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).

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start

• TDAGENE: Inference of Gene Regulatory Network Based on Topological Data Analysis and Graph Attention Network for Single-Cell RNA Sequencing Data.

  PMID 42093817 · PMC13139726 · Computational and structural biotechnology journal · 2026 · 7 claims · 5 setups

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  TDAGENE combines TDA features with a multilayer GAT via gate-controlled fusion to improve GRN inference accuracy

  scrna-seq gene string chip-seq grn persistent prior

• Autophagy Activators Normalize Aberrant Tau Proteostasis and Rescue Synapses in Human Familial Alzheimer's Disease iPSC-Derived Cortical Organoids.

  PMID 41591759 · PMC13042409 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 7 setups

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  An optimized CO differentiation protocol (Protocol 2, using 50% E6/50% hESC medium with constant rocking/orbital shaking) produces reproducible, larger, lower-necrosis organoids with consistent size across genotypes

  isogenic scrna-seq fixed cos single-cell pseudotime immunofluorescence

• Generation of thymus-reconstituting T cell progenitors from human pluripotent stem cells.

  PMID 41512861 · PMC12853186 · Cell reports methods · 2026 · 7 claims · 6 setups

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  A cytokine-free hPSC hematopoietic differentiation protocol followed by OP9-DLL4 stromal co-culture generates pro-T cells without genetic manipulation

  hpsc hescs hpsc-hec-derived sorted flow tcr single-cell

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• CHD7 regulates otic lineage specification and hair cell differentiation in human inner ear organoids.

  PMID 36396635 · PMC9672366 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 50

  Loss of CHD7 or its ATP-dependent chromatin remodeling activity causes complete absence of hair cells and supporting cells in inner ear organoids

  inner facs-isolated hescs hesc immunostaining scrna-seq western

• Distinct radial glia subtypes regulate midbrain dopaminergic neuron development.

  PMID 41699318 · PMC13061605 · Nature neuroscience · 2026 · 8 claims · 8 setups

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  Rgl1 is the progenitor of the mesDA neuronal lineage

  embryonic developing wa09 bulk scrna-seq ligand-receptor