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).

• Single-cell omics data-driven decoding of tumor clonal evolution through reinforcement learning.

  PMID 41998716 · PMC13224513 · Genome medicine · 2026 · 8 claims · 3 setups

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  scRevol is an RL-based model that infers tumor clonal evolution from scRNA-seq-derived CNV profiles via a label assignment learning strategy.

  simulated lineage ovarian scrna-seq-derived

• scSurv: a deep generative model for single-cell survival analysis.

  PMID 41429574 · PMC12797213 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

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  scSurv combines a Cox proportional hazards model with a deep generative model (VAE) of single-cell transcriptomes to estimate individual cellular contributions to clinical outcomes

  simulated tcga melanoma renal scrna-seq bulk single-cell

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• 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

• HArmonized single-cell RNA-seq Cell type Assisted Deconvolution (HASCAD).

  PMID 37907883 · PMC10619225 · BMC medical genomics · 2023 · 6 claims · 4 setups

  Has reproduction · 67

  Removal of batch effects in reference scRNA-seq datasets (via Harmony-Symphony) benefits the task of cell composition deconvolution

  pbmc derived tcga-lihc scrna-seq simulated bulk

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• PreTSA: computationally efficient modeling of temporal and spatial gene expression patterns.

  PMID 41673899 · PMC12998178 · Genome biology · 2026 · 7 claims · 8 setups

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  PreTSA dramatically reduces computational time and memory versus GAM (Monocle, TSCAN) and PseudotimeDE for identifying temporally variable genes (TVGs) while producing highly similar results

  simulated null pbmc pancreas pseudotime tvg false-positive

• Calibrating tissue level PDE models of ligand dynamics using single cell and spatial transcriptomics data.

  PMID 41714655 · PMC13039149 · NPJ systems biology and applications · 2026 · 8 claims · 8 setups

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  scRNA-seq and spatial transcriptomics data provide a rich, underused source of information for calibrating tissue-scale PDE models of ligand dynamics.

  skin combined annotated scrna-seq single-cell spatial cell2location

• Human neuronal differentiation under Aβ exposure: a single-cell transcriptomic and epigenomic dataset.

  PMID 41807428 · PMC13103403 · Scientific data · 2026 · 8 claims · 4 setups

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  A paired scRNA-seq and scATAC-seq dataset was generated from NPCs differentiated over Days 0, 7, 13, and 20 under baseline and Aβ 1-42 exposure conditions

  hipsc-derived hippocampal scrna-seq scatac-seq flow

• 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

• Characterizing gene perturbations in single cells via network divergence analysis.

  PMID 41965857 · PMC13249949 · Nature communications · 2026 · 8 claims · 8 setups

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  scDNS quantifies gene-specific functional perturbations by measuring Jensen-Shannon divergence between condition-specific gene interaction network configurations

  ipsc-derived embryonic panc-1 triple scrna-seq single-nucleus

• Single-Cell Mitochondrial Lineage Tracing Decodes Fate Decision and Spatial Clonal Architecture in Human Hematopoietic Organoids.

  PMID 41560697 · PMC13042525 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  Mitochondrial somatic mutations from scRNA-seq can be repurposed as endogenous genetic barcodes for lineage tracing in hPSC-derived organoids.

  hpsc hemo larry-barcoded pdgfrα+ scrna-seq mitochondrial cospar

• Alternative polyadenylation links RNA processing to iron metabolism in human erythropoiesis.

  PMID 41805127 · PMC12972907 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  CPSF6 facilitates erythropoiesis; its depletion impairs heme synthesis and causes intracellular iron deficiency

  cd34+ cd34+-derived bone erythroid scrna-seq bulk long-read

• Cell type-specific network analysis in Diversity Outbred mice identifies genes potentially responsible for human bone mineral density GWAS associations.

  PMID 41811178 · PMC12978698 · eLife · 2026 · 8 claims · 8 setups

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  Cell type-specific Bayesian and co-expression networks generated from BMSC-OB scRNA-seq data in Diversity Outbred mice can prioritize and contextualize genes underlying human BMD GWAS associations

  bmsc-ob genes mesenchymal gtex scrna-seq cellect iterativewgcna

• Reprogramming of stroma-derived chemokine networks drives the loss of tissue organization in nodal B cell lymphoma.

  PMID 41882179 · PMC13035477 · Nature cancer · 2026 · 8 claims · 8 setups

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  LN-resident stromal cells (FRCs, BECs, LECs) drive chemokine-based lymphocyte zonation, and disruption of this system underlies the loss of tissue organization in nodal B cell lymphoma

  rln healthy bulk fl-ln scrna-seq multiplex bulk

• Deconvolving cell-type-specific gene expression profiles from bulk RNA-seq samples.

  PMID 41886524 · PMC13038110 · PLoS computational biology · 2026 · 8 claims · 6 setups

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  BLUE, a U-Net-based deep learning model with dual branches (U-Net for GEPs, MLP for proportions), accurately predicts cell-type proportions and cell-type-specific gene expression profiles from bulk RNA-seq.

  pbmc pancreatic aml scrna-seq-derived real scrna-seq

• Glutamine-mediated crosstalk between M2 macrophages and tumor cells via the SLC38A5/FOXM1/CNIH4 axis promotes oral squamous cell carcinoma progression.

  PMID 41715179 · PMC13020291 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  Glutamine secretion from M2 macrophages to tumor cells via SLC38A5 is the core mCCC pathway upregulated in metastatic OSCC lesions compared to primary lesions.

  oscc epithelial tcga-oscc hsc-3 scrna-seq hdwgcna bulk

• 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

• Transcriptomic and phenotypic convergence of neurodevelopmental disorder risk genes in vitro and in vivo.

  PMID 42032432 · PMC13156037 · Nature neuroscience · 2026 · 6 claims · 6 setups

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  Transcriptomic convergence following NDD gene knockout is highly cell-type-specific and strongest in mature glutamatergic neurons (iGLUTs)

  hipsc-derived gwas computational zebrafish single-cell immunofluorescence magma

• Autophagy Activators Normalize Aberrant Tau Proteostasis and Rescue Synapses in Human Familial Alzheimer's Disease iPSC-Derived Cortical Organoids.

  PMID 41591759 · PMC13042409 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 7 claims · 7 setups

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  An optimized CO differentiation protocol (Protocol 2, using 50% E6/50% hESC medium with constant rocking/orbital shaking) produces reproducible, larger, lower-necrosis organoids with consistent size across genotypes

  isogenic scrna-seq fixed cos single-cell pseudotime immunofluorescence