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).

• 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

• Transcriptome and machine learning analysis of the impact of COVID-19 on mitochondria and multiorgan damage.

  PMID 38295140 · PMC10830027 · PloS one · 2024 · 6 claims · 7 setups

  Has reproduction · 71

  Potential cardiac, hepatic, and renal impairments in COVID-19 are associated with ACE2, inflammatory cytokine storms, and mitochondrial pathways.

  nasopharyngeal heart leukocytes blood bulk pathway machine

• Genomic signatures of human versus avian influenza A viruses.

  PMID 17073083 · PMC3294750 · Emerging infectious diseases · 2006 · 8 claims · 6 setups

  Full-text index only

  52 validated 'species-associated' amino acid positions distinguish human from avian influenza A viruses

  throat clinical 401-genome avian rt-pcr immunofluorescent sequence

• In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.

  PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 8 setups

  Has reproduction · 89

  SARS-CoV-2 infection induces a strong interferon-driven antiviral response in the nasopharynx, with up-regulation of viral sensors, T cell/NK chemokines, and antiviral effectors

  nasopharyngeal airway patient-matched swab shotgun gsea biological

• Betacoronavirus-specific alternate splicing.

  PMID 35074468 · PMC8782732 · Genomics · 2022 · 8 claims · 8 setups

  Has reproduction · 100

  Genes showing differential alternative splicing in SARS-CoV-2 have a similar functional profile to those in SARS-CoV and MERS, affecting a diverse set of genes and biological functions related to virus biology.

  mrc5 calu-3 nasopharyngeal sars-cov-2-infected bulk clinical term

• Influenza A (H3N2) outbreak, Nepal.

  PMID 16102305 · PMC3320503 · Emerging infectious diseases · 2005 · 7 claims · 6 setups

  Full-text index only

  Nepal H3N2 outbreak isolates show antigenic drift, with ~40% antigenically distinct from the A/Wyoming/3/03 vaccine strain by hemagglutination inhibition

  influenza throat ha1 amino hemagglutination rt-pcr rapid

• Genetic diversity of swine influenza viruses isolated from pigs during 2000 to 2005 in Thailand.

  PMID 19453423 · PMC4941901 · Influenza and other respiratory viruses · 2008 · 8 claims · 6 setups

  Full-text index only

  Phylogenetic analysis revealed nine distinct genotypes among the 12 Thai SIVs examined.

  swine nasal infectious embryonated rt-pcr subtype-specific viral