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).

• 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

• Tet2 modulates ER stress responses related to β-cell death and autoimmunity in diabetes.

  PMID 41782826 · PMC12955150 · iScience · 2026 · 8 claims · 6 setups

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  Tet2-deficient NOD mice transplanted with WT bone marrow show fewer islet-infiltrating lymphocytes beginning 8–10 weeks post-transplant, primarily among CD4+ T cells

  islets islet islet-infiltrating cadaveric flow single-cell single-nucleus

• Deconvolving cell-type-specific gene expression profiles from bulk RNA-seq samples.

  PMID 41886524 · PMC13038110 · PLoS computational biology · 2026 · 8 claims · 6 setups

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  BLUE, a U-Net-based deep learning model with dual branches (U-Net for GEPs, MLP for proportions), accurately predicts cell-type proportions and cell-type-specific gene expression profiles from bulk RNA-seq.

  pbmc pancreatic aml scrna-seq-derived real scrna-seq

• TBL1X/TBL1XR1 govern β-cell identity through a PAX6-containing gene regulatory network.

  PMID 42020373 · PMC13102947 · Nature communications · 2026 · 8 claims · 8 setups

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  TBL/R1 are crucial regulators of β-cell identity and determinants of diabetes development and progression

  pancreatic fed paraffin-embedded pancreas qpcr blood oral

• An optimized protocol for efficient derivation of pancreatic islets from multiple human pluripotent stem cell lines.

  PMID 41997152 · PMC13163220 · Stem cell reports · 2026 · 8 claims · 8 setups

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  Shortening the S4 pancreatic progenitor stage duration enhances subsequent S5 endocrine progenitor (EP) differentiation efficiency

  hs980 hpsc-derived eight sc-islets flow static dynamic

• Integrated transcriptome and single-cell sequencing analysis identify blood-pancreas shared lncRNA biomarkers in new-onset T2DM.

  PMID 41915667 · PMC13037964 · PloS one · 2026 · 8 claims · 6 setups

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  1,709 lncRNAs are differentially expressed in peripheral blood of new-onset T2DM patients vs controls

  peripheral pancreatic predicted bulk weighted single-cell