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).

• Transcription and potential functions of a novel XIST isoform in male peripheral glia.

  PMID 41386982 · PMC12863056 · Genome research · 2026 · 8 claims · 8 setups

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  XIST is robustly expressed in male peripheral glia, particularly nonmyelinating Schwann cells, across human heart and skeletal muscle tissue.

  heart skeletal atlas peripheral scrna-seq aggregated scatac-seq

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

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  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• Multi-Transcriptomic Analysis Reveals That EREG-Driven TME Crosstalk Defines Anti-EGFR Response in Colorectal Cancer.

  PMID 42043480 · PMC13115984 · Cancer medicine · 2026 · 8 claims · 8 setups

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  EGFRI eligibility (defined by left-sidedness, RAS/BRAF wild-type, MSS) stratifies cancer cell transcriptomic characteristics more strongly than sidedness alone.

  crc epcam+ aggregated cancer scrna-seq copy pseudobulk

• 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

• SA2E: spatial-aware auto-encoder for cell type deconvolution of spatial transcriptomics data.

  PMID 41863296 · PMC13070677 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  SA2E is a spatial-aware auto-encoder framework for cell-type deconvolution that does not require predefined cell-type biomarkers

  olfactory legacy breast brain simulated real scrna-seq

• Tumor reactivity assessment using clonal expression reveals tumor reactive CD8(+) T cell heterogeneity across solid tumors.

  PMID 42079667 · PMC13128579 · Frontiers in immunology · 2026 · 8 claims · 5 setups

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  TRACE, a clonotype-level CD8+ TRT classifier trained on an aggregated multi-study dataset, achieves robust holdout performance (mean MCC 0.84, F1 0.85)

  cd8+ expanded aggregated combined scrna-seq co-culture gene

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• Deep single-cell decoding of human pancreatic islets reveals T2D β-cell gene expression defects.

  PMID 41986506 · PMC13226668 · The EMBO journal · 2026 · 8 claims · 6 setups

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  Single-cell transcriptome profiling of 245,878 islet cells from 48 donors (ND/PD/T2D) identifies 14 distinct, robust islet cell types detected in every donor

  pancreatic aggregated endoc-βh3 subset droplet-based pseudobulk unsupervised

• Intratumoral heterogeneity in microsatellite instability status at single-cell resolution.

  PMID 41767255 · PMC12936829 · iScience · 2026 · 8 claims · 7 setups

  Has reproduction · 100

  A novel computational (Snakemake) pipeline quantifies intratumoral heterogeneity in MSI status at single-cell resolution

  colorectal cancer aggregated msisensor-rna single-cell cnv-based

• TE-SCALE: a comprehensive database for exploring transposable element expression across human cancers at single-cell resolution.

  PMID 41296555 · PMC12807651 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  TE-SCALE is a comprehensive single-cell database integrating TE expression across 20 human cancer types and 12 tissue origins

  tumor quality-controlled scrna-seq metacells scrna-seq subfamily automated

• DANST enables cell-type deconvolution in spatial transcriptomics using deep domain adversarial neural networks.

  PMID 41663685 · PMC12996496 · Communications biology · 2026 · 7 claims · 6 setups

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  DANST, a deconvolution framework using deep domain adversarial neural networks, achieves superior cell-type deconvolution accuracy compared with existing methods on human and mouse benchmark datasets

  heart cortex visual brain spatial cell-type

• Single-nucleus multiomic profiling of the aging mouse substantia nigra reveals conserved gene alterations linked to Parkinson's disease.

  PMID 41781332 · PMC13138337 · Genome research · 2026 · 8 claims · 7 setups

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  Single-nucleus multiome (RNA+ATAC) sequencing of mouse substantia nigra across four age stages (2, 6, 12, 18 months) yields a 40,125-cell atlas spanning 27 cell subclasses

  substantia allen five oligodendrocyte single-nucleus scrna-seq single-cell

• Distinct phenotypes and repertoires of bronchoalveolar and airway mucosal T cells in health and allergic asthma.

  PMID 41519381 · PMC12983186 · Mucosal immunology · 2026 · 8 claims · 6 setups

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  BAL and endobronchial brush sampling capture phenotypically and clonally distinct T cell populations

  sorted paired bal subjects single-cell fluorescence-activated methacholine