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 · 100
Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.
PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups
A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.
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Has reproduction · 59
Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.
PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
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Full-text index only
Examination of tetrahydrobiopterin pathway genes in autism.
PMID 19674121 · PMC2784255 · Genes, brain, and behavior · 2009 · 8 claims · 6 setups
PTS (6-pyruvoyl-tetrahydropterin synthase) shows significant nominal association with autism (p=0.009), not restricted to affected-male-only subset
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Has reproduction · 83
Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.
PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups
Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD
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Has reproduction · 77
SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.
PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 6 claims · 5 setups
SurvConvMixer, using pathway-level gene expression images and ConvMixer, achieves strong internal validation AUC for overall survival prediction, especially on larger datasets like LUAD
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Has reproduction · 96
Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.
PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups
A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.
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Has reproduction · 78
Evaluating Distribution and Prognostic Value of New Tumor-Infiltrating Lymphocytes in HCC Based on a scRNA-Seq Study With CIBERSORTx.
PMID 33043022 · PMC7527443 · Frontiers in medicine · 2020 · 6 claims · 8 setups
CIBERSORTx can combine scRNA-seq-derived signature matrices with bulk RNA-seq data to estimate proportions of 11 TIL subsets in HCC tumor and normal tissue
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Has reproduction · 75
Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.
PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups
306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue
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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 · 67
Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.
PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups
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.
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Has reproduction · 73
Expression Patterns of Immune Genes Reveal Heterogeneous Subtypes of High-Risk Neuroblastoma.
PMID 32629858 · PMC7408437 · Cancers · 2020 · 8 claims · 8 setups
Unsupervised biclustering of 283 NB-specific immune genes stratifies HR-NB into two reproducible subtypes: ultra-high-risk (UHR-NB) and (revised) HR-NB.
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Has reproduction · 83
Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.
PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups
AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy
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Has reproduction
Comprehensive analysis of m(6)A methylome alterations after azacytidine plus venetoclax treatment for acute myeloid leukemia by nanopore sequencing.
PMID 38510975 · PMC10950754 · Computational and structural biotechnology journal · 2024 · 8 claims · 6 setups
m6A site number and m6A levels are significantly lower in post-treatment complete remission (CR) bone marrow than in pre-treatment AML bone marrow
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Has reproduction · 75
Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.
PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups
sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample
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Has reproduction · 53
Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.
PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 7 claims · 5 setups
A computational framework integrating independently measured CNV (DNA sequencing) and single-cell RNA-seq from the same patients identifies recurrent concordant copy number gain and gene upregulation (CNG-UP) events and functional modules at the single-cell level.
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Has reproduction · 78
Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.
PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups
A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors
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Has reproduction · 51
Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.
PMID 32542016 · PMC7295234 · PloS one · 2020 · 7 claims · 8 setups
Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC compared to normal liver at mRNA and/or protein level
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Has reproduction · 48
Indoleamine 2, 3-Dioxygenase 1 and CD8 Expression Profiling Revealed an Immunological Subtype of Colon Cancer With a Poor Prognosis.
PMID 33425745 · PMC7793995 · Frontiers in oncology · 2020 · 8 claims · 8 setups
A colon cancer subtype with CD8Ahigh IDO1high tumors shows the worst survival despite high CD8 T cell infiltrates
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Has reproduction · 51
Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.
PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups
A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients
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Has reproduction · 81
Identification of Proteins Deregulated by Platinum-Based Chemotherapy as Novel Biomarkers and Therapeutic Targets in Non-Small Cell Lung Cancer.
PMID 33777753 · PMC7991912 · Frontiers in oncology · 2021 · 7 claims · 8 setups
Cisplatin exposure induces significant deregulation of protein expression networks in NSCLC cells