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 · 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 · 76
Correcting scale distortion in RNA sequencing data.
PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups
Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)
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Has reproduction · 71
Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.
PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups
Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments
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Has reproduction · 59
CD14(lo)CD301b(+) macrophages gathering as a proangiogenic marker in adipose tissues.
PMID 39645040 · PMC11745947 · Journal of lipid research · 2025 · 8 claims · 8 setups
Cd14−/− mice exhibit a leaner body shape and are protected from HFD-induced obesity compared to WT mice
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Has reproduction · 85
Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.
PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups
Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) were identified for HCM by intersecting DEGs with MR-derived HCM-associated eQTLs.
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Has reproduction · 77
Hepatocyte dedifferentiation in 2D culture reveals extensive transcriptomic and proteomic rewiring.
PMID 41111196 · PMC12506984 · Hepatology communications · 2025 · 8 claims · 4 setups
24 hours of 2D culturing changes >10,000 genes and ~3000 proteins in primary hepatocytes compared with freshly isolated cells, reflecting major transcriptomic and proteomic rewiring.
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Has reproduction · 50
Transcriptome profiling of osteoclast subsets associated with arthritis: A pathogenic role of CCR2(hi) osteoclast progenitors.
PMID 36591261 · PMC9797520 · Frontiers in immunology · 2022 · 8 claims · 6 setups
CCR2hi and CCR2lo periarticular bone marrow OCP subsets show a disparate transcriptome (863 differentially expressed genes)
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Has reproduction · 68
Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.
PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 7 claims · 7 setups
CEP120 and SPDL1 are fibrosis-related diagnostic genes for IDD, identified via a random forest model from 29 differentially expressed fibrosis-related genes
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Has reproduction · 75
Integrative analysis reveals chemokines CCL2 and CXCL5 mediated shear stress-induced aortic dissection formation.
PMID 38163105 · PMC10757018 · Heliyon · 2024 · 7 claims · 8 setups
Chemokines CCL2 and CXCL5 mediate a shear stress-induced 'Endothelial-Monocyte-Neutrophil' axis that contributes to aortic dissection development.
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Has reproduction · 44
Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.
PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 7 claims · 6 setups
DyGAF, a dual-model attention-based neural network combined with random forest feature selection, identifies and ranks genes by significance for COVID-19 biomarker detection.
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Has reproduction · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered 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 · 7 claims · 6 setups
SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction
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Has reproduction
Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.
PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
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Has reproduction · 100
Charting and probing the activity of ADARs in human development and cell-fate specification.
PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 7 setups
RNA editing (AEI) and ADAR enzyme expression follow tissue-specific temporal dynamics across human organs from fetal to adult stages, with ADARB1 dynamics tracking AEI increase in hindbrain development.
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Has reproduction · 71
IL-6 trans-Signaling Regulates Neutrophilic Inflammation in Alcohol-Associated Hepatitis.
PMID 40562277 · PMC13168973 · The American journal of pathology · 2026 · 8 claims · 8 setups
Hepatic IL-6R expression progressively declines with increasing severity of alcohol-related liver disease, from normal to early ASH to nonsevere and severe AH
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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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Has reproduction · 85
Exploring microproteins from various model organisms using the mip-mining database.
PMID 37919660 · PMC10623795 · BMC genomics · 2023 · 5 claims · 4 setups
Mip-mining is a database of 336 curated RNA-seq datasets from 8626 samples across nine species, built specifically to explore microprotein functions under stress and disease conditions
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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 · 74
Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.
PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 6 claims · 7 setups
540 DEGs are shared across BRC, CRC, and LUC, yielding 46 metabolism-related genes (MRGs) and 20 key/hub MRGs common to all three cancers.
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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 insulin resistance signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) yields an insulin resistance risk score (IRRS) with high predictive power for overall survival in breast cancer.