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).

• Human synthetic lethal inference as potential anti-cancer target gene detection.

  PMID 20015360 · PMC2804737 · BMC systems biology · 2009 · 7 claims · 8 setups

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  Targeting the synthetic lethal partner of a gene mutated in cancer selectively damages tumor cells while sparing healthy cells, offering a rationale for anti-cancer drug design

  saccharomyces sapiens ihsln genes database phylogenetic gene

• Therapeutic Targeting of Oxidative Phosphorylation in Microsatellite Instability-High Gastric Cancer.

  PMID 42038020 · PMC13104725 · Journal of Cancer · 2026 · 7 claims · 8 setups

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  MSI gastric cancer samples show significantly greater T cell infiltration and a lower proportion of epithelial cells compared to GS samples

  gastric epithelial stomach nod-scid single-cell cnv differential

• Multi-Transcriptomic Analysis Reveals That EREG-Driven TME Crosstalk Defines Anti-EGFR Response in Colorectal Cancer.

  PMID 42043480 · PMC13115984 · Cancer medicine · 2026 · 8 claims · 8 setups

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  EGFRI eligibility (defined by left-sidedness, RAS/BRAF wild-type, MSS) stratifies cancer cell transcriptomic characteristics more strongly than sidedness alone.

  crc epcam+ aggregated cancer scrna-seq copy pseudobulk

• A Single-Cell Atlas of Pan-Cancer Liver Metastasis Reveals Dynamic Cellular Programs Driving Metastatic Progression and Immune Modulation.

  PMID 41884334 · PMC13010057 · Research (Washington, D.C.) · 2026 · 8 claims · 4 setups

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  A pan-cancer single-cell transcriptomic atlas of liver metastasis was constructed from 100 scRNA-seq samples (75 individuals, 16 studies), profiling 460,337 cells into 121 distinct cellular subtypes.

  epithelial liver-related scrna-seq copy cellular

• An integrated single-cell lung cancer atlas reveals distinct fibroblast phenotypes between adenocarcinoma and squamous cell carcinomas.

  PMID 41577803 · PMC12920623 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  Inflammatory CAFs (iCAFs) predominate in LUAD, whereas myofibroblastic CAFs (mCAFs) predominate in LUSC

  nsclc epithelial macrophage caf scrna-seq copy gene-set

• A pan-cancer single-cell transcriptomic atlas of human bone metastases.

  PMID 41619722 · PMC12923970 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Constructed a pan-cancer single-cell transcriptomic atlas of 62 human bone metastases (predominantly spinal) across 13 primary cancer types, with paired primary tumor and normal bone marrow samples.

  bone paired plasmacytoma malignant scrna-seq ihc infercnv

• Targeting the Lipid Metabolism Proteins FASN and GPAM in Alveolar Type II Cells Decreases Lung Metastasis.

  PMID 41778850 · PMC7619144 · Cancer discovery · 2026 · 7 claims · 8 setups

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  AT2 cells and surfactant lipids (e.g., PC, PE, PI, PG) are enriched in the vicinity of breast cancer lung metastases in both patients and mice

  postmortem lungs lung at2 immunohistochemistry maldi-msi longitudinal

• Dynamic changes of the immune microenvironment in ovarian cancer following neoadjuvant chemotherapy.

  PMID 41872134 · PMC13039919 · Cell death discovery · 2026 · 8 claims · 8 setups

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  Prostaglandin-mediated immunosuppressive microenvironment formation is a critical contributor to chemotherapy resistance following cisplatin treatment

  high-grade hgsoc bone bmdms scrna-seq cell-cell tensor

• Charting spatial ligand-target activity using Renoir.

  PMID 42086556 · PMC13144314 · Nature communications · 2026 · 8 claims · 8 setups

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  Renoir computes a neighborhood activity score for curated ligand-target pairs at each spatial spot/cell by integrating cell type abundance, cell type-specific mRNA abundance, receptor expression, gene entropy, and mutual information between ligand and target genes.

  intestine triple-negative dorsolateral dlpfc semi-synthetic spatial single-cell

• IMIREG: a lineage-resolved regulon signature unveiling immune engagement archetypes and predicting immunotherapy response across diverse cancers.

  PMID 42092126 · PMC13234301 · NPJ precision oncology · 2026 · 8 claims · 8 setups

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  IMIREG, a 14-regulon transcriptional signature, robustly predicts clinical benefit from ICB across 50 immunotherapy cohorts (52 treatment arms) spanning 16 cancer types with mean AUROC = 0.71

  imvigor210 matched gtex healthy bulk scrna-seq pathway

• Single-cell omics data-driven decoding of tumor clonal evolution through reinforcement learning.

  PMID 41998716 · PMC13224513 · Genome medicine · 2026 · 8 claims · 3 setups

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  scRevol is an RL-based model that infers tumor clonal evolution from scRNA-seq-derived CNV profiles via a label assignment learning strategy.

  simulated lineage ovarian scrna-seq-derived

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 6 setups

  Has reproduction · 76

  DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities

  prostate matched gse8511 gene metabolomic pathway

• A disease model resource reveals core principles of tissue-specific cancer evolution.

  PMID 41741657 · PMC13149333 · Nature · 2026 · 8 claims · 8 setups

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  The Mouse Cancer Cell line Atlas (MCCA) is a broad-utility resource of 590 comprehensively characterized mouse cancer cell line models spanning 22 lineages and 46 disease types, accessible via a web portal (www.mcca.tum.de)

  mcca tumour immunocompetent paca whole-genome microscopy-based histopathology

• Scalable cell-specific coexpression networks for granular regulatory pattern discovery with NeighbourNet.

  PMID 41786602 · PMC13138013 · Genome research · 2026 · 7 claims · 5 setups

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  NNet uses PCA embedding followed by local KNN regression in PC space to construct cell-specific coexpression networks (CSNs), improving computational efficiency and estimate stability versus pairwise approaches.

  pbmc thp-1 lin small scrna-seq perturb-seq

• Decoding clone evolution in HER2 amplified breast cancer through single-cell and spatial transcriptomics analysis of copy number variations.

  PMID 41840060 · PMC13125306 · Scientific reports · 2026 · 8 claims · 7 setups

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  IDC exhibits significantly higher CNV burden than DCIS, supporting progressive genomic instability during tumor evolution

  her2-positive epithelial malignant tcga-brca single-cell spatial infercnv

• Migratory Tumor Cells Cooperate with Cancer Associated Fibroblasts in Hormone Receptor-Positive and HER2-Negative Breast Cancer.

  PMID 38892065 · PMC11172245 · International journal of molecular sciences · 2024 · 8 claims · 8 setups

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  HR+/HER2-BC tumor epithelial cells comprise four single-cell-defined functional (SC-f) subtypes: migratory, secretory, proliferating, and dysfunctional.

  hr+ epcam-sorted tumor tcga-brca droplet sidr-seq bulk

• FineST: contrastive learning integrates histology and spatial transcriptomics for nuclei-resolved ligand-receptor analysis.

  PMID 41839892 · PMC13201544 · Nature communications · 2026 · 8 claims · 6 setups

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  FineST, a bimodal contrastive learning model integrating histology (Virchow2 ViT features) and spatial gene expression, enables nuclei-resolved high-resolution RNA imputation.

  colorectal crc breast he-stained spatial type ccc

• Metappuccino: large language model-driven reconstruction of sequence read archive metadata for cancer research.

  PMID 42057294 · PMC13148957 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  Metappuccino reconstructs 19 metadata classes by combining deterministic rule-based extraction/normalization (for explicit context) with LoRA-specialized Mistral-7B-Instruct completion (for missing/ambiguous fields)

  ncbi sra metadata llm-based rule-based

• Differential cell signaling testing for cell-cell communication inference from single-cell data by dominoSignal.

  PMID 41746282 · PMC12998610 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  dominoSignal extends the Domino algorithm to enable statistical testing of differential cell-cell signaling between experimental conditions.

  single-cell simulated pdac per-sample single-cell simulation cell-cell

• TE-SCALE: a comprehensive database for exploring transposable element expression across human cancers at single-cell resolution.

  PMID 41296555 · PMC12807651 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  TE-SCALE is a comprehensive single-cell database integrating TE expression across 20 human cancer types and 12 tissue origins

  tumor quality-controlled scrna-seq metacells scrna-seq subfamily automated