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).

• spliceJAC: transition genes and state-specific gene regulation from single-cell transcriptome data.

  PMID 36321549 · PMC9627675 · Molecular systems biology · 2022 · 8 claims · 8 setups

  Has reproduction · 53

  spliceJAC uses unspliced and spliced mRNA count matrices to construct cell state-specific gene-gene regulatory interaction (Jacobian) matrices from scRNA-seq data

  bistable three-gene emt circuits simulation mixed-state grn

• Deep-Learning Tool ScVital Enables Species-Agnostic Integration of Cancer Cell States.

  PMID 41223329 · PMC13053053 · Cancer research · 2026 · 7 claims · 7 setups

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  scVital is a variational autoencoder with an adversarially trained discriminator that embeds scRNA-seq data from different species into a species-agnostic latent space to overcome batch effect.

  pbmc normal pancreatic lung scrna-seq

• Benchmarking RNA velocity methods across 17 independent studies.

  PMID 41916302 · PMC13106975 · Cell reports methods · 2026 · 8 claims · 6 setups

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  No single RNA velocity method exhibited superior performance across all accuracy, stability, and usability assessments

  scrna-seq same representative dyngen-simulated velocity cross-method downsampling

• Base barrier cells provide compartmentalization of choroid plexus, brain and CSF.

  PMID 41680326 · PMC12971494 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  A distinct fibroblast population, ChP base barrier cells (BBCs, formerly type II fibroblasts), exists at the base of the choroid plexus, separate from ChP stromal (type I) fibroblasts

  lateral brain mesp1-cre chp scrna-seq multiplex immunofluorescence

• Unique phenotypic and T cell receptor characteristics of CD8(+) T cells accumulated in the brains of Alzheimer's disease mice.

  PMID 41794902 · PMC13087195 · Scientific reports · 2026 · 8 claims · 5 setups

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  Brain CD8+ T cells segregate into two major, mutually exclusive Trm populations: a CXCR6-related immunosuppressive cluster (cd8_c0) present in both aged non-Tg and 5xFAD_WT mice, and an AD-associated stem-like cluster (cd8_c1) present only in 5xFAD mice.

  brain-derived brain cd8+ clonally scrna-seq paired cellchat

• 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

• ICE: robust detection of cellular senescence from weak single-cell signatures using imputation-based marker refinement.

  PMID 41668152 · PMC12990438 · Genome biology · 2026 · 8 claims · 7 setups

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  Senescence-associated marker genes show weak, non-specific expression across human tissues and cell types compared to canonical tissue/cell-type markers

  tissues pancreas pancreatic brain bulk scrna-seq train

• M(5)C-driven stabilization of SERPINB5 promotes cervical cancer progression and chemotherapy resistance.

  PMID 41673397 · PMC12921336 · Cell death & disease · 2026 · 8 claims · 8 setups

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  RNA m5C levels are globally and consistently elevated in cervical tumors compared to normal cervical tissue

  cervical hela nsun2 bisulfite bulk spatial

• Dietary conjugated linoleic acid enhances resistance to Salmonella infection by promoting PPARγ-mediated metabolic reprogramming and effector function in CD8⁺ T cells.

  PMID 41964110 · PMC13078244 · Gut microbes · 2026 · 8 claims · 12 setups

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  Dietary CLA supplementation enhances host resistance to Salmonella Typhimurium infection

  ileal mice serum culture 16s untargeted bulk