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 · 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 · 32
Identifying COVID-19-Specific Transcriptomic Biomarkers with Machine Learning Methods.
PMID 34307679 · PMC8272456 · BioMed research international · 2021 · 7 claims · 2 setups
A pipeline combining Boruta and mRMR feature selection with incremental feature selection (IFS) was used to identify COVID-19-specific transcriptomic biomarkers from blood gene expression data.
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Has reproduction · 63
Community assessment of methods to deconvolve cellular composition from bulk gene expression.
PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups
Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.
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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 · 6 claims · 5 setups
DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection
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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 · 85
Systematic Analysis of Long Non-Coding RNA Genes in Nonalcoholic Fatty Liver Disease.
PMID 35893239 · PMC9332188 · Non-coding RNA · 2022 · 6 claims · 5 setups
Many lncRNAs, like protein-coding genes, are differentially expressed in NAFLD patients compared to healthy normal-weight and obese individuals.
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Has reproduction · 73
RSK1 is an exploitable dependency in myeloproliferative neoplasms and secondary acute myeloid leukemia.
PMID 39820365 · PMC11739599 · Nature communications · 2025 · 8 claims · 8 setups
RSK1 is a conserved, exploitable therapeutic dependency across MPN and secondary AML
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Has reproduction · 19
Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.
PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups
Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.
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Has reproduction · 73
Exploring the prognostic and diagnostic value of lactylation-related genes in sepsis.
PMID 39367086 · PMC11452377 · Scientific reports · 2024 · 8 claims · 7 setups
Intersecting sepsis-associated differentially expressed genes with a curated list of 332 lactylation genes yields 55 sepsis-related lactylation genes.
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Has reproduction · 64
Blood Transcriptome Analysis of Septic Patients Reveals a Long Non-Coding Alu-RNA in the Complement C5a Receptor 1 Gene.
PMID 35447887 · PMC9027897 · Non-coding RNA · 2022 · 6 claims · 7 setups
A computational pipeline intersecting immune gene coordinates with Alu element coordinates can identify candidate Alu-lncRNAs
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Has reproduction · 50
Inflammatory Bone Marrow Mesenchymal Stem Cells in Multiple Myeloma: Transcriptional Signature and In Vitro Modeling.
PMID 37958322 · PMC10650304 · Cancers · 2023 · 8 claims · 8 setups
Reanalysis of scRNA-Seq identified 279 iMSC signature genes upregulated in BM MSCs of MM patients vs healthy donors, covering 82% of the top 50 previously defined iMSC 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 · 84
Network Controllability Reveals Key Mitigation Points for Tumor-Promoting Signaling in Tumor-Educated Platelets.
PMID 41226816 · PMC12609506 · International journal of molecular sciences · 2025 · 8 claims · 6 setups
TEPs in NSCLC show 111 upregulated and 108 downregulated genes versus non-cancer control platelets, enriched in ECM interaction, cytoskeleton, immune signaling, and platelet activation pathways.
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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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Has reproduction · 75
Identification of Novel Therapeutic Candidates Against SARS-CoV-2 Infections: An Application of RNA Sequencing Toward mRNA Based Nanotherapeutics.
PMID 35983322 · PMC9378778 · Frontiers in microbiology · 2022 · 6 claims · 7 setups
RPL29 (60S ribosomal protein L29) is highly/consistently expressed across all COVID-19 infected groups regardless of severity, suggesting it as a novel host therapeutic target for mRNA-based nanomedicines.
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Has reproduction · 59
Cell-Type-Specific Gene Modules Related to the Regional Homogeneity of Spontaneous Brain Activity and Their Associations With Common Brain Disorders.
PMID 33958982 · PMC8093778 · Frontiers in neuroscience · 2021 · 7 claims · 8 setups
Fourteen gene modules were consistently associated with ReHo across three independent fMRI datasets.
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Has reproduction · 73
Design of a targeted blood transcriptional panel for monitoring immunological changes accompanying pregnancy.
PMID 38352867 · PMC10861739 · Frontiers in immunology · 2024 · 6 claims · 3 setups
A targeted panel of 176 transcripts plus 8 housekeeping genes was identified for monitoring immunological changes during pregnancy
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Has reproduction · 79
pyrpipe: a Python package for RNA-Seq workflows.
PMID 34085037 · PMC8168212 · NAR genomics and bioinformatics · 2021 · 8 claims · 3 setups
pyrpipe enables development of flexible, reproducible, and easy-to-debug RNA-Seq computational pipelines purely in Python, in an object-oriented manner
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Has reproduction · 69
A blood-based DNA damage signature in patients with Parkinson's disease is associated with disease progression.
PMID 40913219 · PMC12443628 · Nature aging · 2025 · 8 claims · 2 setups
A blood-based DNA damage signature is present in PD patients and is associated with disease progression.
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Has reproduction · 88
Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.
PMID 35269470 · PMC8909161 · Cells · 2022 · 7 claims · 7 setups
COVID-19 and HLH share immunological pathways, yielding 237 common up-regulated DEGs dominated by cytokine/chemokine signaling and neutrophil-mediated immune responses.