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).

• AMR-GNN: a multi-representation graph neural network framework to enable genomic antimicrobial resistance prediction.

  PMID 41792137 · PMC13087051 · Nature communications · 2026 · 7 claims · 8 setups

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  AMR-GNN, a graph neural network integrating multiple genomic representations (unitigs, SNPs, FCGR) via low-rank multimodal fusion, improves AMR phenotype prediction in P. aeruginosa compared to single-representation baseline models.

  pseudomonas aeruginosa escherichia coli whole-genome elastic convolutional

• Integrative phenotypic and functional genomic characterization of virulence and antimicrobial resistance in Salmonella enterica isolates from reptiles.

  PMID 42245496 · PMC13230192 · Frontiers in microbiology · 2026 · 8 claims · 6 setups

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  Salmonella culture case positivity rate in reptiles submitted to BADDL (2018-2025) was 16.41%

  reptile salmonella selected wgs bacterial antibiotic whole-genome

• rMAP: the Rapid Microbial Analysis Pipeline for ESKAPE bacterial group whole-genome sequence data.

  PMID 34110280 · PMC8461470 · Microbial genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 50

  rMAP is a pipeline capable of profiling the resistomes of ESKAPE pathogens using Illumina WGS data

  eskape same novo snp phylogenetic

• Shotgun metagenomic analysis of the oral microbiomes of children with noma.

  PMID 41860897 · PMC13029773 · PLoS neglected tropical diseases · 2026 · 8 claims · 6 setups

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  Noma oral microbiomes show marked dysbiosis with significant enrichment of Treponema, Porphyromonas, and Bacteroides, and depletion of Streptococcus and Rothia, compared to healthy controls

  oral saliva noma previously shotgun comparative metagenome

• BaGPipe: an automated, reproducible, and flexible pipeline for bacterial genome-wide association studies.

  PMID 41896736 · PMC13147680 · BMC microbiology · 2026 · 7 claims · 8 setups

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  BaGPipe is an automated, reproducible Nextflow pipeline that integrates pre-processing, Pyseer-based association analysis, and downstream visualisation into a unified bacterial GWAS workflow

  streptococcus staphylococcus aureus pneumoniae bacterial read amr

• Enhanced Bioremediation Potential of Shewanella decolorationis RNA Polymerase Mutants and Evidence for Novel Azo Dye Biodegradation Pathways.

  PMID 35391736 · PMC8981235 · Frontiers in microbiology · 2022 · 8 claims · 8 setups

  Has reproduction · 80

  Unbiased RNAP (rpoB) mutation screening via rifampicin resistance is an effective method to obtain bacterial mutants with enhanced bioremediation activity

  shewanella decolorationis rifampicin pcr minimum

• Rapid identification of microbial pathogens and antimicrobial resistance from bloodstream infections using long-read sequencing.

  PMID 42274466 · PMC13256323 · Microbial genomics · 2026 · 8 claims · 8 setups

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  A novel ONT long-read sequencing laboratory and bioinformatic workflow rapidly identifies bacterial and fungal organisms and AMR determinants from positive blood cultures

  positive matching pure ont long-read short-read maldi-tof

• Prediction of Antimicrobial Resistance in Gram-Negative Bacteria From Whole-Genome Sequencing Data.

  PMID 32528441 · PMC7262952 · Frontiers in microbiology · 2020 · 8 claims · 5 setups

  Has reproduction · 100

  WGS-derived antibiotic resistance gene (ARG) coverage can be used to predict antimicrobial resistance in Gram-negative bacteria via machine learning

  gram-negative in-house args curated shotgun genome phenotypic

• Mining the equine gut metagenome: poorly-characterized taxa associated with cardiovascular fitness in endurance athletes.

  PMID 36192523 · PMC9529974 · Communications biology · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  Built an integrated horse gut microbiome gene catalog (~25 million unique genes) and 372 metagenome-assembled genomes (MAGs) spanning 4179 genera and 95 phyla

  fecal horse dominant plasma shotgun taxonomic functional

• Identification of genes influencing the evolution of Escherichia coli ST372 in dogs and humans.

  PMID 36752777 · PMC9997745 · Microbial genomics · 2023 · 8 claims · 8 setups

  Has reproduction · 89

  Dogs are the dominant host of E. coli ST372, and clusters within the ST372 population structure exhibit distinctive O:H types.

  coli st372 core draft whole-genome core population