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 and spatial transcriptomics analyses reveal tumor microenvironment-driven proliferation of NF2-associated vestibular schwannomas.

  PMID 41957607 · PMC13200446 · Journal of neuroinflammation · 2026 · 8 claims · 7 setups

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  NF2-VS tumors comprise 12 major cell lineages with distinct TME composition between Gardner and Wishart phenotypes

  vestibular fresh nf2-vs fibroblast scrna-seq spatial multiplex

• MYC-induced USP10 stabilizes SOX4 to promote thymocyte proliferation and leukemia onset in mice.

  PMID 41927540 · PMC13216311 · Nature communications · 2026 · 8 claims · 8 setups

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  USP10 is dynamically expressed in thymocytes, peaking during proliferative stages of T cell development in both mouse and human

  thymocytes thymocyte t-all lin dub rt-qpcr single-cell

• scDEBGCL: a deep embedding approach based on bipartite graph contrastive learning for single-cell RNA-seq data.

  PMID 41981652 · PMC13188691 · BMC biology · 2026 · 7 claims · 3 setups

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  scDEBGCL is a deep embedding method for scRNA-seq data based on bipartite graph contrastive learning, integrating contrastive learning, graph reconstruction, and ZINB-based data reconstruction losses.

  nine yan dpt scrna-seq trajectory

• Pan-Cancer Single-Cell RNA Sequencing Analysis Refines Multi-Origin Monocyte and Macrophage Lineages.

  PMID 41231218 · PMC12865363 · Cancer immunology research · 2026 · 6 claims · 8 setups

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  TAMs arise from two distinct origins: C1QC+ TAMs likely derive from resident tissue macrophages, while SPP1+ TAMs and ISG15+ TAMs likely originate from circulating monocytes.

  myeloid melanoma monocyte-to-macrophage coad-read scrna-seq differential developmental

• Distinct senotypes in p16- and p21-positive cells across human and mouse aging tissues.

  PMID 41162753 · PMC12669595 · The EMBO journal · 2025 · 7 claims · 8 setups

  Has reproduction · 50

  p16+ and p21+ senescent cells represent largely distinct, non-overlapping populations across murine and human aging tissues

  hippocampus brain skeletal bone scrna-seq cytof velocity

• Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.

  PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.

  immune atherosclerotic cd4+ cd8+ scrna-seq gsea pseudotime

• 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

• S3RL: Enhancing Spatial Single-Cell Transcriptomics With Separable Representation Learning.

  PMID 41556263 · PMC13042551 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  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.

  dorsolateral dlpfc nanostring spatial cell-type multi-platform

• Single-Cell Multi-Tissue T Cell Clonal Dynamics Reveal Distinct Immune Coercion Landscapes in MSI and MSS Colorectal Cancer.

  PMID 41898550 · PMC13027115 · International journal of molecular sciences · 2026 · 8 claims · 5 setups

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  Immunotherapy response in CRC is better explained by TCR clonal dynamics (expansion, migration, functional transitions) than by MSI status alone

  crc single high-quality cd4+ scrna-seq tcr pseudotime

• Development and validation of a gemcitabine sensitivity-related long noncoding RNA signature for predicting the prognosis and subtypes of bladder cancer.

  PMID 41809777 · PMC12968932 · Translational andrology and urology · 2026 · 8 claims · 8 setups

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  A 37-GSRlncRNA prognostic signature stratifies BLCA patients into low- and high-risk groups with significant differences in survival, pathway enrichment, immune infiltration, and mutational profiles

  tcga-blca blca paired wgcna differential machine