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).

• Metagenomic analysis of human diarrhea: viral detection and discovery.

  PMID 18398449 · PMC2290972 · PLoS pathogens · 2008 · 8 claims · 7 setups

  Full-text index only

  Micro-mass sequencing (minimal stool input, minimal purification, ~384 reads/sample) can detect known enteric viruses in diarrhea specimens

  stool divergent extract preparations sequence-independent maximum enzyme

• Distinct sympathetic projections to brown fat regulate thermogenesis and glucose tolerance.

  PMID 41559445 · PMC12945688 · Nature metabolism · 2026 · 8 claims · 8 setups

  Has reproduction · 85

  Distinct sympathetic neuron subpopulations in the stellate ganglion (SG) innervating iBAT parenchyma versus its vasculature mediate separable functions of the depot.

  th-cre awake ibat plasma retrograde chemogenetic indirect

• Metagenomic analysis of respiratory tract DNA viral communities in cystic fibrosis and non-cystic fibrosis individuals.

  PMID 19816605 · PMC2756586 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  CF phage communities are highly similar to each other, whereas Non-CF individuals have more distinct, variable phage communities reflecting transient environmental sampling

  sputum phage metagenomes inferred metagenomic functional diversity

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• Gene signature discovery and systematic validation across diverse clinical cohorts for TB prognosis and response to treatment.

  PMID 37471455 · PMC10393163 · PLoS computational biology · 2023 · 8 claims · 8 setups

  Has reproduction · 100

  A network-based meta-analysis across studies identifies a common 45-gene signature specific to active TB disease that accounts for cohort/population heterogeneity

  n×m common independent viral blood gene random

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome

• DNA sequencing: bench to bedside and beyond.

  PMID 17855400 · PMC2094077 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  DNA sequencing methods derived from Sanger's 1977 dideoxy method have dominated sequencing for 30 years despite being only incrementally refined.

  bacteriophage double-stranded single-stranded cloned plus maxam-gilbert dideoxy

• Base editing in human cells with monomeric DddA-TALE fusion deaminases.

  PMID 35821233 · PMC9276701 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 95

  mDdCBEs built from non-toxic full-length DddA_tox variants enable mitochondrial DNA base editing with efficiencies of up to 50% upon transient expression in human cells

  hek293t nih3t3 targeted clonal aav2