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).

• MCPmed: a call for Model Context Protocol-enabled bioinformatics web services for LLM-driven discovery.

  PMID 41729821 · PMC12927880 · Briefings in bioinformatics · 2026 · 6 claims · 3 setups

  Has reproduction · 80

  Adapting MCP to bioinformatics web server backends provides a standardized, machine-actionable semantic layer linking API endpoints to scientific concepts and metadata.

  gene string ucsc mcp

• 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

• Defining human diabetic nephropathy on the molecular level: integration of transcriptomic profiles with biological knowledge.

  PMID 18704688 · PMC2597685 · Reviews in endocrine & metabolic disorders · 2008 · 8 claims · 8 setups

  Full-text index only

  Genetic predisposition determines susceptibility and rate of progression to ESRD in diabetic patients, in addition to environmental factors

  kidney proximal pbmcs macrophages gene qrt-pcr immunohistochemistry

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes

  blood gse150408 prediction pbmcs bulk machine roc

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• 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

• A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.

  PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups

  Has reproduction · 73

  COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity

  coad consensus cibersort mcp-counter

• GSDME-mediated pyroptosis promotes the progression and associated inflammation of atherosclerosis.

  PMID 36807553 · PMC9938904 · Nature communications · 2023 · 8 claims · 8 setups

  Has reproduction · 85

  GSDME-mediated pyroptosis promotes atherosclerosis progression and its associated inflammation

  carotid macrophages gsdme− apoe− single-cell transmission immunohistochemistry

• Mod(mdg4) variants repress telomeric retrotransposon HeT-A by blocking subtelomeric enhancers.

  PMID 36373634 · PMC9723646 · Nucleic acids research · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  Specific splice variants of Mod(mdg4) repress HeT-A by blocking subtelomeric enhancers in ovarian somatic cells (OSCs)

  drosophila ovarian osc melanogaster chip-seq sirna western

• Single-cell RNA-sequencing highlights a curtailed NK cell function in convalescent COVID-19 pregnant women.

  PMID 40661959 · PMC12257036 · Frontiers in immunology · 2025 · 7 claims · 5 setups

  Has reproduction · 87

  NK cells show a sustained reduction during active SARS-CoV-2 infection and persisting after recovery in pregnant women

  pbmcs serum 14-color single-cell 13-plex

• New strategies in drug discovery.

  PMID 16671397 · PMC7120019 · Methods in molecular biology (Clifton, N.J.) · 2006 · 8 claims · 8 setups

  Full-text index only

  A new integrated drug discovery paradigm has emerged combining clinical, genetic, genomic, and molecular phenotype data with cheminformatics, managed via informatics

  animal normal low-abundance mice situ microarray taqman

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups

  Has reproduction

  A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.

  tcga-blca blca tcga deep transfer-learning neural-network