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).

• Indigenous gut microbes modulate neural cell state and neurodegenerative disease susceptibility.

  PMID 41638211 · PMC13091097 · Cell systems · 2026 · 8 claims · 7 setups

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  A complex, intact gut microbiome is necessary for the steady-state transcriptional landscape of all major brain-resident cell types, with myelinating oligodendrocytes and immune cells showing the largest microbiome-dependent transcriptional response.

  hippocampus cd11b+ intestinal brain single-nucleus bulk multiplex

• Agonal cell resuscitation strategy to promote tissue repair.

  PMID 41965918 · PMC13246746 · Nature communications · 2026 · 8 claims · 8 setups

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  Agonal cells upregulate endocytosis and SNARE-mediated vesicular transport machinery and phosphatidylserine receptor (PSR) genes, enhancing uptake of extracellular vesicles (EVs)

  ripk3-oe six wound hmlkl bulk single-cell flow

• SpaNiche: spatial niche analysis to explore colocalization patterns and cellular interactions in spatial transcriptomics data.

  PMID 42015285 · PMC13231777 · Genome biology · 2026 · 8 claims · 6 setups

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  SpaNiche integrates smoothed cell-type abundance and ligand-receptor expression matrices via graph-regularized joint NMF, across multiple spatial views, to identify colocalization patterns

  lymph colorectal prostate cerebral simulated spatial scrna-seq

• Aligned cross-modal integration and regulatory heterogeneity characterization of single-cell multiomic data with deep contrastive learning.

  PMID 41588477 · PMC12833949 · Genome medicine · 2026 · 8 claims · 4 setups

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  scMDCF outperforms existing state-of-the-art scMulti-omics integration and clustering models across various types of scMulti-omics datasets, including robustness against batch effects

  single immune dorsolateral cite-seq scrna-atac-seq snmulti-omics

• The process chain for peptidomic biomarker discovery.

  PMID 16410650 · PMC3850862 · Disease markers · 2006 · 8 claims · 3 setups

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  Peptidomics (comprehensive analysis of peptides and small proteins <20 kDa) fills a methodological gap left by standard proteomics, which mainly addresses proteins in the ~10-200 kDa range.

  general body patients 2d-gel peptidomics peptidomic

• Robust characterization and interpretation of rare pathogenic cell populations from spatial omics using GARDEN.

  PMID 41547856 · PMC12917120 · Nature communications · 2026 · 8 claims · 8 setups

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  GARDEN identifies and characterizes rare pathogenic cell populations/regions in spatial omics by embedding graph-based dynamic attention into a spatially-aware graph fusion contrastive model

  breast anterior brain olfactory 10x starmap slide-seqv2

• Crunching the bio-numbers.

  PMID 14664241 · PMC1316909 · Environmental health perspectives · 2003 · 8 claims · 6 setups

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  The eTag Assay System rapidly identifies genes and related proteins without complex sample preparation or follow-up bioinformatics, unlike microarrays

  blood model brain lung etag sirna addl

• UBD: incorporating uncertainty in cell type proportion estimates from bulk samples to infer cell-type-specific profiles.

  PMID 41520227 · PMC12895075 · Briefings in bioinformatics · 2026 · 7 claims · 4 setups

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  Existing CTS deconvolution methods (e.g., CIBERSORTx, TCA, bMIND, CellDMC, HBI) require cell type proportions that are in practice only estimated, not known, introducing unaccounted uncertainty into CTS inference.

  simulated rosmap onek1k bulk simulation-based cell-type-specific type

• ResnetAge: A Resnet-Based DNA Methylation Age Prediction Method.

  PMID 38247911 · PMC10813502 · Bioengineering (Basel, Switzerland) · 2023 · 8 claims · 4 setups

  Has reproduction · 75

  ResnetAge, a ResNet-based neural network using 22,278 shared Illumina 27K/450K CpG sites, predicts DNA methylation age from beta values.

  shared independent methylation resnet comparative

• Computational disease gene identification: a concert of methods prioritizes type 2 diabetes and obesity candidate genes.

  PMID 16757574 · PMC1475747 · Nucleic acids research · 2006 · 6 claims · 8 setups

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  Applying seven independent computational disease-gene prioritization methods in concert to 9556 positional candidate genes identifies a prioritized set of likely T2D and obesity candidate genes

  pubmed genes same randomly geneseeker evoc disease

• Nutrigenomics: the genome--food interface.

  PMID 18087577 · PMC2137135 · Environmental health perspectives · 2007 · 8 claims · 8 setups

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  Nutrigenomics integrates genomic science with nutrition to study how dietary components affect gene expression, the proteome, and the metabolome.

  general humans lymphocytes healthy snp controlled micronucleus

• Function2Gene: a gene selection tool to increase the power of genetic association studies by utilizing public databases and expert knowledge.

  PMID 18631403 · PMC2500032 · BMC bioinformatics · 2008 · 6 claims · 5 setups

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  Function2Gene is a set of Perl programs that queries public databases (NCBI, GeneCards, Harvester, with Uniprot/Ensembl also supported) using expert-selected keywords to rank genes by prior probability of disease association.

  gene nuclear sle tdt keyword-based snp transmission

• Commonality of functional annotation: a method for prioritization of candidate genes from genome-wide linkage studies.

  PMID 18263617 · PMC2275105 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  Genes correlated with a common complex trait are more likely to share GO functional annotations than genes not correlated with that trait

  genes candidate simulated alzheimer's genome-wide term null-hypothesis

• MIRit: an integrative R framework for the identification of impaired miRNA-mRNA regulatory networks in complex diseases.

  PMID 41800385 · PMC12961272 · Bioinformatics advances · 2026 · 8 claims · 5 setups

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  MIRit is a comprehensive, open-source R/Bioconductor framework for integrative miRNA–mRNA analysis that supports both paired and unpaired datasets using statistically appropriate methods.

  myocardial ccrcc brodmann synthetic mirna-seq microarray small

• Human neuronal differentiation under Aβ exposure: a single-cell transcriptomic and epigenomic dataset.

  PMID 41807428 · PMC13103403 · Scientific data · 2026 · 8 claims · 4 setups

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  A paired scRNA-seq and scATAC-seq dataset was generated from NPCs differentiated over Days 0, 7, 13, and 20 under baseline and Aβ 1-42 exposure conditions

  hipsc-derived hippocampal scrna-seq scatac-seq flow

• scTWAS: a powerful statistical framework for single-cell transcriptome-wide association studies.

  PMID 41820391 · PMC13121454 · Nature communications · 2026 · 8 claims · 5 setups

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  scTWAS uses a latent-variable expression-measurement model combined with a moment-based regression to more accurately estimate genetic regulation of gene expression from single-cell data, improving GReX prediction across cell types and datasets

  onek1k-derived onek1k-based immune brain simulated two-sample stage

• Shared genetic and neuroimmune architecture links type 1 diabetes with neurocognitive traits.

  PMID 41826324 · PMC13139607 · Nature communications · 2026 · 8 claims · 8 setups

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  T1D GWAS heritability is enriched in accessible chromatin of brain-resident cells, most notably microglia, across neurodevelopment into adulthood

  cortex single-nucleus gwas gtex stratified scavenge s-ldsc

• Cell neighborhood topology directs rare cell population identification.

  PMID 41912521 · PMC13199379 · Nature communications · 2026 · 8 claims · 8 setups

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  RareQ is a framework that quantifies neighborhood connectivity (Q), a cell-specific measure of kNN-graph cliquishness, to detect rare cell populations from single-cell and spatial omics data

  downsampled pbmc brain simulated scrna-seq cite-seq single-cell

• 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

• [Research progress in SELDI-TOF MS and its clinical applications].

  PMID 17168305 · PMC7148935 · Sheng wu gong cheng xue bao = Chinese journal of biotechnology · 2006 · 4 claims · 4 setups

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  Proteinchip profiling based on SELDI-TOF MS is a powerful and innovative proteomic technology for biomarker discovery and diagnostic/prognostic assay development.

  malignancies infectious neurological diabetic seldi-tof