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).

• GLIDA: GPCR--ligand database for chemical genomics drug discovery--database and tools update.

  PMID 17986454 · PMC2238933 · Nucleic acids research · 2008 · 7 claims · 5 setups

  Full-text index only

  GLIDA is a public relational database integrating biological information on GPCRs with chemical information on their ligands and their binding interactions.

  ligand gpcr glida principal sequence gene

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.

  PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  NPC patients can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulator expression

  npc gse102349 clinical expression ssgsea cibersort

• Comprehensive transcriptome study to develop molecular resources of the copepod Calanus sinicus for their potential ecological applications.

  PMID 24982883 · PMC4055022 · BioMed research international · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  Illumina RNA-Seq with Trinity de novo assembly produced a C. sinicus transcriptome of 69,751 contigs (average 928.8 bp, N50 1,127 bp) from 58.9 million reads.

  calanus sinicus genomic rna-seq novo sequence

• Identification of Molecular Subtypes of Clear-Cell Renal Cell Carcinoma in Patient-Derived Xenografts Using Multi-Omics.

  PMID 40282537 · PMC12026142 · Cancers · 2025 · 8 claims · 7 setups

  Full-text index only

  Each ccRCC PDX resembles one of the human molecular subtypes closely at both the transcript and protein levels.

  ccrcc differentially bulk lc-ms targeted

• Integrative miRNA-mRNA Network and Molecular Dynamics-Based Identification of Therapeutic Candidates for Paroxysmal Nocturnal Hemoglobinuria.

  PMID 41599741 · PMC12845513 · Pharmaceuticals (Basel, Switzerland) · 2026 · 8 claims · 8 setups

  Full-text index only

  A PIGA-knockout (PIGA-KO) THP-1 cell model was successfully established using CRISPR/Cas9 RNP technology as a PNH model

  thp-1 literature-validated pnh cxcl8 crispr rt-qpcr bulk

• Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

  PMID 41731547 · PMC13037183 · BMC medicine · 2026 · 8 claims · 5 setups

  Full-text index only

  Unsupervised ML analysis of ALS transcriptomes consistently identifies molecular subtypes reflecting distinct biological processes, primarily oxidative stress (ALS-Ox) and glial activation/neuroinflammation (ALS-Glia), found in every study reviewed.

  post-mortem peripheral bulk rna-seq blood

• Construction of a SEMA3 family-based model to predict prognosis and molecular subtypes in pancreatic ductal adenocarcinoma.

  PMID 41792569 · PMC13079247 · Discover oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  SEMA3 family expression defines two molecular subtypes (A and B) of PDAC with significantly different overall survival

  pdac bulk ssgsea differential

• Evolutionary genomic basis of mimicry diversity of Epicopeiidae moths.

  PMID 41802886 · PMC13014123 · Molecular biology and evolution · 2026 · 8 claims · 8 setups

  Full-text index only

  Genomic structural variations and gene family expansions contributed little to morphological (mimicry) evolution in Epicopeiidae

  epicopeiidae mencia ancestral chromosome-level whole-genome hi-c comparative

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Therapeutic Stress-Induced Remodeling of Transposable Elements and TE-Gene Chimeras in KYSE150 Esophageal Squamous Cell Carcinoma Cells.

  PMID 42074115 · PMC13116134 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

  Has reproduction · 67

  Combined 125I radiation and carfilzomib treatment causes structured, non-random remodeling of the TE transcriptome in KYSE150 ESCC cells.

  kyse150 bulk rna-seq-based differential

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Deconvoluting the 'omics' for organ transplantation.

  PMID 19644370 · PMC2993238 · Current opinion in organ transplantation · 2009 · 8 claims · 5 setups

  Full-text index only

  High-throughput 'omic' technologies (genomics, proteomics, metabolomics, antibiomics) can uncover novel biomarkers for acute rejection, chronic rejection, and operational tolerance without a priori pathway bias

  kidney sera peripheral microarray non-parametric antibiomics

• pSTIING: a 'systems' approach towards integrating signalling pathways, interaction and transcriptional regulatory networks in inflammation and cancer.

  PMID 16381926 · PMC1347407 · Nucleic acids research · 2006 · 8 claims · 3 setups

  Full-text index only

  pSTIING is a publicly accessible web-based knowledgebase integrating protein-protein, protein-lipid, protein-small molecule interactions, transcriptional regulatory associations, ligand-receptor-cell type information, and signal transduction modules, with a focus on inflammation, cell migration and cancer.

  model gene molecular sequence clustering literature

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein

• 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

• 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

• STAT1 and IL-7 as potential diagnostic biomarkers for distinguishing high-grade from low-grade serous ovarian cancer: a multi-cohort analysis.

  PMID 42058211 · PMC13120972 · Frontiers in immunology · 2026 · 8 claims · 7 setups

  Has reproduction · 50

  STAT1 and IL-7 are differentially expressed immune-related genes that can distinguish HGSOC from LGSOC with strong diagnostic performance in the training cohort (AUC 0.908 and 0.842).

  hgsoc dirgs hub stat1 bulk functional protein-protein