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).

• Gene regulatory network transitions reveal the central transcription factors in lung adenocarcinoma progression.

  PMID 41559111 · PMC12873405 · NPJ systems biology and applications · 2026 · 7 claims · 8 setups

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  NR2F1 is a central transcription factor in LUAD progression, identified independently through GRN architecture transitions and gene regulation dynamics analysis

  luad epithelial myeloid nr2f1 single-cell gene binding

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• PICDGI: A framework for predicting cancer driver genes through dynamic gene-gene interaction modeling of single-cell data.

  PMID 42044093 · PMC13119913 · PLoS computational biology · 2026 · 8 claims · 3 setups

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  PICDGI is a Bayesian framework that predicts driver-like regulatory genes by integrating dynamic gene-gene interaction modeling with scRNA-seq data, without using DNA mutation calls

  lung pediatric same scrna-seq moran's

• Multi-Omics reveals SPP1 + malignant and CXCR4(+) TAM crosstalk predicts immunotherapy response in lung adenocarcinoma.

  PMID 42045760 · PMC13187092 · Discover oncology · 2026 · 8 claims · 8 setups

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  SPP1+ malignant and CXCR4+ TAM crosstalk drives CD8 T cell exhaustion and induces poor immunotherapy response

  luad tcga-luad epithelial a549 single-cell spatial bulk

• 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

• 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

• Targeted and personalized immunotherapy in lung adenocarcinoma: single-cell RNA sequencing of MAFF+ tumor cells and the therapeutic potential of FOS.

  PMID 40936936 · PMC12420628 · Frontiers in immunology · 2025 · 7 claims · 8 setups

  Has reproduction · 71

  A highly stem-like C0 MAFF+ tumor cell subtype dominates invasive LUAD, producing chemokines and activating lipid metabolism

  luad tumor a549 single-cell infercnv pseudotime

• The landscape of responses to neoadjuvant immunotherapy in resectable Kirsten rat sarcoma viral oncogene homolog-mutant lung adenocarcinoma: Clinical heterogeneity and correlative immunologic analysis.

  PMID 42011021 · PMC13096693 · Clinical and translational medicine · 2026 · 6 claims · 8 setups

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  KRAS-mutant LUAD patients show significantly poorer pathological response and inferior long-term survival after neoadjuvant immunotherapy compared to KRAS-wildtype patients

  resected resectable epithelial cd4t_treg_tnfrsf4 scrna-seq retrospective cnv

• Critical role for a high-plasticity cell state in lung cancer.

  PMID 41565826 · PMC12960256 · Nature · 2026 · 8 claims · 8 setups

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  The HPCS is a transcriptionally distinct cancer cell state that functions as a hub for reciprocal transitions between other cancer cell states

  autochthonous kpfrt gfp+ sorted single-cell flow immunofluorescence

• Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.

  PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts

  tcga paired thbs2+ scrna-seq wgcna scrna-seq gsea

• Multiomic and functional validation of ACSL3, a regulator of fatty acid metabolism, as a lymph node metastasis-associated gene in lung adenocarcinoma.

  PMID 41998631 · PMC13261843 · Respiratory research · 2026 · 8 claims · 8 setups

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  A five-gene FAM-related risk signature (ACSL3, MCAT, NDUFAB1, OLAH, ACSL4)-derived FScore stratifies LUAD prognosis across multiple independent cohorts

  tcga-luad luad a549 lymphatic bulk scrna-seq spatial

• Single-cell spatial analysis stratifies lung adenocarcinoma with rare actionable mutations and reveals immune-modulatory cellular crosstalk.

  PMID 42013848 · PMC13198233 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Consensus meta-program (MP) expression patterns stratify LUAD patients with rare and reference oncogenic mutations into ICI-MP-H and ICI-MP-L subgroups reflecting differential predicted ICI benefit

  luad matched tcga epithelial single-cell multiplex bulk

• 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

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 7 claims · 7 setups

  Has reproduction · 65

  scMKL outperforms SVM, EasyMKL, MLP, and XGBoost in classification accuracy (AUROC) across multiple single-cell cancer datasets

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• Exploring phenotype-related single-cells through attention-enhanced representation learning.

  PMID 41566378 · PMC12906058 · Genome medicine · 2026 · 6 claims · 5 setups

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  scPhase, an attention-based multiple instance learning (AMIL) framework with Mixture-of-Experts aggregation, predicts sample-level clinical phenotypes from raw scRNA-seq data and generalizes across patient cohorts

  pbmcs brain tumor scrna-seq

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• Vγ1 γδ T cells steer airway macrophages toward a profibrotic response in an autochthonous lung cancer mouse model.

  PMID 41779856 · PMC12959402 · Science advances · 2026 · 7 claims · 6 setups

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  Lung tumors drive expansion of both CD27+ and CD27- pulmonary γδ T cells, which acquire distinct spatial and phenotypic changes in the tumor microenvironment

  spc-cre+ microdissected sorted merged flow confocal single-cell

• Identification and validation of prognostic genes associated with M2 macrophage and heme metabolism in lung adenocarcinoma through bulk and single-cell RNA sequencing analysis.

  PMID 41787185 · PMC13076703 · Discover oncology · 2026 · 8 claims · 8 setups

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  EPB41, ACP5, PPOX, RBM38, and TRIM58 were identified as prognostic genes for LUAD

  tcga-luad gse131907 clinical cibersort gsea spearman

• Dissecting origin factors of lymph node metastasis in non-small cell lung cancer via multimodal omics.

  PMID 41975179 · PMC13250061 · Nature communications · 2026 · 8 claims · 8 setups

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  Epithelial cells in mLNs and matched mLN+ primary tumors (mLN+PTs) show enhanced cancer stemness (higher CytoTRACE scores) compared to mLN-negative and normal samples.

  patient-matched mln epithelial tcga-luad scrna-seq spatial cytotrace

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

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  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene