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).

• Oncogenic mutations in GNAQ occur early in uveal melanoma.

  PMID 18719078 · PMC2634606 · Investigative ophthalmology & visual science · 2008 · 8 claims · 7 setups

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  Activating GNAQ mutations at codon 209 occur in 33/67 (49%) of primary uveal melanomas, making it the most common known oncogenic mutation in UM

  uveal peripheral normal well-characterized pcr sequencing array-based

• geneshot: gene-level metagenomics identifies genome islands associated with immunotherapy response.

  PMID 33952321 · PMC8097837 · Genome biology · 2021 · 8 claims · 6 setups

  Has reproduction · 75

  geneshot identifies microbial genomic islands consistently associated with ICI response across independent cohorts

  stool deduplicated cag reference gene-level novo co-abundance

• NeoPrecis: enhancing immunotherapy response prediction through integration of qualified immunogenicity and clonality-aware neoantigen landscapes.

  PMID 41577704 · PMC12932759 · Nature communications · 2026 · 8 claims · 8 setups

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  NeoPrecis-Immuno, a T-cell recognition model incorporating MHC-binding motif enrichment into a cross-reactivity-distance framework, improves neoantigen immunogenicity prediction.

  tcr-pmhc cedar cedar-derived nci cross-reactive t-cell immunogenicity

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups

  Has reproduction · 77

  SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD

  luad lusc skcm trained deep benchmark model

• A 14-bp motif in the KIT active promoter region is critical for melanin accumulation in yaks, mice, and humans.

  PMID 40629379 · PMC12239316 · BMC biology · 2025 · 8 claims · 7 setups

  Has reproduction · 54

  A 14-bp deletion in the KIT gene promoter region is associated with the all-white phenotype in yaks, identified via GWAS

  domestic re-sampled hek293t yak whole-genome pcr dual-luciferase

• Towards precise classification of cancers based on robust gene functional expression profiles.

  PMID 15774002 · PMC1274255 · BMC bioinformatics · 2005 · 6 claims · 7 setups

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  Functional expression profiles (FEPs) achieve comparable or better classification performance than conventional gene expression profiles (GEPs) across four public microarray datasets

  nci60 lymphoma fep go-annotated cdna recursive hypergeometric

• Spatial-reprogramming derived GPNMB(+) macrophages interact with COL6A3(+) fibroblasts to enhance vascular fibrosis in glioblastoma.

  PMID 41174767 · PMC12577258 · Genome medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 64

  COL6A3+ TAFs are a distinct matrix-fibroblast subset significantly enriched in non-responders to neoadjuvant antiangiogenic+ICB combination therapy

  gbm ffpe col6a3+ thp-1 scrna-seq spatial multiplex