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).

• CaHoT-GRN: context-aware high-order topology learning for robust single-cell gene regulatory network inference.

  PMID 42059479 · PMC13130071 · Briefings in bioinformatics · 2026 · 7 claims · 5 setups

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  CaHoT-GRN integrates pretrained biological language model embeddings (DNABERT for DNA, ESM for protein) with scRNA-seq expression data to improve GRN inference

  embryonic gene dataset-specific same scrna-seq-based sequence protein-protein

• 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

• Unraveling the Causal Linkages of RBP7 and SCGB3A1 on Pelvic Organ Prolapse: Multifaceted Insights From Genome-Wide Mendelian Randomization, Single-Cell RNA Analysis, and Network Pharmacology.

  PMID 41497737 · PMC12765987 · BioMed research international · 2026 · 8 claims · 7 setups

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  High RBP7 expression causally increases POP risk

  vaginal gwas rbp7 key single-cell mendelian protein-protein

• 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

• 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

• ISG15-driven immune modulation and tumor progression in breast cancer metastasis: insights from single-cell and spatial transcriptomics.

  PMID 41639695 · PMC12958617 · BMC medicine · 2026 · 8 claims · 8 setups

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  CSC proportion is elevated in lymph node metastatic tumor tissue (BRCA_LNMT) compared to primary tumor (BRCA_PT)

  4t1 brca tcga-brca top single-cell spatial bulk

• GRNFormer: accurate gene regulatory network inference using graph transformer.

  PMID 41883144 · PMC13069479 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  GRNFormer is a generalizable graph transformer framework for GRN inference from single-cell or bulk transcriptomics data across species, cell types, and platforms without cell-type annotations or prior regulatory information

  hematopoietic embryonic dendritic hepatocytes scrna-seq chip-seq string

• Integrative multimodal transcriptomics identifies a cancer-associated fibroblast membrane signature for predicting prognosis and therapeutic response in pancreatic ductal adenocarcinoma.

  PMID 41942785 · PMC13053443 · Journal of molecular medicine (Berlin, Germany) · 2026 · 8 claims · 8 setups

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  A PDAC-enriched myoCAF-c1 fibroblast cluster is closely associated with epithelial-mesenchymal transition (EMT) and angiogenesis

  pdac myocaf-c1-derived tcga-paad scrna-seq spatial bulk

• TDAGENE: Inference of Gene Regulatory Network Based on Topological Data Analysis and Graph Attention Network for Single-Cell RNA Sequencing Data.

  PMID 42093817 · PMC13139726 · Computational and structural biotechnology journal · 2026 · 7 claims · 5 setups

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  TDAGENE combines TDA features with a multilayer GAT via gate-controlled fusion to improve GRN inference accuracy

  scrna-seq gene string chip-seq grn persistent prior

• Monocytes serve as Shiga toxin carriers during the development of hemolytic uremic syndrome.

  PMID 39871175 · PMC11773931 · Cellular & molecular biology letters · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  Monocytes are the primary carriers that transport Stx2 from the periphery to the kidney during STEC-induced HUS

  peripheral thp-1 cfse-labeled evs single-cell flow toxin-cell

• Single-Cell Analysis Reveals Characterization of Infiltrating T Cells in Moderately Differentiated Colorectal Cancer.

  PMID 33584715 · PMC7873865 · Frontiers in immunology · 2020 · 8 claims · 8 setups

  Has reproduction · 45

  Eight distinct T cell populations can be identified from CRC tumor tissue by unsupervised clustering of scRNA-seq data

  tumor-infiltrating peripheral cd4+ tumor single-cell unsupervised pearson

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• Single-cell sequencing analysis and machine learning model reveal aberrant TIM-3 expression in microglia during Alzheimer's disease progression.

  PMID 41580850 · PMC12911240 · Journal of translational medicine · 2026 · 7 claims · 8 setups

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  A TIM-3+ microglial subset drives AD pathogenesis through a dual mechanism: sustained neuroinflammation via TNF-α/NF-κB and IL-6/JAK/STAT3 signaling, and impaired amyloid-β clearance linked to PI3K-AKT and FcγR pathways

  brain overlapping transcriptomic patients single-cell bulk kegg

• Molecular interactome of HNRNPU reveals regulatory networks in neuronal differentiation and DNA methylation.

  PMID 41674383 · PMC12895067 · Nucleic acids research · 2026 · 7 claims · 8 setups

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  HNRNPU forms extensive protein networks including an association with the mammalian SWI/SNF chromatin-remodeling complex

  ipsc-derived computational neocortical ip-ms formaldehyde alphapulldown expression-weighted

• The proteomic landscape and temporal dynamics of human and mouse gastruloid development.

  PMID 42032312 · PMC13179132 · Nature cell biology · 2026 · 8 claims · 8 setups

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  Generated a quantitative proteomic, phosphoproteomic, and matched transcriptomic resource across four stages of human and mouse gastruloid development

  escs gastruloids sox2-mcitrine quantitative phosphoproteomics bulk

• Single-Cell Transcriptome Analysis Revealed Heterogeneity and Identified Novel Therapeutic Targets for Breast Cancer Subtypes.

  PMID 37190091 · PMC10137100 · Cells · 2023 · 8 claims · 8 setups

  Has reproduction · 54

  Single-cell transcriptomic analysis of EPCAM+Lin- epithelial cells identified unique gene signatures/markers that distinguish ER+, HER2+, ER+HER2+, and TNBC molecular subtypes

  breast epcam+cd45-cd8a-cd4-cd19-cd3e cancer identified single-cell differential crispr-cas9

• Spatiotemporal dynamics of spermatogenesis: insights from high-resolution spatial transcriptomics and pseudotime trajectories in mouse testes.

  PMID 41602862 · PMC12832764 · Frontiers in reproductive health · 2025 · 8 claims · 7 setups

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  Salus-STS (1 μm resolution) combined with the Salus Cellbins Algorithm enables accurate subcellular segmentation of individual testicular cells in dense tissue

  testicular testis seminiferous top high-resolution integration pseudotime

• OptiSyn: an interpretable, multi-omics-driven graph convolutional network framework for synergy-oriented drug combination design in disease treatment.

  PMID 41877167 · PMC13011277 · Chinese medicine · 2026 · 8 claims · 8 setups

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  Eight AS-associated hub genes were identified through integration of multi-omics datasets (DEG analysis, WGCNA, scRNA-seq, Mendelian randomization, PPI module analysis)

  gtex as-associated tcm representative differential weighted single-cell

• Glioblastoma invasion into different organoid hosts reveals cell-intrinsic and proliferative migratory programs.

  PMID 41959666 · PMC13059114 · iScience · 2026 · 8 claims · 8 setups

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  GB cells invade both neural and endodermal organoid hosts (lineage-independent), whereas non-malignant neural progenitor cells show markedly reduced infiltration

  gbm1 gfp-gbm1 facs-sorted post-invasion image-based immunofluorescence single-cell

• Ion-Channel-Mediated Drug Repurposing Opportunities Validated by Single-Cell Perturbation in Colorectal Cancer.

  PMID 42074061 · PMC13116841 · International journal of molecular sciences · 2026 · 8 claims · 6 setups

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  WGCNA on CRC transcriptomes identified 100 hub genes spanning three functional programs: ribosomal biogenesis, RNA processing, and immune

  crc independent hct116 bulk protein-protein vgae-based