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).
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Has reproduction · 71
Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.
PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups
IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration
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Has reproduction · 45
Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.
PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups
Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data
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Has reproduction · 67
Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.
PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups
TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores
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Has reproduction · 76
Single-cell multiomics profiling reveals heterogeneous transcriptional programs and microenvironment in DSRCTs.
PMID 38781959 · PMC11228554 · Cell reports. Medicine · 2024 · 8 claims · 8 setups
DSRCT tumor cells cluster into consistent subpopulations with partially overlapping lineage- and metabolism-related transcriptional programs across patients and samples
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Has reproduction · 100
Intratumoral heterogeneity in microsatellite instability status at single-cell resolution.
PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 7 setups
A novel computational (Snakemake) pipeline quantifies intratumoral heterogeneity in MSI status at single-cell resolution
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Has reproduction · 81
CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.
PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups
Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL
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Has reproduction · 83
Hierarchical classification-based pan-cancer methylation analysis to classify primary cancer.
PMID 38066424 · PMC10709847 · BMC bioinformatics · 2023 · 8 claims · 8 setups
CHCT, a two-tier hierarchical classification tool built from methylation data, accurately classifies primary cancer type across 30 cancer types.
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Has reproduction · 88
Tumor-specific but immunosuppressive CD39(+)CD8(+) T cells exhibit double-faceted roles in clear cell renal cell carcinoma.
PMID 40961944 · PMC12629791 · Cell reports. Medicine · 2025 · 8 claims · 8 setups
CD39+CD8+ TILs constitute a terminally exhausted, tumor-antigen-specific subset of CD8+ T cells
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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
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.
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Has reproduction · 71
Artificial intelligence-guided discovery of gastric cancer continuum.
PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups
A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples
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Has reproduction · 63
Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.
PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
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Has reproduction
Immunoregulatory Roles of Tumor-Originated Pericytes Identified by Single-Cell Analysis in Glioblastoma.
PMID 41001759 · PMC12713092 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025 · 8 claims · 8 setups
CD146 (MCAM) is a superior surface marker for sorting GBM pericytes, labeling nearly all PDGFRβ+ pericytes with strong specificity, unlike NG2 which labels fewer vessel-associated pericytes.
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Has reproduction · 67
An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.
PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 6 setups
An individualized Bayesian causal discovery framework can learn tumor-specific intercellular communication networks (ICNs) by combining single-cell gene expression module (GEM) discovery, bulk tumor deconvolution, and individualized causal network learning.
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Has reproduction · 85
Deciphering the Immune Microenvironment at the Forefront of Tumor Aggressiveness by Constructing a Regulatory Network with Single-Cell and Spatial Transcriptomic Data.
PMID 38254989 · PMC10815467 · Genes · 2024 · 7 claims · 8 setups
High expression of transcription factors FOXA1 and EZH2 in malignant cells at the invasive front plays a key role in driving tumor progression
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Has reproduction · 30
Bacillus Calmette-Guérin Treatment Changes the Tumor Microenvironment of Non-Muscle-Invasive Bladder Cancer.
PMID 35311085 · PMC8930202 · Frontiers in oncology · 2022 · 8 claims · 8 setups
BCG therapy has bidirectional effects on tumor evolution and immune checkpoint landscape, with a significant reduction in neoantigen burden percentage in relapsed tumors
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Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis
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Independent component analysis reveals new and biologically significant structures in micro array data.
PMID 16762055 · PMC1557674 · BMC bioinformatics · 2006 · 7 claims · 8 setups
ICA applied to three microarray datasets reveals many biologically significant components, including low-ranking ones not obvious by rank alone
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Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.
PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups
Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity
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A sequence-based survey of the complex structural organization of tumor genomes.
PMID 18364049 · PMC2397511 · Genome biology · 2008 · 8 claims · 6 setups
End sequencing profiling (ESP) can identify all classes of genome rearrangements in tumor genomes by paired-end sequencing of BAC clones
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Has reproduction · 10
FOXM1 inhibitor, RCM‑1, enhances venetoclax mediated apoptosis through downregulation of ATP2B4 in rhabdomyosarcoma.
PMID 41789627 · PMC12987556 · International journal of oncology · 2026 · 8 claims · 8 setups
Combination therapy of RCM-1 and venetoclax inhibits RMS tumor growth more efficiently than venetoclax alone in an animal model by decreasing proliferation and inducing apoptosis