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).

• Sequence variation in G-protein-coupled receptors: analysis of single nucleotide polymorphisms.

  PMID 15784611 · PMC1069129 · Nucleic acids research · 2005 · 7 claims · 8 setups

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  Position-specific phylogenetic features describing evolutionary conservation at a site (e.g. SIFT score, normalized site entropy, residue frequency change) are the best individual discriminators of disease-causing versus neutral GPCR mutations.

  dbsnp gpcr transmembrane sequence six-frame sift logistic

• 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

• Integrating transcriptomic datasets across neurological disease identifies unique myeloid subpopulations driving disease-specific signatures.

  PMID 36527260 · PMC10952672 · Glia · 2023 · 6 claims · 3 setups

  Has reproduction · 26

  The bulk microglial and monocyte transcriptomic program is highly contingent on the disease environment, challenging the notion of a universal microglial disease signature

  acutely microglia c57bl meta-analysis integration spectral

• 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

• Detecting tipping points of complex diseases by network information entropy.

  PMID 38960408 · PMC11221888 · Briefings in bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 78

  NIEE can detect critical states or tipping points in diverse data types, including bulk and single-sample expression data

  real stringdb individual genes network background sample-specific

• Machine learning-based DNA microarray analysis for disease detection using the MICRO-AI framework.

  PMID 41925147 · PMC13051084 · Science progress · 2026 · 8 claims · 1 setups

  Has reproduction · 22

  MICRO-AI's attention-weighted feature fusion reduces dimensionality by over 99% (from ~20,000 to ~127 genes) without loss of biological significance

  breast microarray

• Functional annotation and identification of candidate disease genes by computational analysis of normal tissue gene expression data.

  PMID 18560577 · PMC2409962 · PloS one · 2008 · 7 claims · 5 setups

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  Ranked Coexpression Groups (RCG) built from k=6 nearest coexpressed genes, combined with a majority-rule functional characterization, integrate multiple datasets/coexpression measures to generate high-confidence functional annotation predictions

  normal genome-wide same omim microarray sage computational

• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

  amyotrophic breast coronavirus st-elevation rna-seq comparative

• The identification of a Distinct Astrocyte Subtype that Diminishes in Alzheimer's Disease.

  PMID 38502590 · PMC11567244 · Aging and disease · 2024 · 7 claims · 7 setups

  Has reproduction · 57

  A distinct astrocyte subpopulation marked by low GFAP, AQP4+, and CD63+ expression exists in normal brain and is functionally enriched for Aβ clearance and tau protein binding

  hippocampus prefrontal astrocyte frontal single-nuclei gene cell-cell

• Lipopolysaccharide distinctively alters human microglia transcriptomes to resemble microglia from Alzheimer's disease mouse models.

  PMID 36254682 · PMC9612871 · Disease models & mechanisms · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  iPSC-microglia show a shared core transcriptional response to ATPγS and to LPS+IFN-γ, suggesting a convergent mechanism of action

  ipsc-derived products microglia post-mortem single-cell ca2+ protein-protein

• Integrative transcriptome-wide association analyses reveal PRKCG-linked GABAergic dysfunction in Fragile X-associated tremor/ataxia syndrome.

  PMID 41507195 · PMC12881518 · Nature communications · 2026 · 8 claims · 8 setups

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  A multi-omics strategy combined with TWAS reveals brain-region-specific molecular signatures and striking gene dysregulation concentrated in inhibitory neurons in an FXTAS mouse model.

  brain prefrontal pfc gabaergic bulk single-nuclei immunofluorescent

• MUUMI: an R package for statistical and network-based meta-analysis for multi-omics data integration.

  PMID 41634555 · PMC12955011 · BMC bioinformatics · 2026 · 8 claims · 5 setups

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  MUUMI unifies statistical meta-analysis and network-based omics data integration within a single analytical R package framework

  lung integrated ranked thp-1 sequencing microarray statistical

• Macrophages on the run: Exercise balances macrophage polarization for improved health.

  PMID 39476967 · PMC11585839 · Molecular metabolism · 2024 · 8 claims · 7 setups

  Has reproduction · 81

  Immediate/acute exercise triggers an M1 (pro-inflammatory) macrophage polarization surge.

  gene affymetrix pooled muscle meta-analysis stepminer gene

• PulmonDB: a curated lung disease gene expression database.

  PMID 31949184 · PMC6965635 · Scientific reports · 2020 · 7 claims · 6 setups

  Has reproduction · 53

  PulmonDB is a curated, web-based relational database (plus R package) integrating microarray and RNA-seq gene expression data with controlled-vocabulary annotation for COPD and IPF.

  lung rna-seq curated gene differential

• POCUS: mining genomic sequence annotation to predict disease genes.

  PMID 14611661 · PMC329128 · Genome biology · 2003 · 8 claims · 6 setups

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  Genes predisposing to the same disease tend to share functional annotation IDs (GO/InterPro) more than expected by chance

  omim genome disease comparative pocus expression-id

• TEDD: a comprehensive database for translation efficiency dynamics.

  PMID 41217970 · PMC12807600 · Nucleic acids research · 2026 · 8 claims · 4 setups

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  TEDD integrates 1518 RNA-seq, Ribo-seq, and RNC-seq samples from 143 human projects (279 datasets) spanning 24 tissues/cell types, 74 cell lines, and 52 conditions.

  tissues reference rna-seq ribo-seq rnc-seq

• Developing a comprehensive database and search tool for single-cell ATAC-seq data.

  PMID 41545440 · PMC12816011 · Scientific reports · 2026 · 5 claims · 6 setups

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  scATAC.Explorer is a curated database containing 39 publicly available scATAC-seq datasets in a consistent format

  hematopoietic drosophila cancer scatac-seq sci-atac-seq sci-car

• 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

• Aurkb deficiency disrupts microglial development, homeostasis and hinders remyelination following cuprizone-induced demyelination.

  PMID 41704758 · PMC12907124 · iScience · 2026 · 8 claims · 8 setups

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  Aurkb is upregulated in a subset of fetal/neonatal microglia and in microglia following CPZ-induced demyelination and in MS patient microglia

  microglia brain neonatal corpus scrna-seq western immunofluorescence

• 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