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).

• iAODE for benchmarking and continuum modeling of single-cell chromatin accessibility.

  PMID 41775921 · PMC13066597 · Communications biology · 2026 · 8 claims · 5 setups

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  iAODE combines a ZINB-likelihood VAE, a latent Neural ODE, low-weight KL regularization, and an interpretable reconstruction (irecon) bottleneck to learn generative, temporally continuous latent spaces for scATAC-seq.

  simulated real small simulated scatac-seq

• A unified framework for correcting batch effects and integrating multi-omics data.

  PMID 41786846 · PMC13079841 · Scientific reports · 2026 · 7 claims · 6 setups

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  MoDAmix, a four-stage domain adaptation framework (pre-training, single-omics adversarial adaptation, multi-omics adversarial alignment, semi-supervised class alignment), unifies batch correction across multiple omics layers.

  brain aml same single-cell bulk k-means

• TFAP2 paralogs facilitate chromatin access for MITF at pigmentation and cell proliferation genes.

  PMID 35580127 · PMC9159589 · PLoS genetics · 2022 · 8 claims · 8 setups

  Has reproduction · 95

  Pigmentation genes are only expressed in mitfa-expressing zebrafish melanocyte-lineage cells that also express tfap2 paralogs

  gfp+ sk-mel-28 tfap2a single-cell crispr atac-seq

• CIRCE: a scalable Python package to predict cis-regulatory DNA interactions from single-cell chromatin accessibility data.

  PMID 41734268 · PMC12987762 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  CIRCE re-implements the Cicero co-accessibility algorithm in Python, producing near-identical results while running much faster and using far less memory

  bmmc pbmc foetal cis-regulatory enhancer-promoter scalability

• Cellular insights into transposable elements in Alzheimer's disease.

  PMID 41573740 · PMC12819740 · Frontiers in molecular biosciences · 2025 · 8 claims · 5 setups

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  508 TE loci are differentially expressed in AD brain, with the large majority (84.3%) upregulated, indicating widespread TE activation

  postmortem brain genome genes single-nucleus atac-seq pseudobulk

• 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

• Empowering integrative and collaborative exploration of single-cell and spatial multimodal data with SGS genome browser.

  PMID 40233745 · PMC12143324 · Cell genomics · 2025 · 8 claims · 6 setups

  Has reproduction

  SGS is a user-friendly, collaborative, versatile browser for integrative visualization of single-cell and spatial multimodal (scMulti-omics) data

  dorsal hematopoietic brain onek1k sn-m3c-seq scatac-seq spatial

• Epigenetic loss of heterogeneity from low to high grade localized prostate tumours.

  PMID 34911933 · PMC8674326 · Nature communications · 2021 · 8 claims · 7 setups

  Has reproduction · 79

  Low-grade (Gleason pattern 3) prostate cancer cells share chromatin accessibility features that are lost in high-grade (Gleason pattern 4) tumours

  flash-frozen tcga single differentially single-cell bulk topic

• Single-cell resolution of an open chromatin signature in persister tumor cells.

  PMID 41485222 · PMC12978573 · Cell reports · 2026 · 8 claims · 8 setups

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  Single-nucleus multi-omic (snRNA-seq + snATAC-seq) profiling of fallopian tube, treatment-naive, and NACT-treated HGSOC tissue identifies a persister cell signature (PCS) defining the chemotherapy-tolerant state.

  non-malignant same epithelial tumor single-nucleus mitochondrial copy-number

• Single-cell multiome and enhancer connectome of human retinal pigment epithelium and choroid nominate causal variants in macular degeneration.

  PMID 41528844 · PMC12971065 · Cell reports · 2026 · 8 claims · 8 setups

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  Generated a single-cell gene expression and chromatin accessibility (multiome) atlas of human RPE and choroid from control and AMD eyes

  rpe-choroid rpe arpe-19 scatac-seq joint h3k27ac activity-by-contact

• Lineage commitment of dermal fibroblast progenitors is controlled by Kdm6b-mediated chromatin demethylation.

  PMID 37602956 · PMC10548174 · The EMBO journal · 2023 · 6 claims · 5 setups

  Has reproduction · 91

  E14.5 DFPs have a repressed transcriptional profile marked by high H3K27me3 and inaccessible chromatin at lineage-specific genes

  skin dermal single-cell chamber chip-seq

• Epigenetic regulation of serine biosynthesis by PHF8 during neurogenesis.

  PMID 41714361 · PMC13022353 · EMBO reports · 2026 · 8 claims · 8 setups

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  PHF8 is required for neural stem cell (NSC) proliferation in vitro

  developing nscs embryonic single-cell shrna growth

• Multiomics and deep learning dissect regulatory syntax in human development.

  PMID 41951735 · PMC13216069 · Nature · 2026 · 8 claims · 8 setups

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  The Human Development Multiomic Atlas (HDMA) is a single-cell atlas of chromatin accessibility and gene expression from 817,740 fetal cells across 12 organs, spanning 203 cell types

  fetal annotated embryo chrombpnet share-seq chromvar activity-by-contact

• 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

• Single-cell epigenetic profiling reveals a tumor-intrinsic interferon response program in ccRCC tied to poor prognosis and BAP1 loss.

  PMID 41719400 · PMC12922754 · Science advances · 2026 · 8 claims · 8 setups

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  Subclustering of ccRCC tumor cells reveals four shared epigenetic programs (C0-C3) recurrent across patients, cohorts, and disease stages

  rcc internal tumor state-specific single-cell multiome copy

• Single-cell multiomics profiling reveals heterogeneous transcriptional programs and microenvironment in DSRCTs.

  PMID 38781959 · PMC11228554 · Cell reports. Medicine · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  DSRCT tumor cells cluster into consistent subpopulations with partially overlapping lineage- and metabolism-related transcriptional programs across patients and samples

  fresh matched archived dsrct scrna-seq single-nucleus bulk

• Integrated multi-omic atlas reveals the hierarchy of spatiotemporal regulatory networks of mouse gastrulation.

  PMID 41526381 · PMC12902073 · Nature communications · 2026 · 8 claims · 8 setups

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  BioCRE, a novel bi-orientation regression algorithm, more accurately links genes to candidate cis-regulatory elements (CREs) than existing tools Signac and ArchR

  gastrulating gastrula gold-standard embryo single-cell computational promoter

• 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

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal

• Nuclear Myosin 1 links genomic architecture to adipose tissue remodeling, metabolic inflammation and obesity in mice.

  PMID 41748556 · PMC13004839 · Cell death & disease · 2026 · 8 claims · 8 setups

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  NM1 is required for metabolic homeostasis during adipocyte differentiation

  nm1 epididymal mefs het atac-seq bulk rna-seq