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 · 46
De novo transcriptome assembly and comprehensive assessment provide insight into fruiting body formation of Sparassis latifolia.
PMID 35773379 · PMC9247108 · Scientific reports · 2022 · 6 claims · 7 setups
De novo transcriptome assembly of S. latifolia produced 48,549 unigenes, 71.53% (34,728) of which were annotated against KEGG, GO, and/or KOG databases
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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 · 92
Activity of distinct growth factor receptor network components in breast tumors uncovers two biologically relevant subtypes.
PMID 28446242 · PMC5406893 · Genome medicine · 2017 · 7 claims · 6 setups
Breast tumors exhibit two discrete GFRN activity phenotypes: a 'survival phenotype' with concordant HER2/IGF1R/AKT activation and a 'growth phenotype' with concordant EGFR/KRAS(G12V)/RAF1/BAD activation, which are typically mutually exclusive.
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Has reproduction · 66
STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.
PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups
Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level
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Has reproduction · 76
WikiPathways App for Cytoscape: Making biological pathways amenable to network analysis and visualization.
PMID 25254103 · PMC4168754 · F1000Research · 2014 · 8 claims · 7 setups
The open-source WikiPathways app for Cytoscape imports biological pathways from WikiPathways for data visualization and network analysis.
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Has reproduction · 69
Clinical and molecular correlation defines activity of physiological pathways in life-sustaining kidney xenotransplantation.
PMID 37311769 · PMC10264453 · Nature communications · 2023 · 7 claims · 8 setups
Porcine kidney xenografts transplanted into NHPs show only modest growth over time.
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Has reproduction · 84
Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.
PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups
MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation
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Has reproduction · 68
Coding and non-coding roles of MOCCI (C15ORF48) coordinate to regulate host inflammation and immunity.
PMID 33837217 · PMC8035321 · Nature communications · 2021 · 8 claims · 8 setups
MOCCI (encoded by C15ORF48) is a mito-SEP upregulated during inflammation and infection that promotes host-protective resolution
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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 · 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 · 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 · 66
Caloric Restriction Reprograms Adipose Tissues in Rhesus Monkeys.
PMID 41042069 · PMC12686577 · Aging cell · 2025 · 8 claims · 8 setups
At baseline, SAT and VAT transcriptomes are highly similar, with only ~1% of genes (30 genes, adjusted p<0.05) differentially expressed between depots in Controls
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Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
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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 · 8 setups
WGCNA-derived gene coexpression modules from breast cancer cell line RNA-seq data correlate significantly with specific cell-shape features
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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 · 71
Transcriptome and machine learning analysis of the impact of COVID-19 on mitochondria and multiorgan damage.
PMID 38295140 · PMC10830027 · PloS one · 2024 · 6 claims · 7 setups
Potential cardiac, hepatic, and renal impairments in COVID-19 are associated with ACE2, inflammatory cytokine storms, and mitochondrial pathways.
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Has reproduction · 55
Gene module regulation in dilated cardiomyopathy and the role of Na/K-ATPase.
PMID 35901050 · PMC9333241 · PloS one · 2022 · 7 claims · 7 setups
Several WGCNA gene co-expression modules are significantly associated with both LVEF and the DCM phenotype in heart failure patients.
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Has reproduction · 73
Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.
PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups
In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.
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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