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).

• Spatial multi-omics identifies a NOTCH3-mediated capillary-mCAF crosstalk driving immune exclusion in hepatocellular carcinoma.

  PMID 42099451 · PMC13147954 · iMeta · 2026 · 8 claims · 8 setups

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  A high-resolution spatial multi-omics atlas of HCC (CosMx transcriptomics + GeoMx proteomics + pan-cancer scRNA-seq of CAFs under ICB) reveals coordinated cellular topography of the tumor microenvironment

  hcc cafs independent spontaneous spatial pan-cancer multiplex

• GAMMI: graph-guided contrastive and adversarial integration of single-cell and spatial multi-omics data.

  PMID 42108634 · PMC13158126 · Briefings in bioinformatics · 2026 · 6 claims · 5 setups

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  GAMMI consistently outperforms state-of-the-art integration methods (GLUE, Harmony, MIDAS, scMoMaT) in biological conservation and batch correction across five mosaic single-cell multi-omics benchmarks

  pbmc postmortem gse138852 gammi-derived multi-omics scrna-seq differential

• Keratin 5 marks cancer-propagating cells sustained by an osteopontin-producing niche in high-grade serous ovarian carcinoma.

  PMID 42111394 · PMC13155427 · Cancer heterogeneity and plasticity · 2026 · 8 claims · 8 setups

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  KRT5+ cells represent bona fide cancer-propagating cells (CPCs) in HGSC

  hgsc skov3 facs-sorted nod immunohistochemistry lentiviral organoid

• Nitric oxide and redox regulation in the liver: part II. Redox biology in pathologic hepatocytes and implications for intervention.

  PMID 20400112 · PMC2907433 · The Journal of surgical research · 2011 · 8 claims · 8 setups

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  ROS/RNS generated during hepatic ischemia/reperfusion cause cellular damage via mitochondrial dysfunction, ATP depletion, ion disturbances, and membrane/lysosomal disruption

  inos enos enos-overexpressing orthotopic genetic transgenic clinical

• iS2C2: a cointelligent platform for mechanistic discovery of disease cellular crosstalk.

  PMID 42108258 · PMC13158306 · Signal transduction and targeted therapy · 2026 · 8 claims · 5 setups

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  iS2C2 integrates the S2C2 cell-cell communication algorithm with LLMs to generate biologically interpretable hypotheses from scRNA-seq and spatial transcriptomics data

  single-cell algorithm domain scrna-seq single-cell perturbation llm-based

• Predicting enhancer-gene links from single-cell multi-omics data by integrating prior Hi-C information.

  PMID 42100854 · PMC13229940 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  SCEG-HiC, a weighted graphical lasso (wglasso) method, predicts enhancer-gene links from single-cell multi-omics data by integrating bulk average Hi-C as a prior penalty matrix

  specified covid-19 scatac scatac-seq bulk

• Public Omics Explorer (POE): Enabling integrative semantic search across GEO omics datasets based on PubMed publications.

  PMID 41282419 · PMC12636342 · Computational and structural biotechnology journal · 2025 · 7 claims · 3 setups

  Has reproduction · 83

  POE performs literature-informed dataset retrieval by semantically linking GEO datasets and ENA records through associated PubMed publications

  geo pubmed-linked sbiobert comparative manual faiss

• Bioinformatic Analysis of Differentially Expressed Long Non-Coding RNAs in Skeletal Muscle Following Aerobic and Resistance Exercise.

  PMID 41595529 · PMC12840796 · Genes · 2026 · 8 claims · 3 setups

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  Distinct lncRNA expression profiles exist in skeletal muscle between acute AE and RE, suggesting modality-specific lncRNA roles in exercise adaptation.

  skeletal aggregated bulk database

• Agent-based modeling of cellular dynamics in adoptive cell therapy.

  PMID 41673469 · PMC13004971 · Communications biology · 2026 · 7 claims · 7 setups

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  ABMACT, an agent-based model of adoptive cell therapy, recapitulated cellular dynamics in two cancer preclinical models (lymphoma and glioblastoma mouse models).

  xenograft il-15-armored cord shanley scrna-seq autonomous rechallenge

• PDLIM2 repression: a common mechanism in viral lung infection.

  PMID 41904702 · PMC13168810 · ImmunoHorizons · 2026 · 8 claims · 7 setups

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  PDLIM2 expression is repressed in blood leukocytes, BAL cells, and lung tissue of patients infected with influenza or SARS-CoV-2 compared to uninfected controls

  peripheral blood bal influenza gene bulk single-cell

• The TIGR Gene Indices: clustering and assembling EST and known genes and integration with eukaryotic genomes.

  PMID 15608288 · PMC540018 · Nucleic acids research · 2005 · 8 claims · 8 setups

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  The TIGR Gene Indices (TGI) are a collection of 77 species-specific databases that cluster and assemble EST and known gene sequences into tentative consensus (TC) sequences to identify and characterize expressed transcripts.

  est clustered sequences sequence est sequence orf

• Optimized mixed Markov models for motif identification.

  PMID 16749929 · PMC1534070 · BMC bioinformatics · 2006 · 8 claims · 4 setups

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  OMiMa can incorporate more than NNSplice's pairwise dependencies

  simulated regulatory splice biological motif pairwise

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• PDGFRA defines the mesenchymal stem cell Kaposi's sarcoma progenitors by enabling KSHV oncogenesis in an angiogenic environment.

  PMID 31881074 · PMC6980685 · PLoS pathogens · 2019 · 8 claims · 8 setups

  Has reproduction · 85

  Pα(+)S (PDGFRA-positive/SCA-1-positive) bone marrow-derived MSCs are KS spindle-cell progenitors

  bone k-pα nude flow viral immunofluorescence

• Data-driven projections of candidate enhancer-activating SNPs in immune regulation.

  PMID 40011812 · PMC11863423 · BMC genomics · 2025 · 7 claims · 7 setups

  Has reproduction · 57

  A data-driven computational protocol combining motif scanning, open-chromatin filtering, gene proximity, dbSNP validation, spacing, and cross-species conservation can prioritize SNPs likely to create functional GAS motifs.

  genome pbmc lung il4-stimulated motif chip-seq bulk

• Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.

  PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 50

  A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.

  pre-treatment combined larc 186-gene differential machine molecular

• PowerBacGWAS: a computational pipeline to perform power calculations for bacterial genome-wide association studies.

  PMID 35338232 · PMC8956664 · Communications biology · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  Two computational approaches (sub-sampling and phenotype-simulation) can be implemented to perform power calculations for bacterial GWAS using existing genome collections, packaged as the PowerBacGWAS pipeline

  enterococcus klebsiella mycobacterium faecium pan-genome burden variant

• Enthoprotin: a novel clathrin-associated protein identified through subcellular proteomics.

  PMID 12213833 · PMC2173151 · The Journal of cell biology · 2002 · 8 claims · 8 setups

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  Subcellular proteomics of purified CCVs identifies enthoprotin (encoded by KIAA0171), a novel ENTH domain-containing protein not previously detected at the protein level.

  brain cos-7 hek-293 clathrin subcellular western ccv

• Paired-end mapping reveals extensive structural variation in the human genome.

  PMID 17901297 · PMC2674581 · Science (New York, N.Y.) · 2007 · 8 claims · 8 setups

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  Paired-end mapping (PEM) combining 3-kb fragment paired-end capture, massive 454 sequencing, and computational mapping detects SVs ~3 kb or larger with an average breakpoint resolution of 644 bp

  genomic na15510 stretched reference paired-end pcr array

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative