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).

• scDIAGRAM: detecting chromatin compartments from individual single-cell Hi-C matrix without imputation or reference features.

  PMID 41795655 · PMC12967335 · Briefings in bioinformatics · 2026 · 8 claims · 5 setups

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  scDIAGRAM infers chromatin A/B compartments directly from an individual scHi-C matrix without imputation or external reference features, then assigns A/B labels using conventional genomic annotations

  simulated brain embryonic acute single-cell

• Lorentz-regularized interpretable VAE for multi-scale single-cell transcriptomic and epigenomic embeddings.

  PMID 41555918 · PMC12812404 · Frontiers in genetics · 2025 · 7 claims · 5 setups

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  LiVAE, a dual-pathway VAE with Lorentzian geometric regularization between a primary Euclidean pathway and an information-bottleneck pathway, balances local fidelity with global topology coherence in single-cell embeddings

  single-cell same dapp1 benchmarking umap component-wise

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Mammary cell gene expression atlas links epithelial cell remodeling events to breast carcinogenesis.

  PMID 34079055 · PMC8172904 · Communications biology · 2021 · 8 claims · 8 setups

  Has reproduction · 96

  Integration of five mouse scRNAseq datasets reveals a trifurcating lineage trajectory originating from embryonic mammary stem cells (MaSCs) that differentiates into three epithelial lineages (Basal, L-Alv, L-Hor) via unipotent progenitor clusters

  mammary surgically normal single-cell whole-mount integration

• Single-nucleus multiple-organ chromatin accessibility landscape in the adult rat.

  PMID 41632074 · PMC12954174 · GigaScience · 2026 · 8 claims · 5 setups

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  Generated a multi-organ snATAC-seq atlas of 9 adult rat organs comprising 25 libraries and over 110,000 cells

  organs publicly snatac-seq group-level snatac-seq scrna-seq gene

• Dissecting reversible and irreversible single cell state transitions from gene regulatory networks.

  PMID 41663695 · PMC13144439 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  STICCC (state transition inference using cross-cell correlations) predicts reversible and irreversible single-cell state transitions using gene expression data and a set of regulator-target interactions

  simulated ode-based racipe

• Benchmarking LLM-based agents for single-cell omics analysis.

  PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups

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  Introduces a comprehensive benchmarking evaluation system comprising an open-source agent platform, 18 evaluation metrics across four dimensions, and 50 real-world single-cell omics tasks

  agent single-cell spatial scatac-seq llm-agent scrna-seq spatial

• 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

• CLAMP: predicting specific protein-mediated chromatin loops in diverse species with a chromatin accessibility language model.

  PMID 41555433 · PMC12903630 · Genome biology · 2026 · 8 claims · 8 setups

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  CLAMP, a chromatin-accessibility language model, predicts protein-mediated chromatin loops across 10 species, 18 proteins, and 24 cell types with superior performance versus existing methods.

  species gm12878 types chromatin cross-protein cross-cell-type