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).

• Dynamic changes of the immune microenvironment in ovarian cancer following neoadjuvant chemotherapy.

  PMID 41872134 · PMC13039919 · Cell death discovery · 2026 · 8 claims · 8 setups

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  Prostaglandin-mediated immunosuppressive microenvironment formation is a critical contributor to chemotherapy resistance following cisplatin treatment

  high-grade hgsoc bone bmdms scrna-seq cell-cell tensor

• 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

• huSA: a comprehensive database for multi-dimensional resolution of bulk, single cell and spatial transcription profiles in skin diseases.

  PMID 41719583 · PMC12923168 · Database : the journal of biological databases and curation · 2026 · 7 claims · 8 setups

  Has reproduction · 50

  huSA is a comprehensive, publicly accessible database integrating bulk RNA-seq, scRNA-seq, and spatial transcriptomics data across 17 skin diseases and 63 independent datasets

  skin scrna-seq scrna-seq transcription cell-cell

• Functional module detection through integration of single-cell RNA sequencing data with protein-protein interaction networks.

  PMID 33138772 · PMC7607865 · BMC genomics · 2020 · 8 claims · 6 setups

  Has reproduction · 83

  scPPIN integrates scRNA-seq-derived p-values with PPINs to detect maximum-weight connected subgraphs (active/functional modules) via an exact Steiner-tree approach

  liver hepatocyte detected adipose single-cell differential protein-protein

• 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

• 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

• Annexin A13 Protects Against Acute Kidney Injury by Inactivating TGF-β/Smad3 Signaling.

  PMID 41486854 · PMC12915081 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  ANXA13 is selectively downregulated in the kidneys of AKI patients and IRI- or cisplatin-induced AKI mice, primarily in proximal tubular cells

  kidney aki renal hek293t rna-seq immunohistochemistry serum

• scLong: a billion-parameter foundation model for capturing long-range gene context in single-cell transcriptomics.

  PMID 41639087 · PMC12982784 · Nature communications · 2026 · 7 claims · 4 setups

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  scLong performs self-attention across all ~27,874 human genes, including lowly expressed ones, to capture long-range gene dependencies missed by models restricted to highly expressed gene subsets

  million norman self-supervised transcriptional genetic

• FLASH-MM: fast and scalable single-cell differential expression analysis using linear mixed-effects models.

  PMID 41644528 · PMC12982622 · Nature communications · 2026 · 8 claims · 6 setups

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  FLASH-MM produces LMM parameter estimates identical to lmer (lme4) up to the sixth decimal place while being 50- to 140-fold faster as sample size increases from 20,000 to 120,000 cells

  simulated same healthy female-biased simulated comparative single-cell

• CLK1 Promotes Myeloid-Derived Suppressor Cell Trafficking and Reprograms the Tumor Microenvironment by Activating Hippo/YAP Signaling in Colorectal Cancer.

  PMID 41686262 · PMC13136879 · Cancer immunology research · 2026 · 8 claims · 8 setups

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  CLK1 is markedly upregulated in immune-cold colorectal tumors and correlates with increased MDSC infiltration and CD8+ T-cell exclusion

  colorectal tcga-coad ct26 tumor scrna-seq bulk multiplex

• scGACL: a generative adversarial network with multi-scale contrastive learning for accurate single-cell RNA sequencing imputation.

  PMID 41632596 · PMC12866930 · Briefings in bioinformatics · 2026 · 8 claims · 6 setups

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  scGACL, a GAN integrated with multi-scale contrastive learning, is proposed to overcome the over-smoothing problem in scRNA-seq imputation

  simulated real-world scrna-seq scrna-seq clustering gene

• 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

• Creation of a Single Cell RNASeq Meta-Atlas to Define Human Liver Immune Homeostasis.

  PMID 34335581 · PMC8322955 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 63

  Three independently generated human liver CD45+ scRNA-seq datasets (LACEe, Lnb, LCD45e) can be co-clustered and integrated despite differing sequencing platforms and processing protocols.

  liver pbmc integrated gene scrna-seq differential ingenuity

• GRAMD1B is a regulator of lipid homeostasis, autophagic flux and phosphorylated tau.

  PMID 40204713 · PMC11982250 · Nature communications · 2025 · 8 claims · 7 setups

  Has reproduction · 91

  GRAMD1B is increased in excitatory neurons of human neural organoids (HNOs) carrying the MAPT R406W mutation

  neural hno single-cell immunofluorescence western

• Development of double-positive thymocytes at single-cell resolution.

  PMID 33771202 · PMC8004397 · Genome medicine · 2021 · 7 claims · 8 setups

  Has reproduction · 86

  DP thymocytes can be classified into blast, rearrangement, and selection subtypes, distinguishable by surface markers CD2 and Ly6d

  thymocytes sorted thymocyte scrna-seq flow immunofluorescence

• Assessing personalized molecular portraits underlying endothelial-to-mesenchymal transition within pulmonary arterial hypertension.

  PMID 39462326 · PMC11513636 · Molecular medicine (Cambridge, Mass.) · 2024 · 8 claims · 8 setups

  Has reproduction · 81

  scRNA-seq of PAH and control lung tissue identifies nine distinct cell populations with high heterogeneity in composition, function, distribution, and communication

  lung pah scrna-seq-derived endothelial scrna-seq bulk cell-cell

• Single-cell immunophenotyping identifies CD8+GZMK+IFNG+ T cells as a key immune population in cutaneous Lyme disease.

  PMID 41729083 · PMC12956012 · JCI insight · 2026 · 8 claims · 7 setups

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  A clonally expanded CD8+GZMK+IFNG+ T cell population (subdivided into IFNGhi and IFNGint groups) is enriched in the EM lesion and shows an inflammatory, tissue-resident phenotype (GZMBlo/PRF1-) resembling tissue-enriched GZMK+ TteK cells

  whole-skin cd8+gzmk+ifnghi identified skin scrna-seq pseudobulk immune

• OTMODE: an optimal transport theory-based framework for identifying differential features in single-cell multi-omics data.

  PMID 41335419 · PMC12766913 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  OTMODE, using an unbalanced Sinkhorn algorithm and Wald test, improves differential feature identification in single-cell multi-omics data

  simulated classical degs naive simulated bulk real

• TEAD4 and RXRA Regulate the Function of Nucleus Pulposus Cells in Intervertebral Disc Degeneration Via the TNF-α/NF-κB Pathway: An Integrated Analysis of Single-Cell RNA-Seq, Bulk RNA-Seq, and In Vitro Validation.

  PMID 41511606 · PMC12995935 · Applied biochemistry and biotechnology · 2026 · 8 claims · 8 setups

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  TEAD4 and RXRA play critical roles in IDD progression, likely regulating NP cell behavior and ECM metabolism via the TNF-α/NF-κB pathway

  differential il-1β-induced scrna-seq bulk gsea

• Identify GDPD3 as a key regulator of epithelial-mesenchymal transition and prostate adenocarcinoma progression via the LPA/LPAR1/AKT axis: transcriptomic and experimental study.

  PMID 41562071 · PMC12813044 · Frontiers in immunology · 2025 · 7 claims · 8 setups

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  GDPD3 is upregulated in PRAD tumor tissue and its knockdown inhibits tumor cell proliferation, invasion, and migration

  prad tcga-prad du145 scrna-seq bulk wgcna