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).

• Modeling nascent transcription from chromatin landscape and structure with CLASTER.

  PMID 41691282 · PMC13011747 · Genome biology · 2026 · 7 claims · 8 setups

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  CLASTER, a deep neural network combining chromatin landscape tracks and 3D contact maps, accurately predicts kilobasepair-resolution nascent RNA (EU-seq) profiles in a DNA-sequence-agnostic manner

  embryonic mescs chromatin k562 eu-seq chip-seq micro-c

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Airway injury induces alveolar epithelial responses mediated by macrophages.

  PMID 41579370 · PMC13090803 · Cell reports · 2026 · 8 claims · 8 setups

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  Club cell injury (naphthalene) induces transient proliferation of distal AT2 progenitor cells

  lung bronchoalveolar club alveolar-enriched single-cell immunofluorescence flow

• Lineage commitment of dermal fibroblast progenitors is controlled by Kdm6b-mediated chromatin demethylation.

  PMID 37602956 · PMC10548174 · The EMBO journal · 2023 · 6 claims · 5 setups

  Has reproduction · 91

  E14.5 DFPs have a repressed transcriptional profile marked by high H3K27me3 and inaccessible chromatin at lineage-specific genes

  skin dermal single-cell chamber chip-seq

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• A tumor-intrinsic WNT-inhibitory NOTUM program drives immune resistance in microsatellite stable colorectal cancer.

  PMID 42097145 · PMC13198260 · Cell reports. Medicine · 2026 · 8 claims · 7 setups

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  A distinct NOTUM/NKD1/APCDD1-high, WNT-inhibitory cancer cell population (WICC) emerges predominantly in advanced-stage MSS CRC

  crc patient-derived ibd mmr-proficient single-cell cell-cycle patient-level

• Gli1-expressing stromal cells are highly reparative precursors of long-lived chondroprogenitors in the fetal murine limb.

  PMID 41253754 · PMC12627582 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 10

  Gli1+ fetal cells are the precursors of postnatal long-lived chondroprogenitors (LLCPs) in the growth plate

  fetal left-cart-p21 gli1-creer cartilage single-nuclei scenic bulk

• iAODE for benchmarking and continuum modeling of single-cell chromatin accessibility.

  PMID 41775921 · PMC13066597 · Communications biology · 2026 · 8 claims · 5 setups

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  iAODE combines a ZINB-likelihood VAE, a latent Neural ODE, low-weight KL regularization, and an interpretable reconstruction (irecon) bottleneck to learn generative, temporally continuous latent spaces for scATAC-seq.

  simulated real small simulated scatac-seq

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

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  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type

• Evaluating the Utilities of Foundation Models in Single-Cell Data Analysis.

  PMID 41869863 · PMC13170260 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Among ten/eleven evaluated single-cell FMs, scGPT, Geneformer, and CellFM are the top models considering both performance and user accessibility

  scrna-seq unpaired single-cell scgpt batch multi-omic cell-type

• Identification of a new population of Tnn(+) progenitors to form tendon enthesis fibrocartilage.

  PMID 42009636 · PMC13096267 · Bone research · 2026 · 8 claims · 8 setups

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  A novel Tnn+ progenitor cell population resides in the tendon enthesis and serves as a cellular origin of fibrocartilage lineages

  tendon developing spatial single-cell visium single-cell stamp

• Tumour-brain crosstalk restrains cancer immunity via a sensory-sympathetic axis.

  PMID 41639447 · PMC12935554 · Nature · 2026 · 8 claims · 8 setups

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  Lung adenocarcinoma (LUAD) induces increased innervation and functional/transcriptional engagement of vagal sensory neurons (VSNs)

  kras-g12d tumour-bearing vagal npy2r-ires-cre whole-mount aav neurite

• Dual mechanisms of supporting cell regeneration in the neonatal mouse cochlea.

  PMID 41867623 · PMC13000480 · iScience · 2026 · 8 claims · 8 setups

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  GER cells regenerate IPhCs through both mitotic and non-mitotic mechanisms

  neonatal lgr5dtr ki67creert2 epcam+ whole-mount edu genetic

• Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.

  PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups

  Has reproduction · 100

  The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types

  bulk py2t mcf10a airway transcriptomic rna-seq single-cell

• Prior-guided factorization for reliable imputation of scRNA-seq data.

  PMID 41860953 · PMC13004523 · PLoS computational biology · 2026 · 8 claims · 8 setups

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  scZN models scRNA-seq counts as a mixture of a two-state (Gamma-Poisson/negative binomial) transcriptional bursting process and dropout, formalized via a zero-inflated negative binomial (ZINB) and solved as constrained nonnegative matrix factorization into a cell-to-cell-type assignment matrix and a cell-type expression matrix

  ercc real randomly brain scrna-seq cell-cycle k-nn

• A novel deep learning-driven framework for improving lncRNA comprehensive annotation with LncADeep 2.0.

  PMID 41923359 · PMC13090826 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  LncADeep 2.0 outperforms LncADeep and other existing tools for lncRNA identification on both GENCODE annotated transcripts and independent RNA-seq data

  lncrna hypertrophic gencode lncrna-protein-mirna mlp-based independent ablation

• Endothelial stem cells of the retinal vasculature reside in the optic nerve.

  PMID 41577708 · PMC12830651 · Nature communications · 2026 · 8 claims · 8 setups

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  CD157+CD201+ endothelial stem cells (VESCs) reside predominantly in the optic nerve and supply endothelial cells to the retina

  cd45negcd31+ sorted retina procr[cd201]-creert2 flow colony-forming flat-mount

• A macrophage-induced subpopulation of mesenchymal cells expressing Fcer1g contributes to wound-induced fibrosis.

  PMID 41680182 · PMC13009336 · Nature communications · 2026 · 8 claims · 7 setups

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  Early-phase macrophage depletion (MaFIA + AP20187) reduces fibrosis/scar area and mesenchymal cell numbers without delaying reepithelialization or angiogenesis.

  mafia nih pdgfra-rtta flow excisional immunofluorescence