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).

• 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

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• Transcriptomic Data Meta-Analysis Sheds Light on High Light Response in Arabidopsis thaliana L.

  PMID 35457273 · PMC9026532 · International journal of molecular sciences · 2022 · 7 claims · 6 setups

  Has reproduction · 88

  Meta-analysis of five transcriptomic experiments identified 1151 differentially expressed genes that compose a coordinated gene network responding to high light stress

  arabidopsis deg promoter selected meta-analysis transcription hexamer

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA

  soochow-blca tcga-blca gse13507 gse135337 bulk scrna-seq somatic

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• PlasmoDraft: a database of Plasmodium falciparum gene function predictions based on postgenomic data.

  PMID 18925948 · PMC2605471 · BMC bioinformatics · 2008 · 8 claims · 4 setups

  Full-text index only

  Gonna, a supervised k-nearest-neighbor Guilt-By-Association predictor, proposes GO annotations for a gene based on similarity of its transcriptome, proteome, or interactome profile to genes already annotated by GeneDB

  plasmodium genedb-annotated k-nn leave-one-out

• Zebrafish whole-adult-organism chemogenomics for large-scale predictive and discovery chemical biology.

  PMID 18618001 · PMC2442223 · PLoS genetics · 2008 · 8 claims · 6 setups

  Full-text index only

  Zebrafish whole-adult-organism chemogenomics generates robust prediction models that discriminate P(H)AHs from ECs across independent experiments

  zebrafish computational seven consolidated whole-adult-organism supervised quantitative

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• The genome of the ant Tetramorium bicarinatum reveals a tandem organization of venom peptides genes allowing the prediction of their regulatory and evolutionary profiles.

  PMID 38245722 · PMC10800049 · BMC genomics · 2024 · 8 claims · 8 setups

  Has reproduction · 100

  44 venom peptide genes were identified, distributed across four of the eleven chromosomes and organized in tandem repeat clusters.

  tetramorium bicarinatum vpg venom whole-genome blast gene

• 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

• Age Deceleration and Reversal Gene Patterns in Dauer Diapause.

  PMID 41104926 · PMC12686545 · Aging cell · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  Dauer arrest, regardless of duration, does not cause lasting functional decline in lifespan, brood size, or developmental resumption

  daf-2 wild-type same dauer developmental lifespan brood

• Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.

  PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups

  Has reproduction · 50

  Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.

  hnscc tcga-hnscc caf fibroblast single-cell bulk spatial

• Genomic transcriptional profiling identifies a candidate blood biomarker signature for the diagnosis of septicemic melioidosis.

  PMID 19903332 · PMC3091321 · Genome biology · 2009 · 6 claims · 5 setups

  Full-text index only

  A candidate 37-transcript diagnostic signature distinguishes septicemic melioidosis from sepsis caused by other organisms with 100% accuracy in the training set and 78%/80% accuracy in two independent validation sets

  blood whole-genome unsupervised class

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically varying clinical outcomes and biological characteristics

  meta-geo tcga-blca bca genomics unsupervised lasso weighted

• From genomics to chemical genomics: new developments in KEGG.

  PMID 16381885 · PMC1347464 · Nucleic acids research · 2006 · 8 claims · 5 setups

  Full-text index only

  KEGG BRITE has been formally added as a fourth main KEGG database to establish a logical foundation for functional interpretation and pathway reconstruction.

  enzymatic substrate kegg complete chemical number ortholog

• Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.

  PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 68

  RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)

  endometrial in-house bulk rif-degs meta-analysis sequencing immune

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional