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).

• Graph-Based Approaches Significantly Improve the Recovery of Antibiotic Resistance Genes From Complex Metagenomic Datasets.

  PMID 34690959 · PMC8528159 · Frontiers in microbiology · 2021 · 8 claims · 6 setups

  Has reproduction · 75

  GraphAMR, a Nextflow pipeline that aligns AMR profile HMMs (or AA sequences) to metagenomic assembly graphs via PathRacer, then dereplicates and annotates hits, recovers more and more complete AMR genes than contig-based or read-based methods.

  urban soil ncbi profile metagenomic amr

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

  PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups

  Has reproduction · 83

  Macrel introduces a novel set of 22 peptide features (6 local, 16 global), including a new Free Energy Transition (FET) feature group, for AMP and hemolytic activity classification

  curated hemopi-1 xiao peptide random benchmark homology-aware

• SnakeMAGs: a simple, efficient, flexible and scalable workflow to reconstruct prokaryotic genomes from metagenomes.

  PMID 36875992 · PMC9978240 · F1000Research · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  SnakeMAGs is a simple, efficient, flexible and scalable Snakemake workflow that processes Illumina reads from raw data to MAG classification and relative abundance estimation

  publicly bins quality-filtered assembled workflow genome megahit

• Large-scale estimation of bacterial and archaeal DNA prevalence in metagenomes reveals biome-specific patterns.

  PMID 41854267 · PMC13098197 · mSystems · 2026 · 8 claims · 6 setups

  Full-text index only

  SPF scalably and robustly estimates the fraction of bacterial and archaeal reads in a metagenome using detection of prokaryotic single-copy marker genes, without requiring eukaryotic or viral reference genomes

  zymo cami simulated fecal simulated shotgun spf

• TOFU-MAaPO: fast, scalable and reproducible analysis of large metagenome sequence data from the Sequence Read Archive.

  PMID 42277027 · PMC13260335 · Nature communications · 2026 · 8 claims · 5 setups

  Full-text index only

  TOFU-MAaPO yields significantly more high-quality MAGs than metaFun, nf-core/mag, and ATLAS due to integration of multiple complementary binning tools with unified MAGScoT refinement

  gut same uniquely metagenome quality assembly-free

• Water mass specific genes dominate the Southern Ocean microbiome.

  PMID 41803086 · PMC12972064 · Nature communications · 2026 · 8 claims · 8 setups

  Full-text index only

  The Southern Ocean microbial gene catalog is highly original and largely distinct from existing marine gene catalogs

  seawater ace tara polar-specific shotgun comparative agnostos

• Determining the quality and complexity of next-generation sequencing data without a reference genome.

  PMID 25514851 · PMC4298064 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 78

  kPAL, an open-source alignment-free package, assesses sequencing data quality and complexity using k-mer frequency profiles and pairwise distances between them, without a reference sequence.

  rna-seq genome wgs exome k-mer rna-seq read