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).

• Lactate metabolism-related interaction perturbation network enables robust stratification of hepatocellular carcinoma.

  PMID 41689750 · PMC13009326 · Discover oncology · 2026 · 8 claims · 8 setups

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  An LM-related gene interaction perturbation network can stratify HCC into four robust molecular subtypes (Cluster1-4)

  tcga-hcc gse76427 gene consensus immune

• Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.

  PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups

  Has reproduction · 100

  Exploratory adaptation (stochastic gene-regulatory network perturbation) explains how GBM cells adapt phenotypically across spatially distinct tumor regions

  patient-derived low-grade tf-gene single-sample bulk differential gene

• A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.

  PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups

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  Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.

  breast preprocessed microarray two-color perturbation

• CCL3+ Neutrophil Signature Predicts Response to Neoadjuvant Toripalimab plus Chemotherapy in Patients with Hypopharyngeal Squamous Cell Carcinoma: A Phase II Trial.

  PMID 41817286 · PMC13223550 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2026 · 7 claims · 8 setups

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  A proinflammatory, CCL3-high neutrophil subset (Neu_CCL3) is significantly enriched in the pretreatment tumor microenvironment of patients who respond to nCIT.

  pretreatment microarray cohorts moc1 single-cell bulk immunohistochemistry

• Ion-Channel-Mediated Drug Repurposing Opportunities Validated by Single-Cell Perturbation in Colorectal Cancer.

  PMID 42074061 · PMC13116841 · International journal of molecular sciences · 2026 · 8 claims · 6 setups

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  WGCNA on CRC transcriptomes identified 100 hub genes spanning three functional programs: ribosomal biogenesis, RNA processing, and immune

  crc independent hct116 bulk protein-protein vgae-based

• PRDM1 Is Associated with Chemoradiotherapy-Associated Enrichment of Adaptive NK Cells in Cervical Cancer.

  PMID 42110212 · PMC13150072 · Computational and structural biotechnology journal · 2026 · 8 claims · 8 setups

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  CRT enriches adaptive NK (aNK) cells within the cervical cancer immune microenvironment, with enrichment apparent after the first fraction and persisting after the second

  cervical subclusters ank overlapping single-cell cluster differential

• Engineering NK and T cells with metabolite-sensing receptors to target solid tumors.

  PMID 41872506 · PMC13132725 · Nature immunology · 2026 · 8 claims · 8 setups

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  GPR183, GPR84, GPR34 and GPR18 were identified as top enhancers of NK cell tumor infiltration and chemotaxis to breast and ovarian cancer via CRISPRa screens

  nk-92 reporter tumor crispra large-scale transwell

• Agent-based modeling of cellular dynamics in adoptive cell therapy.

  PMID 41673469 · PMC13004971 · Communications biology · 2026 · 7 claims · 7 setups

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  ABMACT, an agent-based model of adoptive cell therapy, recapitulated cellular dynamics in two cancer preclinical models (lymphoma and glioblastoma mouse models).

  xenograft il-15-armored cord shanley scrna-seq autonomous rechallenge

• Spatial multi-omics identifies a NOTCH3-mediated capillary-mCAF crosstalk driving immune exclusion in hepatocellular carcinoma.

  PMID 42099451 · PMC13147954 · iMeta · 2026 · 8 claims · 8 setups

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  A high-resolution spatial multi-omics atlas of HCC (CosMx transcriptomics + GeoMx proteomics + pan-cancer scRNA-seq of CAFs under ICB) reveals coordinated cellular topography of the tumor microenvironment

  hcc cafs independent spontaneous spatial pan-cancer multiplex

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

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  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• Single-cell analysis highlights the significance of malignant cell IFN/MHC-II for immunotherapy response in head and neck squamous cell carcinoma.

  PMID 41923630 · PMC13130666 · Cell reports. Medicine · 2026 · 8 claims · 4 setups

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  A malignant cell subset expressing IFN-response and MHC-II genes (IFN/MHC-II) increases in proportion after pembrolizumab treatment and is associated with response

  hnscc ffpe syngeneic independent single-cell multiplexed tumor

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• Decoding the Mechanisms of Hepatocellular Carcinoma Cancer Stem Cells and Identifying Potential Therapeutic Strategies Based on Single-cell Omics.

  PMID 41771574 · PMC12951371 · Cancer genomics & proteomics · 2026 · 7 claims · 8 setups

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  Malignant cells from HCC tumors resolve into six transcriptionally distinct subpopulations, including a progenitor-like CSC subset expressing EPCAM, SOX9, and SOX4

  malignant tumor csc six single-cell spatial copy

• Ultra-precision deconvolution of spatial transcriptomics decodes immune heterogeneity and fate-defining programs in tissues.

  PMID 41862467 · PMC13168514 · Nature communications · 2026 · 8 claims · 8 setups

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  UCASpatial is a novel deconvolution algorithm that uses Shannon entropy-based gene weighting combined with weighted non-negative least squares to estimate cell-type composition from spatial transcriptomics data

  simulated colorectal hippocampus ear simulated runtime spatial

• 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

• Single-Cell Computational Frameworks for Quantifying BET Bromodomain Inhibitor Resistance and Screening Re-Sensitizer Drugs in Triple-Negative Breast Cancer.

  PMID 41933924 · PMC13205605 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 8 setups

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  Ferroptosis inhibition, marked by upregulation of suppressors (e.g., FTH1, GPX4) and downregulation of drivers, underlies the evolution of JQ1 resistance in TNBC cells

  sum159 sum149 six lincs scrna-seq bulk cck8