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).

• FEM: mining biological meaning from cell level in single-cell RNA sequencing data.

  PMID 34909283 · PMC8641482 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 75

  The FEM algorithm converts a single-cell gene expression matrix into a functional expression matrix using multi-module gene set enrichment analysis, utilizing information from all expressed genes rather than discarding filtered genes.

  pbmc pancreas liver scrna-seq single-cell fisher's dimensionality

• Tbx5 drives Aldh1a2 expression to regulate a RA-Hedgehog-Wnt gene regulatory network coordinating cardiopulmonary development.

  PMID 34643182 · PMC8555986 · eLife · 2021 · 7 claims · 8 setups

  Has reproduction · 84

  Tbx5 directly maintains Aldh1a2 expression in the foregut lateral plate mesoderm via an evolutionarily conserved intronic enhancer

  e9.5 xenopus bulk rt-qpcr whole-mount

• Ensembl 2013.

  PMID 23203987 · PMC3531136 · Nucleic acids research · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  Ensembl (http://www.ensembl.org) provides genome information for sequenced chordate genomes, currently supporting 70 species with a focus on human, mouse, zebrafish and rat.

  genome species supported variants evidence-based rna-seq chip-seq

• D2H2: diabetes data and hypothesis hub.

  PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 6 setups

  Has reproduction

  D2H2 is a web-based portal integrating hundreds of curated diabetes-relevant transcriptomics datasets with bioinformatics tools for gene/gene set queries

  brain top curated d2h2 differential gene bulk

• B-lineage commitment is dependent on a reversible epigenetic switch.

  PMID 41266087 · PMC12863259 · Genes & development · 2026 · 8 claims · 8 setups

  Full-text index only

  B-lymphoid commitment is mediated by a transcription factor-dose-dependent epigenetic switch that suppresses inherent T-lineage potential in early lymphoid progenitors

  bone expanded pax5 ebf1 combined atac-seq chip-seq

• PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.

  PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 7 claims · 6 setups

  Has reproduction · 75

  The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival

  pbmcs sorted expanded cancer multiparameter receptor targeted

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 6 setups

  Has reproduction · 67

  PSPred-ALE outperforms state-of-the-art SARS-CoV-2 phosphorylation site predictors (e.g. DeepIPs) and handcrafted feature-based methods in benchmarking comparisons

  a549 sequence same bulk pathway gene

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal

• CRESCENT, a comprehensive RNA-Seq expression, splicing, and coding/non-coding element network tool.

  PMID 41566196 · PMC12895761 · BMC bioinformatics · 2026 · 6 claims · 6 setups

  Full-text index only

  CRESCENT is a Snakemake workflow performing fully automated, comprehensive RNA-Seq analysis integrating differential expression, differential alternative splicing (DAS), differential transcript usage (DTU), and GO enrichment

  arabidopsis bulk rna-seq-based rna-seq

• In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.

  PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 8 setups

  Has reproduction · 89

  SARS-CoV-2 infection induces a strong interferon-driven antiviral response in the nasopharynx, with up-regulation of viral sensors, T cell/NK chemokines, and antiviral effectors

  nasopharyngeal airway patient-matched swab shotgun gsea biological

• 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

• Enhanced IFNy response in dedifferentiated melanoma cells is due to chromatin remodeling as revealed by ATAC-seq.

  PMID 41904529 · PMC13217986 · Cell communication and signaling : CCS · 2026 · 8 claims · 7 setups

  Full-text index only

  MITF knockdown and IFNγ stimulation each produce substantial but distinct changes in chromatin accessibility in 624Mel melanoma cells

  624mel melanoma atac-seq western motif

• Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.

  PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups

  Has reproduction · 55

  Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.

  heart degs gene genes bulk gene kegg

• The mouse gastric surface epithelial cell and its response to early Helicobacter pylori infection.

  PMID 41824631 · PMC13020875 · Virulence · 2026 · 8 claims · 6 setups

  Has reproduction · 100

  SMCs show high gene expression for mucus-secreted proteins (Tff1, Gkn1, Gkn2, Psca, Muc5ac), mitoribosome RNA, and cytoskeleton proteins

  laser-microdissected gastric ffpe oct-embedded sequencing glycomics immunofluorescence

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

  genes rummageo rummageo-derived leiden bulk gene leiden

• Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.

  PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 88

  APOBEC family genes are differentially expressed across cancer types and tissues, with APOBEC3B being the most aberrantly upregulated gene in most cancers including LUAD

  tcga tcga-luad beas-2b rna-seq somatic gene

• Leveraging the germ layer development patterns to predict prognosis and identify MEST as a novel therapeutic target in glioma.

  PMID 41501725 · PMC12870398 · Cancer cell international · 2026 · 7 claims · 8 setups

  Full-text index only

  MEST is a key oncogenic GLD-related gene and a novel therapeutic target in glioma, identified via a machine learning feature selection framework

  bulk single-cell tcga glioma gsva aucell machine

• Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.

  PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 8 claims · 7 setups

  Has reproduction · 92

  Application of GFRN pathway signatures to breast tumor gene expression data identifies two discrete phenotypes: a 'survival phenotype' (concordant activation of HER2, IGF1R, AKT) and a 'growth phenotype' (concordant activation of EGFR, KRAS(G12V), RAF1, BAD)

  mammary tcga icbp43 hmecs rna-sequencing assign western