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).

• A pan-cancer single cell landscape reveals heterogeneity and functional diversity of double-negative T cells.

  PMID 41484771 · PMC12882460 · Molecular cancer · 2026 · 7 claims · 5 setups

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  Integration of pan-cancer scRNA-seq data yields a comprehensive single-cell atlas of 157,025 high-quality DNT cells across 23 cancer types.

  tumor dnt ffpe mc38 scrna-seq tcr multiplex

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

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  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• 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

• Atlas-guided discovery of transcription factors for T cell programming.

  PMID 41639465 · PMC13017511 · Nature · 2026 · 8 claims · 8 setups

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  A multi-omics atlas (Taiji pipeline) integrating RNA-seq and ATAC-seq across nine CD8+ T cell states can predict TF activity and identify state-selective versus multi-state TFs

  cd8+ lcmv p14 c57bl rna-seq pearson crispr

• 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

• 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

• Pan-Cancer Single-Cell RNA Sequencing Analysis Refines Multi-Origin Monocyte and Macrophage Lineages.

  PMID 41231218 · PMC12865363 · Cancer immunology research · 2026 · 6 claims · 8 setups

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  TAMs arise from two distinct origins: C1QC+ TAMs likely derive from resident tissue macrophages, while SPP1+ TAMs and ISG15+ TAMs likely originate from circulating monocytes.

  myeloid melanoma monocyte-to-macrophage coad-read scrna-seq differential developmental

• 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

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

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  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• TiRank prioritizes phenotypic niches in tumor microenvironment for clinical biomarker discovery.

  PMID 41689080 · PMC12910759 · Genome medicine · 2026 · 7 claims · 4 setups

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  TiRank is a framework that integrates scRNA-seq, ST, and bulk transcriptomes using an REO-transformation module and multitask transfer learning to align data into a unified embedding space for prioritizing clinically relevant spatial niches

  benchmark pan-cancer gastric independent scrna-seq bulk spatial

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Comprehensive analysis of the causal risk factor from hypertension associated with prognosis and therapeutic response in renal cell carcinoma by multi-omics analysis and validation.

  PMID 41680825 · PMC12998095 · Biology direct · 2026 · 8 claims · 8 setups

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  A 48-gene cross-species hypertension (HTN) gene module identified from human and SHR rat scRNA-seq can classify ccRCC patients into two molecular subgroups with distinct survival and targeted therapy response

  aortic spontaneously tcga icgc single-cell bulk summary-data-based

• CLK1 Promotes Myeloid-Derived Suppressor Cell Trafficking and Reprograms the Tumor Microenvironment by Activating Hippo/YAP Signaling in Colorectal Cancer.

  PMID 41686262 · PMC13136879 · Cancer immunology research · 2026 · 8 claims · 8 setups

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  CLK1 is markedly upregulated in immune-cold colorectal tumors and correlates with increased MDSC infiltration and CD8+ T-cell exclusion

  colorectal tcga-coad ct26 tumor scrna-seq bulk multiplex

• Integrated spatial transcriptomics and pan-cancer XGBoost modeling uncover spatial drivers of immune exclusion and predict immunotherapy response.

  PMID 41925746 · PMC13046951 · Cancer immunology, immunotherapy : CII · 2026 · 8 claims · 8 setups

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  A three-step computational framework (ImmCeRNA) identified 6,070 immune-related ceRNA interactions across 27 cancer types by integrating expression correlation and experimental validation data.

  cancer pan-cancer single lung bulk database single-cell

• Advancing Prognosis Prediction and Immunotherapy Efficacy in Lung Adenocarcinoma Through Machine Learning: Novel Insights From Anoikis Regulator Patterns in Single-Cell Multiomics.

  PMID 41488744 · PMC12764181 · International journal of genomics · 2026 · 8 claims · 8 setups

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  Epithelial and endothelial cells show the highest anoikis-enriched scores among LUAD TME cell types, with AT2-like Epi being the most anoikis-related epithelial subpopulation.

  luad pan-cancer tumor scrna-seq spatial bulk

• 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

• Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.

  PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types

  bulk py2t mcf10a airway transcriptomic rna-seq single-cell

• 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