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).

• RiboTaxa: combined approaches for rRNA genes taxonomic resolution down to the species level from metagenomics data revealing novelties.

  PMID 36159175 · PMC9492272 · NAR genomics and bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 66

  RiboTaxa, combining BBTools, FastQC, SortMeRNA, MetaRib, EMIRGE, VSEARCH, BBMap and QIIME 2's Sklearn classifier, was built as a pipeline for SSU rRNA-based taxonomic profiling of metagenomics data.

  microbial reconstructed synthetic real shotgun ssu full-length

• MiGPC: a comprehensive catalog of enzybiotics from environmental metagenomes.

  PMID 41888223 · PMC13172421 · Scientific reports · 2026 · 8 claims · 8 setups

  Has reproduction · 24

  MiGPC is the first genome-resolved metagenomic gene and protein catalog specifically targeted to enzybiotics

  environmental quality-filtered assembled predicted metagenomic metagenome gene

• binny: an automated binning algorithm to recover high-quality genomes from complex metagenomic datasets.

  PMID 36239393 · PMC9677464 · Briefings in bioinformatics · 2022 · 8 claims · 8 setups

  Has reproduction · 67

  binny outperforms or is highly competitive with commonly used and state-of-the-art binning methods (MetaBAT2, MaxBin2, CONCOCT, VAMB, SemiBin, MetaDecoder)

  cami real-world metagenomic binned genome binning mag

• metaGEM: reconstruction of genome scale metabolic models directly from metagenomes.

  PMID 34614189 · PMC8643649 · Nucleic acids research · 2021 · 8 claims · 8 setups

  Has reproduction · 64

  metaGEM enables end-to-end reconstruction of FBA-ready GEMs directly from metagenomes without relying on reference genomes

  metagenomic prokaryotic reconstructed gut mag genome-scale gem

• nf-core/mag: a best-practice pipeline for metagenome hybrid assembly and binning.

  PMID 35118380 · PMC8808542 · NAR genomics and bioinformatics · 2022 · 8 claims · 7 setups

  Has reproduction · 100

  nf-core/mag is a Nextflow/nf-core pipeline for hybrid metagenome assembly, binning and taxonomic classification of MAGs.

  simulated assembled mags raw metagenomic novo genome

• Comparative Genomics Provides Insight into the Function of Broad-Host Range Sponge Symbionts.

  PMID 34519538 · PMC8546597 · mBio · 2021 · 8 claims · 8 setups

  Has reproduction · 90

  Eleven new genomes were added to the Tethybacterales order and a novel family (Polydorabacteraceae) was identified

  tsitsikamma tethybacterales putative bin genome 16s multi-locus

• LMAS: evaluating metagenomic short de novo assembly methods through defined communities.

  PMID 36576131 · PMC9795473 · GigaScience · 2022 · 8 claims · 5 setups

  Has reproduction · 86

  LMAS (Last Metagenomic Assembler Standing) is a flexible, Nextflow-based, Docker-containerized automated workflow for benchmarking de novo metagenomic assemblers against defined mock communities, producing an interactive HTML report.

  zymobiomics assembled assembler-generated novo reference-based contig

• What defines a photosynthetic microbial mat in western Antarctica?

  PMID 40043057 · PMC11882083 · PloS one · 2025 · 6 claims · 8 setups

  Has reproduction · 85

  Taxonomic composition of Antarctic microbial mat communities is characterized by similar bacterial groups across regions

  microbial quality-filtered overflowing shotgun taxonomic alpha

• Reconstruction of 2,965 Microbial Genomes from Mangrove Sediments across Guangxi, China.

  PMID 41419779 · PMC12858935 · Scientific data · 2025 · 7 claims · 8 setups

  Has reproduction · 87

  A standardized assembly, binning, and dereplication pipeline was used to reconstruct 2,965 non-redundant MAGs from 38 mangrove sediment samples across six sites in Guangxi

  mangrove sediment quality-filtered bacterial whole-genome physicochemical laser

• Long-read nanopore shotgun metagenomic DNA sequencing for river biodiversity, wildlife, pollution, and environmental health monitoring.

  PMID 42038409 · PMC13107125 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups

  Has reproduction · 78

  Long-read shotgun metagenomic sequencing of eDNA can simultaneously detect and quantify organismal DNA from viruses to mammals in a single assay

  river edna extracted raw edna concentration quantitative

• What the Phage: a scalable workflow for the identification and analysis of phage sequences.

  PMID 36399058 · PMC9673492 · GigaScience · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  WtP combines 11 tools (14 approaches) for phage prediction in a parallel, containerized Nextflow workflow

  assembled illumina phage-predicted predicted multitool metagenome gene

• A computational screen for type I polyketide synthases in metagenomics shotgun data.

  PMID 18953415 · PMC2568958 · PloS one · 2008 · 8 claims · 6 setups

  Full-text index only

  Combining HMM domain searches with maximum-likelihood phylogenetic trees can discriminate true PKS I sequences from evolutionarily related but functionally different enzymes (e.g., FAS I) in metagenomic data.

  predicted hmm-identified reference hmm hmm maximum-likelihood robinson-foulds

• Towards reliable whole genome sequencing for outbreak preparedness and response.

  PMID 35945497 · PMC9361258 · BMC genomics · 2022 · 7 claims · 4 setups

  Has reproduction · 84

  Amplicon-based Nanopore sequencing can rapidly generate whole genome sequences in samples with viral load up to Ct 33.

  culture aligned amplicon-based metagenomic capture-based

• Functional differentiation determines the molecular basis of the symbiotic lifestyle of Ca. Nanohaloarchaeota.

  PMID 36242054 · PMC9563170 · Microbiome · 2022 · 8 claims · 8 setups

  Has reproduction · 99

  Three MAGs from a stratified salt crust represent a novel order, Nucleotidisoterales, within Ca. Nanohaloarchaeota

  stratified salt nanohaloarchaeota reconstructed 16s metagenomic phylogenomic

• 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

• DDBJ dealing with mass data produced by the second generation sequencer.

  PMID 18927114 · PMC2686496 · Nucleic acids research · 2009 · 8 claims · 7 setups

  Full-text index only

  DDBJ collected and released 2,368,110 entries (1,415,106,598 bases) of original DNA sequence data from July 2007 to June 2008.

  plasmodium oryzias gut drosophila solexa wgs metagenomic

• The selection of software and database for metagenomics sequence analysis impacts the outcome of microbial profiling and pathogen detection.

  PMID 37027361 · PMC10081788 · PloS one · 2023 · 7 claims · 7 setups

  Has reproduction · 86

  Obtaining an accurate species-level microbial profile using current direct-read metagenomics profiling software is still a challenging task.

  simulated kidney biological extracted shotgun taxonomic pathogen