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 · 73
Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.
PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups
Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.
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Has reproduction · 75
Stage-stratified molecular profiling of non-muscle-invasive bladder cancer enhances biological, clinical, and therapeutic insight.
PMID 35028613 · PMC8714941 · Cell reports. Medicine · 2021 · 8 claims · 5 setups
Stage-stratified molecular subclassification of Ta and T1 tumors provides greater biological understanding and more clinically meaningful information than subtypes derived from all NMIBCs combined.
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.
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Profiling critical cancer gene mutations in clinical tumor samples.
PMID 19924296 · PMC2774511 · PloS one · 2009 · 7 claims · 4 setups
OncoMap, a panel of ~400 mass-spectrometric genotyping assays targeting 33 cancer genes, enables robust mutation profiling of clinical fresh-frozen and FFPE tumor DNA.
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Has reproduction · 93
5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.
PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups
Most of the 17 m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis.
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Has reproduction · 73
Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.
PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups
In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.
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Divide and conquer: progress in the molecular stratification of cancer.
PMID 19718393 · PMC2730607 · Yonsei medical journal · 2009 · 8 claims · 8 setups
Cancers exhibit significant clinical, histopathologic, and molecular heterogeneity between individual patients
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Has reproduction
Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.
PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 6 claims · 8 setups
A deep learning WSI cluster (three-class mini batch K-means on Inception V3 features) is associated with overall survival (P<0.001) and is an independent prognostic predictor (P=0.031) in BLCA.
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Has reproduction
Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.
PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups
Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.
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Natural variation of HIV-1 group M integrase: implications for a new class of antiretroviral inhibitors.
PMID 18687142 · PMC2546438 · Retrovirology · 2008 · 7 claims · 6 setups
Integrase displays significantly less inter- and intra-subtype amino acid diversity and lower Shannon's entropy than protease or RT.
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The application of genomics to emerging zoonotic viral diseases.
PMID 19855817 · PMC2734983 · PLoS pathogens · 2009 · 8 claims · 8 setups
High-throughput sequencing, mRNA expression profiling, and SNP microarray analysis enable rapid identification and genomic characterization of emerging zoonotic pathogens and host responses to them.