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
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
Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.
PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups
Twenty-two genes lie at the intersection of AFB1-predicted targets and breast cancer-associated co-expression modules/DEGs
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Has reproduction · 88
From bud formation to flowering: transcriptomic state defines the cherry developmental phases of sweet cherry bud dormancy.
PMID 31830909 · PMC6909552 · BMC genomics · 2019 · 8 claims · 7 setups
Flower buds in organogenesis, paradormancy, endodormancy and ecodormancy stages are each defined by expression of genes in specific pathways, and the transcriptional state accurately captures the dormancy state.
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Has reproduction · 100
Identification of phenotype-specific networks from paired gene expression-cell shape imaging data.
PMID 35197309 · PMC8997347 · Genome research · 2022 · 8 claims · 5 setups
A network-based approach integrating RNA-seq and cell-shape imaging data identifies data-derived signaling networks specific to cell-shape regulation in breast cancer.
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Has reproduction
DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.
PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 4 setups
DAGFormer, a graph-based domain adaptation framework integrating bulk and scRNA-seq data, predicts single-cell drug responses more accurately than existing methods.
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Has reproduction · 49
Interplay between Non-Coding RNA Transcription, Stringent/Relaxed Phenotype and Antibiotic Production in Streptomyces ambofaciens.
PMID 34438997 · PMC8388888 · Antibiotics (Basel, Switzerland) · 2021 · 8 claims · 5 setups
The S. ambofaciens ATCC 23877 transcriptome was redefined from RNAseq data into 5587 transcriptional units (4433 monocistronic, 1154 polycistronic) covering 90.8% of the linear chromosome
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Has reproduction · 84
TransOrGAN: An Artificial Intelligence Mapping of Rat Transcriptomic Profiles between Organs, Ages, and Sexes.
PMID 37200521 · PMC10433534 · Chemical research in toxicology · 2023 · 6 claims · 4 setups
TransOrGAN can infer transcriptomic profiles between any 2 of 9 organs with an average cosine similarity of 0.984 between synthetic and real profiles
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Has reproduction · 71
Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.
PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 7 claims · 7 setups
AML patients can be categorized into two distinct PANRG-based clusters with differing prognosis and immune characteristics
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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 · 90
Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.
PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups
Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.
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Has reproduction · 78
A network-based model of Aspergillus fumigatus elucidates regulators of development and defensive natural products of an opportunistic pathogen.
PMID 41505094 · PMC12781895 · Nucleic acids research · 2026 · 8 claims · 5 setups
A comprehensive genome-wide gene regulatory network resource for A. fumigatus (GRAsp) was constructed from 18 RNA-seq datasets using MERLIN-P-TFA.
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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 · 64
Integrated multi-omics analysis combined with clinical validation reveals that HLA-DRB5 and ODAPH are causal risk genes for keratoconus.
PMID 41803193 · PMC13179358 · Scientific reports · 2026 · 7 claims · 8 setups
HLA-DRB5 and ODAPH are causal risk genes for keratoconus, supported by SMR and Bayesian colocalization (HLA-DRB5 PP4=0.844, SMR p=0.001, OR=1.768; ODAPH PP4=1.0, SMR p=0.013, OR=202.851).
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Has reproduction · 60
Core transcriptional signatures of phase change in the migratory locust.
PMID 31292921 · PMC6881432 · Protein & cell · 2019 · 8 claims · 7 setups
PhaseCore genes defined by AC-PCA contribution to phase differentiation predict phase status with >87.5% accuracy
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Has reproduction · 70
Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.
PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups
Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.
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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 · 75
Identification of Key Differentially Expressed Genes in Arabidopsis thaliana Under Short- and Long-Term High Light Stress.
PMID 40869111 · PMC12386182 · International journal of molecular sciences · 2025 · 7 claims · 5 setups
Short- and long-term HL responses in Arabidopsis leaves are driven by distinct transcriptional programs, with duration of HL treatment as the primary factor separating transcriptomic clusters.
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Has reproduction · 73
FRMD8 inhibits tumor metastasis in BRCA1-associated TNBC by negatively regulating tmTNF-α.
PMID 40619383 · PMC12229025 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups
Low FRMD8 expression in BRCA1-mutant breast cancer cells significantly enhances metastatic potential to various organs
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Has reproduction · 38
RNA-Seq transcriptome profiling of upland cotton (Gossypium hirsutum L.) root tissue under water-deficit stress.
PMID 24324815 · PMC3855774 · PloS one · 2013 · 8 claims · 8 setups
A total of 1,530 transcripts were differentially expressed between well-watered and water-deficit stressed field-grown upland cotton root tissues (913 up-regulated, 617 down-regulated).
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Has reproduction · 89
MirDIP 5.2: tissue context annotation and novel microRNA curation.
PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups
mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage