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).

• SPP1(+) macrophage-driven interactions shape the tumor microenvironment in lymph node metastatic acral melanoma.

  PMID 42020397 · PMC13230793 · Cell death & disease · 2026 · 8 claims · 8 setups

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  LN+ acral melanoma shows preferential SPP1+ signaling, including autocrine amplification within SPP1+ macrophages and paracrine interaction with S100A8+ melanoma cells via the SPP1-CD44 axis

  tumor microarray thp-1 a375 scrna-seq immunofluorescence western

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• TOPK Suppresses the CD8(+) T Cell Antitumor Immunity via Modulation of IRF5 Expression.

  PMID 41868885 · PMC13003159 · Cancer communications (London, England) · 2026 · 8 claims · 8 setups

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  A TOPK+ subset of tumor-infiltrating CD8+ T cells exists in melanoma at higher frequency than in normal lymph nodes and shows suppressed cytotoxic/cytokine programs.

  tumor-infiltrating melanoma b16-f10 unspecified scrna-seq flow multiplex

• AGPAT3 reshapes tumor cell vulnerability to IFNγ-mediated ferroptosis and enhances immunotherapy efficacy through lipid remodeling.

  PMID 41807033 · PMC12983827 · Journal for immunotherapy of cancer · 2026 · 8 claims · 8 setups

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  A ferroptosis-driver gene signature (FD.sig) and machine learning model (FD.model) can predict ICI response

  pan-cancer tcga a375 machine single-cell bulk

• Pharmacological perturbation of splicing elicits SMG1 reduction: Implications for cancer therapy.

  PMID 41623476 · PMC12857400 · iScience · 2026 · 7 claims · 12 setups

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  Splicing-modulatory drugs MS023 and indisulam act as inadvertent NMD inhibitors by downregulating SMG1 protein levels

  4t1 tumor-draining arst panc02 mts tumor ifn-γ