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).

• Tumor-specific but immunosuppressive CD39(+)CD8(+) T cells exhibit double-faceted roles in clear cell renal cell carcinoma.

  PMID 40961944 · PMC12629791 · Cell reports. Medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 88

  CD39+CD8+ TILs constitute a terminally exhausted, tumor-antigen-specific subset of CD8+ T cells

  memory sorted caix-specific cd39+pd-1bright scrna-seq bulk mhc

• Reciprocal regulation of fibroblast-macrophage equilibrium governs skin integrity.

  PMID 41760904 · PMC13043295 · Nature immunology · 2026 · 8 claims · 8 setups

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  Dpt+ fibroblasts are required to maintain skin macrophage populations in vivo; their depletion reduces CD64+ and CD11c+ macrophages

  facs-sorted skin dpt+ scrna-seq flow cellchat

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• MultiPert: An adversarial alignment and dual attention framework for single-cell multi-omics perturbation prediction.

  PMID 41811907 · PMC12998955 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  MultiPert reliably predicts both perturbed gene expression and protein abundance profiles from single-cell multi-omics data

  thp-1 kidney gse156478 computational zinb-vae autoencoder eccite-seq

• omnideconv: a unifying framework for using and benchmarking single-cell-informed deconvolution of bulk RNA-seq data.

  PMID 41582216 · PMC12837286 · Genome biology · 2026 · 8 claims · 6 setups

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  omnideconv is an R package providing a unified interface to twelve second-generation deconvolution methods (AutoGeneS, BayesPrism, Bseq-SC, Bisque, CDseq, CIBERSORTx, CPM, DWLS, MOMF, MuSiC, SCDC, Scaden)

  blood-derived pbmc blood spleen bulk scrna-seq pseudo-bulk

• Single-cell multiomics analysis of chronic myeloid leukemia links cellular heterogeneity to therapy response.

  PMID 39503729 · PMC11540304 · eLife · 2024 · 8 claims · 5 setups

  Has reproduction · 75

  CITE-seq multiomics reveals that each CML patient harbors a unique composition of stem and progenitor cells at diagnosis

  lin-cd34+ cml cite-seq facs differential

• Aligned cross-modal integration and regulatory heterogeneity characterization of single-cell multiomic data with deep contrastive learning.

  PMID 41588477 · PMC12833949 · Genome medicine · 2026 · 8 claims · 4 setups

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  scMDCF outperforms existing state-of-the-art scMulti-omics integration and clustering models across various types of scMulti-omics datasets, including robustness against batch effects

  single immune dorsolateral cite-seq scrna-atac-seq snmulti-omics

• A spatially resolved human glioblastoma atlas reveals distinct cellular and molecular patterns of anatomical niches.

  PMID 41714633 · PMC13031279 · Nature communications · 2026 · 8 claims · 6 setups

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  GBM exhibits distinct cellular and molecular patterns organized by anatomical niche, with malignant, vascular, and immune compartments showing region-specific spatial associations

  gbm glioma single-cell scrna-seq cite-seq spatial

• Interactive analysis of single-cell trajectories in 3D space with Cell Journey.

  PMID 41773942 · PMC13042281 · GigaScience · 2026 · 7 claims · 3 setups

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  Cell Journey is an interactive platform for computing and visualizing RNA velocity-based single-cell trajectories in 3D space.

  pancreatic bone hematopoietic scrna-seq cite-seq clonal

• Predictive modeling of molecular activity underlying physical cell-cell interactions.

  PMID 41672069 · PMC12946745 · Cell reports methods · 2026 · 8 claims · 5 setups

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  Gloss, an overlapping group lasso regression combining single-gene and curated pathway features, predicts LIPSTIC interaction intensity from scRNA-seq data

  tumor intestine mediastinal organs lipsticv1 ulipstic cite-seq

• HIV-seq reveals gene expression differences between HIV-transcribing cells from viremic and suppressed people with HIV.

  PMID 41776157 · PMC12957429 · Nature communications · 2026 · 7 claims · 8 setups

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  HIV-seq (10x 5' scRNA-seq spiked with HIV-specific capture primers targeting R-U5-pre-gag, pol, tat-rev exon2, Psi, and RRE) increases detection of HIV RNA+ cells and HIV transcripts per cell compared to conventional 5' scRNA-seq

  cd4+ cd8+ pbmcs scrna-seq cite-seq differential

• BiCLUM: Bilateral contrastive learning for unpaired single-cell multi-omics integration.

  PMID 41632825 · PMC12904586 · PLoS computational biology · 2026 · 8 claims · 5 setups

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  BiCLUM consistently outperforms or matches existing integration methods across multiple RNA+ATAC and RNA+protein datasets in visualization and quantitative benchmarks

  pbmc kidney bmmc bmcite scrna-seq cite-seq

• Data driven network inference and longitudinal transcriptomics unveil dynamic regulation in Chronic Lymphocytic Leukaemia models.

  PMID 41540084 · PMC12894745 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  The presence of immune cells in the environment significantly alters CLL cell activation

  autologous monoculture non-adherent pbmc bulk flow deconvolution

• CellPredX, a computational framework for cross-data type, cross-sample, and cross-protocol cell type annotation through domain adaptation and deep metric learning.

  PMID 41481570 · PMC12758788 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  CellPredX is a unified semi-supervised framework integrating domain adaptation and deep metric learning to align heterogeneous embeddings for cross-modality cell type annotation.

  pbmc fetal pancreas gse149683 matched unmatched cross-protocol

• Tumour-intrinsic features shape T cell differentiation through precursor to symptomatic multiple myeloma.

  PMID 41644568 · PMC12982522 · Nature communications · 2026 · 8 claims · 6 setups

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  MM is not characterized by T cell exhaustion but by antigen-driven terminal memory differentiation, unlike solid cancers

  bone cd69+ cd8+ smm single-cell cite-seq gene

• Intergenic risk variant rs56258221 skews the fate of naive CD4(+) T cells via miR4464-BACH2 interplay in primary sclerosing cholangitis.

  PMID 38901430 · PMC11293351 · Cell reports. Medicine · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  rs56258221 (BACH2/MIR4464) associates with a distinct peripheral blood T cell immunophenotype in people with PSC

  peripheral liver facs-sorted cd4+ flow bulk cite-seq

• The Presence of CD11c+ B Cells with Potent Effector Memory Phenotype in Lung Adenocarcinoma Correlates with Overall Patient Survival.

  PMID 41686183 · PMC12988592 · Cancer immunology research · 2026 · 7 claims · 7 setups

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  CD79A is a reliable transcriptomic/protein quantifier of B lymphocytes across differentiation stages, unlike CD19/CD20 whose expression changes upon activation

  healthy tcga luad til-b flow bulk single-cell

• Phased differentiation of γδ T and T CD8 tumor-infiltrating lymphocytes revealed by single-cell transcriptomics of human cancers.

  PMID 34721945 · PMC8555559 · Oncoimmunology · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  In tumors, TCRVγnon9 γδ T cells (the majority γδ TIL subset) are quantitatively correlated and aligned with T CD8 cells for differentiation, exhaustion, gene expression profile, and response to immune checkpoint therapy

  pbmc tumor syngeneic scrnaseq cite-seq flow

• 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

• Metabolic quiescence of naive-like memory T cells precedes and maintains antigen-specific T cell memory.

  PMID 41735532 · PMC12956582 · Nature immunology · 2026 · 8 claims · 8 setups

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  CD8+ T cells upregulate glycolysis to fuel anabolic needs for proliferation but predominantly use oxidative phosphorylation (OXPHOS) for energy production during the acute phase (days 7-28) after YFV vaccination

  peripheral cd8+ ns4b+ antigen-specific flow scrna-seq cite-seq