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).

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• LIMPACAT: Multi-omics attention transformer for immune prediction in liver cancer using whole-slide imaging.

  PMID 41511965 · PMC12788640 · PloS one · 2026 · 8 claims · 6 setups

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  LIMPACAT, a multiple instance learning attention transformer, predicts immune cell levels relevant to HCC prognosis directly from whole-slide images

  hcc simulated pbmc tcga-lihc scrna-seq type deconvolution

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  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).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• ATACdb 2.0: a comprehensive chromatin accessibility database of human and mouse.

  PMID 41243977 · PMC12807738 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  ATACdb 2.0 expands data scale, adding mouse chromatin accessibility data and substantially expanding human samples, plus pseudo-bulk ATAC-seq profiles built from scATAC-seq data to increase cell type diversity

  geo scatac-ref bulk scatac-seq h3k27ac

• Hypoxia-driven remodeling of SELENOP(+) macrophages shapes T cell dynamics and promotes ovarian cancer metastasis.

  PMID 41526347 · PMC12852879 · Nature communications · 2026 · 8 claims · 8 setups

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  SELENOP+ macrophages co-occur and spatially co-localize with precursor exhausted (GZMH+) CD8+ T cells and activate these T cells via selenoprotein P in vitro and in vivo.

  hgsoc million pseudo-bulk hgsoc-derived scrna-seq sctcr-seq spatial

• Single nuclei and spatial profiling of sacrococcygeal teratomas reveals cellular composition and X inactivation heterogeneity.

  PMID 41565739 · PMC12949016 · NPJ precision oncology · 2026 · 7 claims · 4 setups

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  snRNA-seq and spatial transcriptomics of eight SCTs identify five broad cell lineages (neuroectoderm, epithelia, stroma, endothelia, immune) resolved into 26 transcriptionally distinct subtypes

  postnatal prenatal aggregated single-nucleus single-cell spatial

• Prediction of myeloid malignant cells in Fanconi anemia using machine learning.

  PMID 41557613 · PMC12818649 · PloS one · 2026 · 6 claims · 7 setups

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  A DNN classifier trained on AML scRNA-seq data accurately predicts AML-like transcriptional profiles at single-cell resolution

  bone predicted-aml healthy scrna-seq reference-based stemnet

• Single-cell dissection of chronic lung allograft dysfunction reveals convergent and distinct fibrotic mechanisms.

  PMID 41122970 · PMC12581678 · JCI insight · 2025 · 8 claims · 8 setups

  Has reproduction · 75

  CLAD exhibits specific cellular subsets including Fibro.AT2 cells, exhausted CD8+ T cells, and superactivated macrophages

  clad covid-19 million formalin-fixed single-cell single-nucleus integrated

• omnideconv: a unifying framework for using and benchmarking single-cell-informed deconvolution of bulk RNA-seq data.

  PMID 41582216 · PMC12837286 · Genome biology · 2026 · 8 claims · 6 setups

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  omnideconv is an R package providing a unified interface to twelve second-generation deconvolution methods (AutoGeneS, BayesPrism, Bseq-SC, Bisque, CDseq, CIBERSORTx, CPM, DWLS, MOMF, MuSiC, SCDC, Scaden)

  blood-derived pbmc blood spleen bulk scrna-seq pseudo-bulk

• 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

• A generic reference defined by consensus peaks for single-cell ATAC-seq data analysis.

  PMID 41663439 · PMC12996591 · Nature communications · 2026 · 7 claims · 7 setups

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  Aggregating peaks from 624 high-quality bulk ATAC-seq datasets defines ~1.4 million observed consensus peaks (cPeaks) covering ~30% of the genome.

  bulk scatac-seq cnn gm12878 bulk scatac-seq deep

• Hepatocyte dedifferentiation in 2D culture reveals extensive transcriptomic and proteomic rewiring.

  PMID 41111196 · PMC12506984 · Hepatology communications · 2025 · 8 claims · 3 setups

  Has reproduction · 77

  2D culturing of primary hepatocytes for 24 hours causes extensive transcriptomic (>10,000 genes) and proteomic (>3000 proteins) rewiring compared with freshly isolated cells

  c57bl same bulk quantitative single-nucleus

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal

• Isoform-specific single-cell perturb-seq reveals distinct functions of alternative promoters in drug response.

  PMID 41728950 · PMC12926921 · Nucleic acids research · 2026 · 5 claims · 8 setups

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  CRISPR-dCas9-based screens exhibit widespread promoter specificity, with untargeted promoters often showing compensatory upregulation to maintain overall gene expression

  mcf-7 rpe1 mcf-7-dcas9 tissue-wide isoform-specific reanalysis qrt-pcr

• 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

• Immunosuppressive contribution of tumour-infiltrating B cells in human intrahepatic cholangiocarcinoma and their role in chemoimmunotherapy outcome.

  PMID 40889886 · PMC13217081 · Gut · 2026 · 8 claims · 7 setups

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  High density of CD20+ B cells in the peritumoural area is associated with improved disease-free survival in iCCA

  resected cd45+ scrna-seq peripheral immunohistochemistry kaplan-meier scrna-seq