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).

• A cellular epigenetic classification system for glioblastoma.

  PMID 41499453 · PMC13128495 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  ITHresolveGBM, a hierarchical two-step NMF method, deconvolutes bulk GBM DNA methylation profiles into three non-malignant (immune, glial, neuronal) and three malignant components

  gbm healthy pseudo-bulk tcga illumina single-cell deconvolution

• Multi-Omic Profiling of T Cell-Mediated Rejection After Kidney Transplantation Reveals B Cell Receptor Repertoire Expansion and Its Prognostic Relevance.

  PMID 41467897 · PMC12752722 · FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026 · 8 claims · 8 setups

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  The BCR repertoire, particularly the IgG isotype, is significantly expanded in TCMR compared to stable renal function (STA) across independent renal transplant cohorts

  kidney healthy lp-1 bcr bulk triple

• Cell type- and species-specific regulation of hepatic lncRNAs by TCDD-activated aryl hydrocarbon receptor.

  PMID 41136526 · PMC12552753 · Scientific reports · 2025 · 8 claims · 6 setups

  Has reproduction · 71

  AHR-mediated lncRNA dysregulation may be a contributing mechanism in TCDD-elicited progression of steatosis to steatohepatitis with fibrosis

  liver mm39 bulk single-nuclei ahr

• UBD: incorporating uncertainty in cell type proportion estimates from bulk samples to infer cell-type-specific profiles.

  PMID 41520227 · PMC12895075 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

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  Existing CTS deconvolution methods (e.g., CIBERSORTx, TCA, bMIND, CellDMC, HBI) require cell type proportions that are in practice only estimated, not known, introducing unaccounted uncertainty into CTS inference.

  simulated rosmap onek1k bulk simulation-based cell-type-specific type

• Utilizing the codon adaptation index to evaluate the susceptibility to HIV-1 and SARS-CoV-2 related coronaviruses in possible target cells in humans.

  PMID 36760235 · PMC9905242 · Frontiers in cellular and infection microbiology · 2022 · 8 claims · 8 setups

  Has reproduction · 71

  CAI is positively correlated with translational efficiency, validating its use as a proxy for translational efficiency at the elongation level.

  unstimulated cd4+ kidney liver bulk single-cell

• Deep transcriptomics reveals cell-specific isoforms of pan-neuronal genes.

  PMID 40379625 · PMC12084633 · Nature communications · 2025 · 8 claims · 5 setups

  Has reproduction · 84

  Pan-neuronal genes (expressed in many/all neurons) harbor highly cell-specific splice variants/isoforms restricted to single or few neuron types.

  elegans short-read whole-animal rt-pcr

• 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

  Has reproduction · 91

  DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.

  PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 41

  PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)

  crc hct116 bulk bulk single-cell rt-qpcr

• 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 · 8 setups

  Has reproduction · 95

  Mineralocorticoid 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 cells

  kidney live blood snrna-seq snatac-seq bulk

• Identification of the stress granule transcriptome via RNA-editing in single cells and in vivo.

  PMID 35784648 · PMC9243631 · Cell reports methods · 2022 · 8 claims · 7 setups

  Has reproduction · 66

  A purification-free hyperTRIBE method (FMR1-ADARcd-V5) can identify stress granule RNAs in bulk and single Drosophila S2 cells and in Drosophila neurons

  fmr1-adarcd-v5 single bioinformatic drosophila immunofluorescence western bulk

• 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

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• iBRIDGE: A Data Integration Method to Identify Inflamed Tumors from Single-cell RNA-Seq Data and Differentiate Cell Type-Specific Markers of Immune-Cell Infiltration.

  PMID 37023414 · PMC10236149 · Cancer immunology research · 2023 · 8 claims · 8 setups

  Has reproduction · 94

  Malignant cells cluster by patient in scRNA-seq data while immune and stromal cells cluster by cell type, making malignant cells uniquely suited to carry patient-level inflamed/cold signal

  nsclc coad brca tcga scrna-seq bulk rna-seq

• Under the Shadow: Old-biased Genes Are Subject to Weak Purifying Selection at Both the Tissue- and Cell Type-Specific Levels.

  PMID 41092135 · PMC12569596 · Genome biology and evolution · 2025 · 7 claims · 6 setups

  Has reproduction · 93

  ADICT (age-related decrease in transcriptome conservation) is commonly found in ageing tissues of nonmammalian species, including chicken brain, killifish liver and skin, and fruit fly brain

  drosophila nothobranchius gallus heterocephalus bulk single-cell

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 4 setups

  Has reproduction · 67

  Removal of batch effects in reference scRNA-seq datasets (via Harmony-Symphony) benefits the task of cell composition deconvolution

  pbmc derived tcga-lihc scrna-seq simulated bulk

• Eye in a Disk: eyeIntegration Human Pan-Eye and Body Transcriptome Database Version 1.0.

  PMID 31343654 · PMC6660187 · Investigative ophthalmology & visual science · 2019 · 8 claims · 5 setups

  Has reproduction · 94

  EiaD is a reproducible, versioned RNA-seq transcriptome dataset combining 916 healthy human eye samples and 1375 GTEx body samples across 19 eye and 54 body tissues, built with a Snakemake pipeline and served as a single SQLite database.

  gtex eye stem retinal bulk differential single-cell

• Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.

  PMID 35269470 · PMC8909161 · Cells · 2022 · 8 claims · 7 setups

  Has reproduction · 88

  COVID-19 and HLH share a transcriptional overlap of 239 unique common differentially expressed genes (DEGs), 237 of which are up-regulated

  patients pbmcs plasma derived bulk single-cell quantitative

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Charting and probing the activity of ADARs in human development and cell-fate specification.

  PMID 39537590 · PMC11561244 · Nature communications · 2024 · 8 claims · 6 setups

  Has reproduction · 100

  RNA editing (AEI) and ADAR/ADARB1/ADARB2 expression show organ-specific dynamic shifts across fetal-to-adult developmental stages in human forebrain, hindbrain, heart, liver, kidney, and testis

  organ same 8-week-old week alu site-specific gene

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Integrative transcriptome-wide association analyses reveal PRKCG-linked GABAergic dysfunction in Fragile X-associated tremor/ataxia syndrome.

  PMID 41507195 · PMC12881518 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-omics strategy combined with TWAS reveals brain-region-specific molecular signatures and striking gene dysregulation concentrated in inhibitory neurons in an FXTAS mouse model.

  brain prefrontal pfc gabaergic bulk single-nuclei immunofluorescent