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).

• Evaluating deconvolution methods using real bulk RNA-expression data for robust prognostic insights across cancer types.

  PMID 41566530 · PMC12906006 · Genome biology · 2026 · 7 claims · 6 setups

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  Pseudobulk and real bulk RNA-seq deconvolution performance differ significantly, and method ranking consistency is lower between pseudobulk and real bulk than within either data type alone

  breast real colon tcga paired pseudobulk bulk

• High-fidelity bidirectional translation between single-cell transcriptomes and DNA methylomes with scBOND.

  PMID 41887797 · PMC13138010 · Genome research · 2026 · 7 claims · 6 setups

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  scBOND is a bidirectional dual-channel VAE framework for cross-modality translation between scRNA-seq and scDNAm that outperforms existing baseline methods (scCross, MAPLE) in both translation directions

  mouseembryo humanbraina paired umap differential

• A multi-modal diffusion model with dual-cross-attention for multi-omics data generation and translation.

  PMID 41980989 · PMC13253844 · Nature communications · 2026 · 8 claims · 7 setups

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  scDiffusion-X is a multi-modal latent denoising diffusion probabilistic model for single-cell multi-omics data generation, translation, and interpretation.

  openproblem 10x babel miniatlas paired modality augmentation

• scCNMF: an integrated analysis model for paired single-cell RNA sequencing and assay for transposase-accessible chromatin sequencing data leveraging cell similarity and cis-regulatory potential.

  PMID 41800139 · PMC12962131 · PeerJ · 2026 · 7 claims · 2 setups

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  scCNMF is an NMF-based model for vertical integration of paired scRNA-seq and scATAC-seq data that jointly incorporates a cell similarity matrix and a cis-regulatory potential (CRP) matrix

  publicly 10x paired

• Agent-based modeling of cellular dynamics in adoptive cell therapy.

  PMID 41673469 · PMC13004971 · Communications biology · 2026 · 7 claims · 7 setups

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  ABMACT, an agent-based model of adoptive cell therapy, recapitulated cellular dynamics in two cancer preclinical models (lymphoma and glioblastoma mouse models).

  xenograft il-15-armored cord shanley scrna-seq autonomous rechallenge

• Bacterial reporter-paired scRNA sequencing reveals cross talk between zinc starvation and zinc toxicity in macrophage antibacterial defense.

  PMID 41802048 · PMC12993976 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

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  Macrophages starve intracellular E. coli of zinc to sensitize them to subsequent zinc toxicity, coupling zinc starvation and zinc toxicity in a single antimicrobial response

  monocyte-derived hmdm zntr-dual macrophages confocal high-throughput flow

• A sequence knowledge-guided deep learning method for single-cell multi-omics translation.

  PMID 41975483 · PMC13185235 · Genome biology · 2026 · 7 claims · 7 setups

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  scProTrans, a deep learning framework combining sequence knowledge (dna2vec gene embeddings, ProtT5 protein embeddings) with a cross-omics attention mechanism, translates single-cell transcriptome data into proteome profiles

  multi-omics pbmcs datasets fully cite-seq cross-technology tri-omics

• Clonal CD8(+) T cells populate the leptomeninges and coordinate with immune cells in human degenerative brain diseases.

  PMID 41593242 · PMC12864034 · Nature immunology · 2026 · 8 claims · 6 setups

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  The human leptomeninges harbor substantial numbers of clonally expanded, tissue-resident memory CD8 T cells (ZNF683-high, CXCR6+, PD-1+)

  postmortem leptomeninges scrna-seq-derived leptomeningeal single-cell flow imaging

• Unique phenotypic and T cell receptor characteristics of CD8(+) T cells accumulated in the brains of Alzheimer's disease mice.

  PMID 41794902 · PMC13087195 · Scientific reports · 2026 · 8 claims · 5 setups

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  Brain CD8+ T cells segregate into two major, mutually exclusive Trm populations: a CXCR6-related immunosuppressive cluster (cd8_c0) present in both aged non-Tg and 5xFAD_WT mice, and an AD-associated stem-like cluster (cd8_c1) present only in 5xFAD mice.

  brain-derived brain cd8+ clonally scrna-seq paired cellchat

• ZFP148 is a transcriptional repressor of cytolytic effector CD8(+) T cell differentiation.

  PMID 41896465 · PMC13043298 · Nature immunology · 2026 · 8 claims · 8 setups

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  ZFP148 is enriched in CD8+ T progenitor (T PRO) cells and its expression declines during differentiation into effector (T EFF) and exhausted (T EX) cells

  p14 splenic cd8+ b16-gp scrna-seq flow tcr

• Benchmarking component choices for unpaired single cell RNA and epigenomic integration.

  PMID 41987329 · PMC13192178 · Genome biology · 2026 · 7 claims · 8 setups

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  Gene activity scores (GAS) show limited correlation with actual gene expression but effectively preserve cellular neighborhood structure and support clustering.

  e18 pbmc brain kidney scrna-seq share-seq gas

• Reconstructing single-cell resolution from spatial transcriptomics with CellRefiner.

  PMID 41760664 · PMC13066420 · Nature communications · 2026 · 8 claims · 8 setups

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  CellRefiner is a physical/particle-based model (subcellular element method) that integrates scRNA-seq and spatial transcriptomics data to reconstruct single-cell resolution spatial data

  hypothalamic embryo hippocampus visual merfish seqfish slide-seqv2

• Hypoxia-driven remodeling of SELENOP(+) macrophages shapes T cell dynamics and promotes ovarian cancer metastasis.

  PMID 41526347 · PMC12852879 · Nature communications · 2026 · 8 claims · 8 setups

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  SELENOP+ macrophages co-occur and spatially co-localize with precursor exhausted (GZMH+) CD8+ T cells and activate these T cells via selenoprotein P in vitro and in vivo.

  hgsoc million pseudo-bulk hgsoc-derived scrna-seq sctcr-seq spatial

• SpaJoint: a transfer learning method for spatial transcriptomics deconvolution.

  PMID 41955028 · PMC13069903 · Briefings in bioinformatics · 2026 · 8 claims · 1 setups

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  SpaJoint is a transfer-learning-based deconvolution method that integrates scRNA-seq and ST gene expression while accounting for spatial correlation across spots.

  simulated spatial

• Single-cell gene expression and TCR profiling reveal age-related differences in recent thymic emigrants.

  PMID 42023153 · PMC13098507 · iScience · 2026 · 8 claims · 5 setups

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  Neonatal and adult CD8+ RTEs are phenotypically and functionally distinct despite equivalent post-thymic maturation time

  splenic neonatal sorted flow single-cell differential

• Forseti: a mechanistic and predictive model of the splicing status of scRNA-seq reads.

  PMID 38940130 · PMC11256924 · Bioinformatics (Oxford, England) · 2024 · 7 claims · 5 setups

  Has reproduction · 87

  Forseti is the first probabilistic model for resolving the splicing status of exonic scRNA-seq reads by scoring putative fragments linking read alignments to proximate priming sites

  training simulated held-out paired-end cubic mlp

• Partial domain adaptation enables cross domain cell type annotation between scRNA-seq and snRNA-seq.

  PMID 42090457 · PMC13170964 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  ScNucAdapt is a partial domain adaptation framework that enables cross-domain cell type annotation between paired or unpaired scRNA-seq and snRNA-seq datasets.

  bladder kidney cortex frozen scrna-seq snrna-seq

• Partially shared multi-modal embedding learns holistic representation of cell state.

  PMID 41741805 · PMC13021527 · Nature computational science · 2026 · 8 claims · 5 setups

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  APOLLO automatically learns partial information sharing between multiple data modalities using an autoencoder with a partially overlapping latent space trained via latent optimization.

  simulated paired single simulation scrna-seq multiplexed

• Antigen specificity of clonally enriched CD8(+) T cells in multiple sclerosis.

  PMID 41644766 · PMC12956596 · Nature immunology · 2026 · 8 claims · 7 setups

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  A subset of 23 highly expanded, CSF-enriched CD8+ T cell clonotypes exists predominantly in the CSF of the MS/CIS cohort.

  paired cd8+ cd4+ csf single-cell differential pseudotime

• Bridging unpaired single-cell multimodal data for integrative analyses with SuperMap.

  PMID 41650244 · PMC12890892 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 7 setups

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  SuperMap learns cross-modal feature mappings directly from unpaired multimodal data without requiring paired training data

  pbmc bone skin embryos scrna-seq scnmt-seq asap-seq