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).

• Identification of a prognostic signature based on ammonia metabolism-related genes in clear cell renal cell carcinoma: an integrated analysis of bulk and single-cell transcriptomics.

  PMID 42112332 · PMC13149443 · Frontiers in immunology · 2026 · 7 claims · 8 setups

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  A 6-gene (RGS20, ADA, AICDA, SLC12A5, RUFY4, CDK5RAP3) prognostic risk model was constructed for ccRCC from ammonia death-related genes

  tcga-kirc gse159115 clinical bulk univariate gsea

• Identification of Cell Subpopulation-Specific Driver Genes Reveals Ideal Candidates for Renal Cell Carcinoma Immunotherapy.

  PMID 42074110 · PMC13115843 · International journal of molecular sciences · 2026 · 8 claims · 8 setups

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  25 immune-related candidate driver genes were identified from tumor, myeloid, and lymphoid cell gene regulatory networks (GRNs) using SCENIC and topological Q statistics.

  kidney lymphoid rcc tcga-kirc single-cell scenic genome-wide

• A multi-omics features-based approach integrating immunogenicity and inflammation enhances immunotherapy benefit in clear cell renal cell carcinoma.

  PMID 41640425 · PMC12864441 · Frontiers in cell and developmental biology · 2025 · 7 claims · 8 setups

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  The TIs-ML multi-omics model predicts ICB response/survival in ccRCC with superior accuracy (AUC > 0.997) compared to single biomarkers like PD-L1 and TMB

  autoimmune igan scrna-seq bulk bulk scrna-seq scissor-based

• Single-cell epigenetic profiling reveals a tumor-intrinsic interferon response program in ccRCC tied to poor prognosis and BAP1 loss.

  PMID 41719400 · PMC12922754 · Science advances · 2026 · 8 claims · 8 setups

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  Subclustering of ccRCC tumor cells reveals four shared epigenetic programs (C0-C3) recurrent across patients, cohorts, and disease stages

  rcc internal tumor state-specific single-cell multiome copy

• PBRM1 Deficiency Reshapes an Immune Suppressive Microenvironment Through Epigenetic Tuning of PBRM1-KDM5C-IL6 Axis in ccRCC.

  PMID 41514194 · PMC13042695 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  PBRM1 deficiency increases infiltration of immunosuppressive M2 tumor-associated macrophages (TAMs) and creates an immune-excluded tumor microenvironment

  vhl kidney pbrm1 immunodeficient scrna-seq multiplex crispr-cas9