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).
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S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.
PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups
S3RL is a separable representation learning framework that denoises sparse spatial transcriptomic data and enhances biologically relevant signals by integrating gene expression, spatial coordinates, and histological image features.
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MultiSP deciphers tissue structure and multicellular communication from spatial multi-omics data.
PMID 41650976 · PMC13174227 · Cell genomics · 2026 · 7 claims · 5 setups
MultiSP outperforms existing spatial and single-cell multi-omics integration methods in detecting biologically accurate spatial domains across multiple spatial multi-omics technologies and tissue types
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HRCHY-CytoCommunity identifies hierarchical tissue organization in cell-type spatial maps.
PMID 41764165 · PMC13065825 · Nature communications · 2026 · 8 claims · 5 setups
HRCHY-CytoCommunity is an end-to-end graph neural network framework that jointly identifies multi-level (coarse tissue compartment and fine cellular neighborhood) tissue structures from cell-type spatial maps using differentiable graph pooling, adaptive edge pruning, and consistency/balance regularization.
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Robust characterization and interpretation of rare pathogenic cell populations from spatial omics using GARDEN.
PMID 41547856 · PMC12917120 · Nature communications · 2026 · 8 claims · 8 setups
GARDEN identifies and characterizes rare pathogenic cell populations/regions in spatial omics by embedding graph-based dynamic attention into a spatially-aware graph fusion contrastive model
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Benchmarking LLM-based agents for single-cell omics analysis.
PMID 41742311 · PMC13064268 · Genome biology · 2026 · 8 claims · 8 setups
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
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PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.
PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups
PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results
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Spatial Transcriptomics of Human Decidua Identifies Molecular Signatures in Recurrent Pregnancy Loss.
PMID 41031483 · PMC13242933 · Genomics, proteomics & bioinformatics · 2026 · 7 claims · 8 setups
The human decidua contains two coherent spatial domains, the implantation zone (IZ) and glandular-secretory zone (GZ), corresponding to the decidua compacta and spongiosa
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Spatial transcriptomics reveals expression gradients in developing wheat inflorescences at cellular resolution.
PMID 41388990 · PMC12776951 · The Plant cell · 2026 · 8 claims · 6 setups
MERFISH was successfully optimized for wheat inflorescence tissue, enabling localization of a 200-gene panel to cellular resolution across 4 developmental stages
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transFusion: a novel comprehensive platform for integration analysis of single-cell and spatial transcriptomics.
PMID 41645434 · PMC12930851 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups
transFusion is a comprehensive, web-based platform for integrated analysis of scRNA-seq and 10x Visium spatial transcriptomics data requiring no parameter configuration
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Chromatin spatial analysis by METALoci unveils sex-determining 3D regulatory hubs.
PMID 41735611 · PMC13095655 · Nature structural & molecular biology · 2026 · 6 claims · 7 setups
TADs and large-scale chromatin structures remain largely unchanged during sex determination, suggesting a preformed configuration
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Single-cell and spatial transcriptomics define 20E-driven developmental reprogramming in silkworm wing disc.
PMID 41730863 · PMC13039787 · Nature communications · 2026 · 8 claims · 7 setups
Wing morphogenesis (Wm) cells act as central progenitors/differentiation hub, giving rise to epithelial and cuticle lineages under lineage-specific transcription factors
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CellMap: precision mapping of cellular landscape in spatial transcriptomics.
PMID 41505103 · PMC12781899 · Nucleic acids research · 2026 · 7 claims · 3 setups
CellMap combines co-linearity of seed genes, a random forest model, and the linear assignment algorithm to achieve optimal assignment of single cells to spatial spots
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Has reproduction · 85
An integrated single-cell and spatial proteotranscriptomics atlas of fibroblast-driven immunoregulation within the human adult oral cavity.
PMID 42147490 · PMC13179517 · Cell press blue · 2026 · 8 claims · 8 setups
Fibroblasts act as central regulators of structural immunity in the human oral cavity, forming peri-epithelial hubs enriched in effector cytokines
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Has reproduction · 42
CanCellCap: robust cancer cell capture across tissue types on single-cell RNA-seq data by multi-domain learning.
PMID 40739511 · PMC12312500 · BMC biology · 2025 · 8 claims · 7 setups
CanCellCap identifies cancer cells in scRNA-seq data across 13 tissue types, 23 cancer types, and 7 sequencing platforms with 0.977 average accuracy
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Unveiling the early defense response dynamics in grapevines against Plasmopara viticola by single-cell transcriptomics.
PMID 41593733 · PMC12918531 · Genome biology · 2026 · 8 claims · 5 setups
Generated the first single-cell transcriptome atlas (scRNA-seq + spRNA-seq) of grapevine leaves during P. viticola infection across four early time points (0, 3, 6, 12 hpi)
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Bidirectional CRISPR screens decode a GLIS3-dependent fibrotic cell circuit.
PMID 41501466 · PMC12820784 · Nature · 2026 · 8 claims · 8 setups
Inflammation-associated fibroblasts (IAFs), induced by proinflammatory FCN1+IL1B+ macrophages, produce profibrotic IL-11 and drive fibrosis in IBD
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TiRank prioritizes phenotypic niches in tumor microenvironment for clinical biomarker discovery.
PMID 41689080 · PMC12910759 · Genome medicine · 2026 · 7 claims · 4 setups
TiRank is a framework that integrates scRNA-seq, ST, and bulk transcriptomes using an REO-transformation module and multitask transfer learning to align data into a unified embedding space for prioritizing clinically relevant spatial niches
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Has reproduction · 90
A single cell characterisation of human embryogenesis identifies pluripotency transitions and putative anterior hypoblast centre.
PMID 34140473 · PMC8211662 · Nature communications · 2021 · 8 claims · 5 setups
The human post-implantation epiblast transitions from a naïve to a primed pluripotent state, with naïve markers (KLF4, KLF17, PRDM14, etc.) downregulated and primed markers (FGF2, DNMT3B, SOX11, etc.) upregulated between pre- and post-implantation stages
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Has reproduction · 92
Large-scale integration of single-cell transcriptomic data captures transitional progenitor states in mouse skeletal muscle regeneration.
PMID 34773081 · PMC8589952 · Communications biology · 2021 · 8 claims · 7 setups
Large-scale integration of 111 sc/snRNAseq datasets captures rare, transitional myogenic progenitor states (commitment and fusion) that are poorly represented in individual datasets.
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Proteomics in alcohol research.
PMID 12875051 · PMC6683837 · Alcohol research & health : the journal of the National Institute on Alcohol Abuse and Alcoholism · 2002 · 7 claims · 8 setups
The proteome is larger and more complex than the genome due to differential splicing, post-translational modifications (PTMs), and protein-protein interactions.