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 · 62
scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.
PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups
scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer
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Has reproduction · 95
Single-cell transcriptomics and chromatin accessibility profiling elucidate the kidney-protective mechanism of mineralocorticoid receptor antagonists.
PMID 37906287 · PMC10760974 · The Journal of clinical investigation · 2024 · 8 claims · 7 setups
Mineralocorticoid (DOCA) effects are established through open chromatin and target gene expression primarily in principal and connecting tubule cells, and to a lesser extent in distal convoluted tubule (DCT2) cells.
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Variations in the transcriptome of Alzheimer's disease reveal molecular networks involved in cardiovascular diseases.
PMID 18842138 · PMC2760875 · Genome biology · 2008 · 8 claims · 6 setups
AD-related genes (APOE, A2M, PON2, MAP4) and CVD-associated genes (COMT, CBS, WNK1) congregate in a single co-expression module, linking AD and CVD at the transcriptional level
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Has reproduction · 78
Detecting tipping points of complex diseases by network information entropy.
PMID 38960408 · PMC11221888 · Briefings in bioinformatics · 2024 · 8 claims · 4 setups
NIEE can detect critical states or tipping points in diverse data types, including bulk and single-sample expression data
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Has reproduction
D2H2: diabetes data and hypothesis hub.
PMID 38107655 · PMC10723036 · Bioinformatics advances · 2023 · 6 claims · 5 setups
D2H2 is a web portal hosting hundreds of curated, uniformly reprocessed diabetes-relevant transcriptomics datasets from GEO with per-study visualization, differential expression, and single-gene queries.
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Has reproduction · 96
Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.
PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups
An integrated 50K mouse and 24K human mammary epithelial cell atlas (scRNA-seq) captures mammary epithelium reorganization across most lifetime stages.
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Has reproduction · 40
DeepGSEA: explainable deep gene set enrichment analysis for single-cell transcriptomic data.
PMID 38950178 · PMC11236288 · Bioinformatics (Oxford, England) · 2024 · 8 claims · 2 setups
DeepGSEA is an explainable deep gene set enrichment analysis method built on interpretable, prototype-based neural networks.
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Has reproduction · 53
Gene Dosage Analysis on the Single-Cell Transcriptomes Linking Cotranslational Protein Targeting to Metastatic Triple-Negative Breast Cancer.
PMID 34577617 · PMC8472593 · Pharmaceuticals (Basel, Switzerland) · 2021 · 7 claims · 5 setups
A computational framework integrating independently measured CNV (DNA sequencing) and single-cell RNA-seq from the same patients identifies recurrent concordant copy number gain and gene upregulation (CNG-UP) events and functional modules at the single-cell level.
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Has reproduction · 67
Unraveling the timeline of gene expression: A pseudotemporal trajectory analysis of single-cell RNA sequencing data.
PMID 37994351 · PMC10663991 · F1000Research · 2023 · 7 claims · 7 setups
A reproducible R-based workflow combines Seurat (QC, clustering, integration), monocle3 (trajectory inference), and edgeR (pseudo-bulk time course analysis) to perform single-cell pseudotemporal time course analysis.
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Has reproduction · 95
A cell atlas of the adult female Aedes aegypti midgut revealed by single-cell RNA sequencing.
PMID 38839790 · PMC11153528 · Scientific data · 2024 · 8 claims · 4 setups
Established a protocol for isolating single cells from Ae. aegypti midgut and performing scRNA-seq (dissociation, density-gradient purification, viability QC, 10x Genomics library prep and sequencing).
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Has reproduction · 67
An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.
PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 7 setups
An individualized causal analysis framework can discover tumor-specific intercellular communication networks (ICNs) from transcriptomic data
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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 · 7 claims · 8 setups
MYOD1 L122R-mutant SRMS comprises three coexisting tumor cell states (MYOD1-enriched progenitor-like, proliferative transition, and partially differentiated with reduced MYOD1 activity) reflecting disrupted myogenic differentiation.
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Has reproduction · 91
Cell fixation and preservation for droplet-based single-cell transcriptomics.
PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups
Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference profile-free deconvolution method that simultaneously deconvolves bulk tumor expression into cancer, immune, and stromal compartments and clusters samples into cancer cell-intrinsic molecular subtypes, outputting subtype-specific reference profiles for the cohort rather than for individuals.
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An integrative genomic and epigenomic approach for the study of transcriptional regulation.
PMID 18365023 · PMC2266992 · PloS one · 2008 · 8 claims · 7 setups
Integrative analysis combining gene expression, DNA methylation, and H3K9 acetylation data reveals hundreds of additional differentially expressed genes missed by gene expression arrays alone
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Has reproduction · 64
Celline: a flexible tool for one-step retrieval and integrative analysis of public single-cell RNA sequencing data.
PMID 41458999 · PMC12738925 · Frontiers in bioinformatics · 2025 · 8 claims · 7 setups
Celline is a Python package executing an entire scRNA-seq workflow (retrieval, preprocessing, integration, analysis) using single-line commands per step
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Has reproduction · 75
Endothelial Adgrl2 Expression and Alternative Splicing Controls the Cerebrovasculature.
PMID 41876233 · PMC13108381 · The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026 · 8 claims · 5 setups
Endothelial cell-specific Adgrl2 deletion impairs cerebrovascular integrity (blood–brain barrier).
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Has reproduction · 98
Systems spatiotemporal dynamics of traumatic brain injury at single-cell resolution reveals humanin as a therapeutic target.
PMID 35951114 · PMC9372016 · Cellular and molecular life sciences : CMLS · 2022 · 8 claims · 8 setups
Coordinated gene expression patterns across cell types are disrupted and re-organized by mTBI with distinct regional, cellular, and temporal (24-h vs 7-day) specificity.
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Has reproduction · 50
Estimating and Correcting for Off-Target Cellular Contamination in Brain Cell Type Specific RNA-Seq Data.
PMID 33746712 · PMC7966716 · Frontiers in molecular neuroscience · 2021 · 6 claims · 7 setups
A computational method using high-quality scRNA-seq reference data can estimate per-sample, per-cell-type off-target contamination coefficients in sctRNA-seq datasets.
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Has reproduction · 95
Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.
PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups
Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature