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 transcriptomics reveals heterogeneous neutrophil populations and diagnostic biomarkers in atherosclerosis.

  PMID 41847341 · PMC12989409 · Frontiers in physiology · 2026 · 8 claims · 8 setups

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  Integration of scRNA-seq data from six human carotid samples identified 16 distinct cell subtypes after batch effect correction with Harmony

  carotid neutrophil bulk c57bl scrna-seq hdwgcna lasso

• Integrative transcriptomics and single-cell transcriptomics analyses reveal potential biomarkers and mechanisms of action in papillary thyroid carcinoma.

  PMID 40520228 · PMC12162626 · Frontiers in genetics · 2025 · 8 claims · 8 setups

  Has reproduction · 49

  ENTPD1, SERPINA1, and TACSTD2 are potential transcriptomic biomarkers for PTC

  ptc degs key bulk kegg weighted

• Annotation-free prediction of immunotherapy response in melanoma using single-cell transcriptomic data.

  PMID 41758825 · PMC12948085 · PloS one · 2026 · 8 claims · 6 setups

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  AI-based predictive models built on unannotated scRNA-seq data (cell-by-gene expression matrices) can classify melanoma patients as ICI responders vs. non-responders

  cd45+ scrna-seq independent scrna-seq single-gene-level pathway-level

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised

• scDock: streamlining drug discovery targeting cell-cell communication via scRNA-seq analysis and molecular docking.

  PMID 41769845 · PMC12996892 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  scDock is an integrated pipeline connecting scRNA-seq processing, cell-cell communication inference, and molecular docking-based drug discovery through a single configuration file

  diabetic kidney ppia glimepiride-ppia scrna-seq cell-cell type

• Toward a Consensus in the Repertoire of Hemocytes Identified in Drosophila.

  PMID 33748138 · PMC7969988 · Frontiers in cell and developmental biology · 2021 · 8 claims · 8 setups

  Has reproduction · 74

  Comparative analysis of three scRNAseq studies identifies eight common, robust hemocyte subgroups associated with distinct functions (proliferation, immune response, phagocytosis, secretion)

  wandering feeding stage type single scenic immunolabeling

• CellPredX, a computational framework for cross-data type, cross-sample, and cross-protocol cell type annotation through domain adaptation and deep metric learning.

  PMID 41481570 · PMC12758788 · PLoS computational biology · 2026 · 8 claims · 7 setups

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  CellPredX is a unified semi-supervised framework integrating domain adaptation and deep metric learning to align heterogeneous embeddings for cross-modality cell type annotation.

  pbmc fetal pancreas gse149683 matched unmatched cross-protocol

• Reducing language barriers, promoting information absorption, and communication using fanyi.

  PMID 39039634 · PMC11332769 · Chinese medical journal · 2024 · 7 claims · 3 setups

  Has reproduction · 67

  The fanyi R package retrieves gene information from NCBI and translates it into multiple languages using AI-driven online translation services

  pbmcs airway gene single-cell bulk functional

• Cell fixation and preservation for droplet-based single-cell transcriptomics.

  PMID 28526029 · PMC5438562 · BMC biology · 2017 · 7 claims · 8 setups

  Has reproduction · 91

  Methanol fixation stabilizes and preserves dissociated cells for weeks without compromising single-cell RNA-seq data quality

  hek293 dissociated facs-sorted hek drop-seq bulk trizol

• A latent activated olfactory stem cell state revealed by single-cell transcriptomic and epigenomic profiling.

  PMID 41512864 · PMC12903091 · Stem cell reports · 2026 · 7 claims · 8 setups

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  HBC-derived regeneration proceeds via three distinct lineages (rHBC, Sus, mOSN) marked by sequential, lineage-specific transcription factor (TF) expression cascades.

  lineage-traced hbcs* icam1+ scrna-seq trajectory-based seurat

• 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

• Comprehensive analysis of metastatic gastric cancer tumour cells using single-cell RNA-seq.

  PMID 33441952 · PMC7806779 · Scientific reports · 2021 · 8 claims · 6 setups

  Has reproduction · 47

  Carcinoma cell profiles are distinct for each patient, while diverse microenvironmental (nonmalignant) subsets are shared across different patients.

  tumour single differentially seurat-identified single-cell differential gene

• TE-SCALE: a comprehensive database for exploring transposable element expression across human cancers at single-cell resolution.

  PMID 41296555 · PMC12807651 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  TE-SCALE is a comprehensive single-cell database integrating TE expression across 20 human cancer types and 12 tissue origins

  tumor quality-controlled scrna-seq metacells scrna-seq subfamily automated

• scComm: a contrastive learning framework for deciphering cell-cell communications at single-cell resolution.

  PMID 41877186 · PMC13134144 · Genome biology · 2026 · 8 claims · 7 setups

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  scComm infers cell-cell communications at single-cell resolution using a data-adaptive L-R weighting module and supervised contrastive learning (SupCon loss) to distinguish significant CCC events from background noise

  simulated spatial liver single-cell simulated spatial scrna-seq

• Differential cell signaling testing for cell-cell communication inference from single-cell data by dominoSignal.

  PMID 41746282 · PMC12998610 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  dominoSignal extends the Domino algorithm to enable statistical testing of differential cell-cell signaling between experimental conditions.

  single-cell simulated pdac per-sample single-cell simulation cell-cell

• Systematic evaluation of single-cell multimodal data integration enhances cell type resolution and discovery of clinically relevant states in complex tissues.

  PMID 41821037 · PMC12983708 · Genome biology · 2026 · 8 claims · 8 setups

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  Horizontal integration of scRNA-seq and snRNA-seq improves cell-type identification

  renal kidney pbmc heart scrna-seq snrna-seq snatac-seq

• Smoking-induced dysregulation of transposable elements in the small airway epithelium.

  PMID 41845375 · PMC13107634 · Respiratory research · 2026 · 8 claims · 6 setups

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  Cigarette smoking dysregulates TE expression in the SAE, with 191 upregulated and 111 downregulated TE compared to nonsmokers

  sae hsabci-ns1.1 bulk single-cell te-gene

• Multi-Omic Profiling of T Cell-Mediated Rejection After Kidney Transplantation Reveals B Cell Receptor Repertoire Expansion and Its Prognostic Relevance.

  PMID 41467897 · PMC12752722 · FASEB journal : official publication of the Federation of American Societies for Experimental Biology · 2026 · 8 claims · 8 setups

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  The BCR repertoire, particularly the IgG isotype, is significantly expanded in TCMR compared to stable renal function (STA) across independent renal transplant cohorts

  kidney healthy lp-1 bcr bulk triple

• Innate antiviral and immune functions associated with the HIV reservoir decay after anti-PD-1 therapy.

  PMID 41680482 · PMC12920136 · Nature medicine · 2026 · 7 claims · 7 setups

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  Anti-PD-1 therapy triggers a rapid (within 24 hours) systemic cascade of increased IFN/antiviral, monocyte, and CD8+ T cell effector transcriptomic modules alongside decreased plasma TGFβ.

  pbmcs plasma pbmc publicly bulk plasma integrated

• Identification and validation of lymphangiogenesis-related genes for predicting acute myeloid leukemia prognosis: insights from bulk RNA sequencing and single-cell RNA sequencing analyses.

  PMID 41772327 · PMC12979290 · Clinical and experimental medicine · 2026 · 7 claims · 8 setups

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  A 6-LYMRG risk model (ANGPT1, HGF, MAPK8, PCNA, TBL1XR1, TLR4) is the optimal prognostic signature for AML

  gse142698 tcga-laml tcga-laml1 gse116256 differential univariate kaplan-meier