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).

• Integrating single-cell and single-nucleus datasets improves bulk RNA-seq deconvolution.

  PMID 41895263 · PMC13106970 · Cell reports methods · 2026 · 8 claims · 5 setups

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  scRNA-seq references yield significantly higher Pearson correlation and lower RMSE than snRNA-seq references for deconvolution across all four tissue datasets

  adipose same fat-cell real pseudobulk single-cell synthetic

• VIST: variational inference for single cell time series.

  PMID 41535949 · PMC12892444 · Genome biology · 2026 · 8 claims · 6 setups

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  VIST is a VAE-based method that decomposes single-cell gene expression into time-dependent and time-independent latent components

  toy drosophila aorta lung synthetic time-course latent

• Single-Cell Transcriptomic Atlases of Camels and Cattle Unravel Molecular Evolution of Digestive and Metabolic Systems.

  PMID 41632085 · PMC13067795 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 7 setups

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  Generated single-cell/nucleus transcriptomic atlases of camels and cattle across 54 tissues, identifying 124 cell types (78 in camels, 106 in cattle, 59 shared)

  camel bovine structural orthologous scrna-seq spatial scenic

• 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

• CeLLTra: aligning cell names with gene expression via a pathway-informed transformer.

  PMID 41652996 · PMC12881829 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  Grouping genes into pathway-defined gene sets as Transformer input tokens (instead of using individual genes or discretized bins) mitigates the long-sequence problem and improves representation learning of scRNA-Seq gene expression profiles.

  tabula tumor-infiltrating scrna-seq

• Neural network-assisted RNA velocity imputation for empowering transcript dynamics-based analyses.

  PMID 41736867 · PMC12927306 · iScience · 2026 · 8 claims · 8 setups

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  NARVI, a deep neural network trained on expression-velocity relationships of passed genes, can impute RNA velocity for dropped genes that conventional tools (e.g., scVelo, UniTVelo) fail to calculate

  hematopoietic lung erythroid bone scrna-seq cross-validation

• PAH-former: Transfer learning for efficient discovery of pulmonary arterial hypertension-associated genes.

  PMID 41790620 · PMC12965534 · PloS one · 2026 · 7 claims · 7 setups

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  PAH-former, a Geneformer model fine-tuned on public PAH scRNA-seq data, can perform in silico perturbation to identify and rank candidate PAH disease-associated genes

  pah scrna-seq pah-former candidate scrna-seq transfer perturbation

• PD-1 antibody-bound progenitor-exhausted CD8(+) T cells in lymph nodes boost PD-1-blockade anti-tumor immunity in gastrointestinal cancer.

  PMID 41951588 · PMC13237225 · Nature communications · 2026 · 8 claims · 6 setups

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  Progenitor-exhausted CD8+ T cells (CD8-Tpex, TCF7+PDCD1+) are enriched in proximal lymph nodes and proliferate at a high rate after ICI treatment

  esophagogastric cancer surgically tcga scrna-seq scrna reanalysis

• Embeddings from language models are good learners for single-cell data analysis.

  PMID 41726097 · PMC12921509 · Patterns (New York, N.Y.) · 2026 · 8 claims · 8 setups

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  scELMo combines LLM-derived embeddings of gene and cell metadata with raw single-cell expression data via matrix operations to generate cell embeddings without pretraining a new model

  scrna-seq multi-batch diseased perturbation clustering batch cell-type

• 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

• A ligand-centered framework for γδ T cell activation in colorectal cancer revealed by single-cell and transformer-based perturbation.

  PMID 41607803 · PMC12835328 · Frontiers in immunology · 2025 · 8 claims · 8 setups

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  CRC-infiltrating γδ T cells show varied activation levels, with the TRM-like population being the major tumor-infiltrating subtype and exhibiting the lowest effector and exhaustion signature scores.

  crc-infiltrating crc scrna-seq gene nichenet

• Early cAMP signaling orchestrates single-cell synchronicity throughout Dictyostelium development.

  PMID 41792273 · PMC13096493 · Communications biology · 2026 · 7 claims · 6 setups

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  cAMP-pulse signaling during early development induces transcriptome synchronicity at the single-cell level and morphological synchronicity at the multicellular level; its absence compromises synchronicity despite continued development.

  discoideum single-cell scrna-seq dissecting

• Identification and comparison of orthologous cell types from primate embryoid bodies shows limits of marker gene transferability.

  PMID 41949281 · PMC13061419 · eLife · 2026 · 7 claims · 6 setups

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  Human marker genes are less effective in macaques and vice versa, showing limited transferability of markers across species.

  ipsc-derived day integrated ipscs scrna-seq flow immunofluorescence

• Combinatory differentiation of human induced pluripotent stem cells generates functional thymic epithelium driving dendritic cell and CD4/CD8 T cell development.

  PMID 41577697 · PMC12932823 · Nature communications · 2026 · 8 claims · 6 setups

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  DOE-based multifactorial screening combined with bulk RNA-seq comparison to scRNA-seq pharyngeal atlases identifies signaling factors that optimize iPSc differentiation toward thymic epithelial progenitors (TEPs)

  ipsc embryonic ipsc-derived bulk scrna-seq qpcr

• Uropathogenic Escherichia coli invade luminal prostate cells via FimH-PPAP receptor binding.

  PMID 41507584 · PMC12872464 · Nature microbiology · 2026 · 8 claims · 8 setups

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  A 2D mouse stem cell-derived prostate epithelial organoid model was developed that mimics epithelial heterogeneity of the murine prostate

  prostate bladder immunofluorescence single-cell transepithelial

• Tachykinin signaling defines distinct populations of glia in the enteric nervous system.

  PMID 41512855 · PMC12832054 · Neuron · 2026 · 8 claims · 8 setups

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  Mucosal and muscularis glia are transcriptionally distinct populations, with mucosal glia resembling microglia and muscularis glia resembling satellite glia/astrocytes

  ileum gfp+ intestinal intestine bulk scrna-seq bayesprism

• A multi-omics features-based approach integrating immunogenicity and inflammation enhances immunotherapy benefit in clear cell renal cell carcinoma.

  PMID 41640425 · PMC12864441 · Frontiers in cell and developmental biology · 2025 · 7 claims · 8 setups

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  The TIs-ML multi-omics model predicts ICB response/survival in ccRCC with superior accuracy (AUC > 0.997) compared to single biomarkers like PD-L1 and TMB

  autoimmune igan scrna-seq bulk bulk scrna-seq scissor-based

• De novo H3.3K27M-altered diffuse midline glioma in human brainstem organoids to dissect GD2 CAR T cell function.

  PMID 41492091 · PMC12948678 · Nature cancer · 2026 · 8 claims · 8 setups

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  FGF4 supplementation during organoid patterning specifically induces pontine/rostral hindbrain brainstem identity

  hes brainstem day developing bulk immunofluorescence scrna-seq

• 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

  Has reproduction · 90

  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

  embryo embryos single-cell logistic immunofluorescence

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic