385 · PMC8421925 · Annals of translational medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 44

  The brown co-expression module (775 genes) is the module most significantly associated with the chronic stage of SCI

  spinal brown sci microarray functional protein-protein

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 7 claims · 8 setups

  Has reproduction · 49

  LRP1 is the top hub gene with the highest diagnostic performance for distinguishing ectopic from eutopic endometrium in EMS

  ectopic geo training gwas microarray wgcna machine

• Expanding the vision of environmental health at UNC-CH.

  PMID 15248304 · PMC1247395 · Environmental health perspectives · 2004 · 8 claims · 8 setups

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  Human breast tumors arise from at least two distinct cell types, basal and luminal epithelial, with different clinical behavior

  breast chinese carolina rodent microarray functional genetic

• Functional genomics in zebrafish permits rapid characterization of novel platelet membrane proteins.

  PMID 19109564 · PMC2680375 · Blood · 2009 · 8 claims · 6 setups

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  Zebrafish morpholino knockdown combined with a laser-induced arterial thrombosis assay is a fast, powerful method for initial functional screening of novel platelet genes.

  blood platelets platelet-rich platelet whole-genome quantitative flow

• Adaptive history of single copy genes highly expressed in the term human placenta.

  PMID 18848617 · PMC2759754 · Genomics · 2009 · 8 claims · 6 setups

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  222 single copy eutherian genes are highly expressed (>=3x median) in the term human placenta

  term single same lists microarray comparative site

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

  Full-text index only

  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• Gata-3 and mammary cell fate.

  PMID 17381824 · PMC1868924 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Gata-3 is required for formation of mammary placodes during embryonic development

  mammary gata-3 k14-cre mmtv-cre microarray lacz cre

• 25th Annual San Antonio Breast Cancer Symposium, San Antonio, Texas, USA, 10-14 December 2002 Update on preclinical and translational research.

  PMID 12631391 · PMC154153 · Breast cancer research : BCR · 2003 · 8 claims · 8 setups

  Full-text index only

  Growth factor signalling (EGF/HER-2/MAPK, AKT) phosphorylates the oestrogen receptor and drives development of endocrine-resistant breast cancer

  xenograft serum frozen tumour xenograft mass cdna

• Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.

  PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 20

  AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats

  ipf common key rats microarray network protein-protein