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).
-
Has reproduction · 100
Computational modeling demonstrates that glioblastoma cells can survive spatial environmental challenges through exploratory adaptation.
PMID 31836713 · PMC6911112 · Nature communications · 2019 · 8 claims · 6 setups
Stochastic exploration of the gene-regulatory network structure confers enhanced adaptive capacity, enabling GBM cells to converge to new target phenotypes in novel environments.
-
Has reproduction · 52
Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity.
PMID 31980607 · PMC6981202 · Nature communications · 2020 · 6 claims · 4 setups
A meta-analysis (MetaMEx) of 66 published human skeletal muscle datasets reveals pathways selectively activated by inactivity, aerobic versus resistance, and acute versus chronic exercise training.
-
Has reproduction · 64
Comparative profiling of skeletal muscle models reveals heterogeneity of transcriptome and metabolism.
PMID 31825657 · PMC7099524 · American journal of physiology. Cell physiology · 2020 · 8 claims · 8 setups
L6, C2C12, and primary human myotubes show substantial heterogeneity in transcriptomic and metabolic profiles
-
Has reproduction · 81
CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.
PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 7 claims · 4 setups
CCL8 is a promising independent prognostic factor in DLBCL associated with M2 macrophage interactions
-
Has reproduction · 53
PulmonDB: a curated lung disease gene expression database.
PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 6 claims · 6 setups
PulmonDB is a curated, web-based gene expression database and R package integrating microarray and RNA-seq data for COPD and IPF with manually curated controlled-vocabulary annotation.
-
Has reproduction · 20
Exploring the role and mechanism of Astragalus membranaceus and radix paeoniae rubra in idiopathic pulmonary fibrosis through network pharmacology and experimental validation.
PMID 37666859 · PMC10477296 · Scientific reports · 2023 · 8 claims · 8 setups
AM and RPR (Huangqi-Chishao decoction) alleviate bleomycin-induced pathological lung fibrotic damage in rats
-
Has reproduction · 88
Transcriptomic Data Meta-Analysis Sheds Light on High Light Response in Arabidopsis thaliana L.
PMID 35457273 · PMC9026532 · International journal of molecular sciences · 2022 · 7 claims · 6 setups
Meta-analysis of five transcriptomic experiments identified 1151 differentially expressed genes that compose a coordinated gene network responding to high light stress
-
Has reproduction · 70
GAUGE-Annotated Microbial Transcriptomic Data Facilitate Parallel Mining and High-Throughput Reanalysis To Form Data-Driven Hypotheses.
PMID 33758032 · PMC8547006 · mSystems · 2021 · 7 claims · 6 setups
GAUGE automatically annotates GEO microbial microarray and RNA-seq data sets, increasing the percentage amenable to analysis from 4% to 33%.
-
Has reproduction · 100
Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.
PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups
The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types
-
Has reproduction · 50
Integrated drug resistance and leukemic stemness gene-expression scores predict outcomes in large cohort of over 3500 AML patients from 10 trials.
PMID 39090192 · PMC11294346 · NPJ precision oncology · 2024 · 7 claims · 6 setups
A 5-gene ADE-Resistance Score (ADE-RS5), derived via LASSO regression from 67 pharmacologically relevant genes, predicts MRD positivity, EFS and OS in pediatric AML.
-
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.
-
Has reproduction · 50
Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.
PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 5 setups
A 186-gene signature derived from six GEO transcriptomic datasets predicts nCRT response in LARC with AUC 0.80 in cross-validation
-
Has reproduction · 59
Advances in genomic and pharmacokinetic profiling for clinical stratification of metastatic breast cancer.
PMID 41369820 · PMC12799884 · Discover oncology · 2025 · 7 claims · 8 setups
Eight gene modules linked to metastasis were identified via scored network analysis and validated through pathway databases.
-
Has reproduction · 32
Integrated analysis of post-transcriptional regulations reveals insights into acute myeloid leukemia.
PMID 41407883 · PMC12712020 · Communications biology · 2025 · 8 claims · 8 setups
PTRs are highly conserved across 44 AML samples and 30 different human tissues, indicating broadly conserved post-transcriptional mechanisms
-
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
-
Has reproduction · 75
Transcriptomic analysis unravels the molecular response of Lonicera japonica leaves to chilling stress.
PMID 36618608 · PMC9815118 · Frontiers in plant science · 2022 · 8 claims · 8 setups
Chilling stress significantly alters the ratio of anthocyanins, chlorophylls, and carotenoids, causing leaf color to change from green to purple
-
Has reproduction · 59
The motor neuron m6A repertoire governs neuronal homeostasis and FTO inhibition mitigates ALS symptom manifestation.
PMID 40307231 · PMC12043976 · Nature communications · 2025 · 8 claims · 8 setups
m6A hypomethylation (not hypermethylation) is consistently associated with ALS across patient iPSC-MNs, postmortem tissue, and independent transcriptomic datasets
-
Has reproduction · 26
Integrating transcriptomic datasets across neurological disease identifies unique myeloid subpopulations driving disease-specific signatures.
PMID 36527260 · PMC10952672 · Glia · 2023 · 6 claims · 3 setups
The bulk microglial and monocyte transcriptomic program is highly contingent on the disease environment, challenging the notion of a universal microglial disease signature
-
Has reproduction · 85
COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.
PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups
COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).
-
Has reproduction · 84
AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.
PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups
An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures