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
Detecting aberrant DNA methylation in Illumina DNA methylation arrays: a toolbox and recommendations for its use.
PMID 37218167 · PMC10208159 · Epigenetics · 2023 · 8 claims · 8 setups
Developed OutlierMeth, an R package that computes probe-specific thresholds and flags DNA methylation outliers from array data
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Has reproduction · 51
A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.
PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups
An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73
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Has reproduction · 79
The relationship between PLOD1 expression level and glioma prognosis investigated using public databases.
PMID 34040895 · PMC8127981 · PeerJ · 2021 · 8 claims · 8 setups
PLOD1 mRNA expression is significantly higher in glioma tissue than in normal brain tissue
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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 · 41
Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.
PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups
PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)
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Has reproduction · 100
Differential Gene Expression and Methylation Analysis of Melanoma in TCGA Database to Further Study the Expression Pattern of KYNU in Melanoma.
PMID 35893303 · PMC9329910 · Journal of personalized medicine · 2022 · 8 claims · 8 setups
Oncogenes MITF, KIT, CDH1, NRAS, AKT1, EGFR, TP53, and CDK4 are elevated while tumor suppressors PTEN, cAMP, and BCL2 are reduced in melanoma
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Has reproduction · 84
Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.
PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups
A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts
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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
m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis
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Has reproduction · 66
Liver-specific paraoxonase-1 alleviates regulatory T cell-driven immunosuppression via metabolic reprogramming in hepatocellular carcinoma.
PMID 41387425 · PMC12701056 · Nature communications · 2025 · 8 claims · 8 setups
PON1 expression is downregulated in HCC tumor tissue and low PON1 is associated with worse prognosis
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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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Has reproduction · 90
Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.
PMID 37948380 · PMC10637681 · PloS one · 2023 · 8 claims · 8 setups
Stemness-related genes ORC1L, KIF20A, and DLGAP5 are upregulated in LUAD and correlate with altered immune cell infiltration (Th2, MDSC, HSC) and reduced patient survival.
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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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Has reproduction · 50
Wx: a neural network-based feature selection algorithm for transcriptomic data.
PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups
The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.
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Has reproduction · 68
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
THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts
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Full-text index only
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
RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample
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Has reproduction · 69
Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.
PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups
An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset
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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 · 80
Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.
PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups
WGCNA identified 214 key genes in the blue module most correlated with LUAD
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Has reproduction · 62
Specific Marker Gene Analysis for Primary Central Nervous System Lymphoma Based on Methylation Difference and Development of Detection Primers.
PMID 41097902 · PMC12528802 · Brain and behavior · 2025 · 7 claims · 5 setups
450K microarray analysis identified 26 overlapping differential methylation sites distinguishing PCNSL from CNS and non-CNS groups
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Has reproduction · 90
Dynamic interaction of MYC enhancer RNA with YEATS2 protein regulates MYC gene transcription in pancreatic cancer.
PMID 40216980 · PMC12117045 · EMBO reports · 2025 · 8 claims · 11 setups
MYC eRNAs (notably MYC-490-kb) are transcribed from the MYC super-enhancer and are upregulated by chronic TNF-α stimulation specifically in pancreatic cancer cells, not normal pancreatic epithelial cells