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).

• 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 Random Forest models built from meta-analyzed blood gene expression data can predict infection state (bacterial/viral/none) with high accuracy, correctly classifying 93% of bacterial and 89% of viral samples in the best model.

  blood merged affymetrix-trained microarray random gene

• The VIZIER project: preparedness against pathogenic RNA viruses.

  PMID 18083241 · PMC7114271 · Antiviral research · 2008 · 8 claims · 6 setups

  Full-text index only

  Almost all newly emerging human pathogenic viruses are RNA viruses, largely because their error-prone RNA-dependent RNA polymerases and zoonotic reservoirs allow rapid adaptation to new hosts.

  viruses virus coli soluble large-scale bioinformatic recombinant

• 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

• Dynamics of gut bacteriophage in diversity outbred mice studied over lifespan and during extreme caloric restriction.

  PMID 41772715 · PMC12983593 · Microbiome · 2026 · 8 claims · 8 setups

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  Quiescent prophages dominate gut viral metagenomes, consistent with 'piggyback-the-winner' dynamics

  fecal metagenomic custom subset shotgun viral kraken2-based

• 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 · 7 setups

  Has reproduction · 100

  A network-based meta-analysis of 27 discovery cohorts identified a common 45-gene signature specific to active TB disease across studies.

  blood aggregated 45-gene independent bulk network-based gene

• 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

• Genome microevolution of chikungunya viruses causing the Indian Ocean outbreak.

  PMID 16700631 · PMC1463904 · PLoS medicine · 2006 · 8 claims · 6 setups

  Full-text index only

  The Indian Ocean outbreak was initiated by a strain related to East African CHIKV isolates, which subsequently evolved via a traceable microevolution history

  chikv partial pseudoscutellaris mosquito nucleotide phylogenetic focus