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).

• MEDUSA: A Pipeline for Sensitive Taxonomic Classification and Flexible Functional Annotation of Metagenomic Shotgun Sequences.

  PMID 35330728 · PMC8940201 · Frontiers in genetics · 2022 · 7 claims · 6 setups

  Has reproduction · 50

  MEDUSA correctly identifies more species than MEGAN 6 CE, especially less abundant species.

  bovine simulated cami datasets read host-sequence metagenome

• metaTraits: a large-scale integration of microbial phenotypic trait information.

  PMID 41296543 · PMC12807735 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Full-text index only

  metaTraits integrates culture-derived trait data from BacDive, BV-BRC, JGI IMG, and GOLD with genome-based predictions for isolate genomes (proGenomes) and MAGs (SPIRE)

  high-quality medium isolate genomes genome-based genome taxonomic

• Large-scale multi-omics unveils host-microbiome interactions driving root development and nitrogen acquisition.

  PMID 41634153 · PMC12929062 · Nature plants · 2026 · 8 claims · 8 setups

  Full-text index only

  Multi-omics integration of root transcriptome, rhizosphere 16S microbiome and root/shoot ionome across 175 B. napus accessions at two field sites links host gene expression to microbiome assembly and nutrient traits

  lateral rhizosphere shoot napus sequencing 16s ionomic

• 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

• 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

• Systematic Assessment of Small RNA Profiling in Human Extracellular Vesicles.

  PMID 37444556 · PMC10340377 · Cancers · 2023 · 8 claims · 6 setups

  Has reproduction · 90

  EV extraction methods vary in reproducibility for isolating small RNAs, with effects on small RNA composition

  evs matched plasma cell-line small differential adapter

• Deep learning based protocol to construct an immune-related gene network of host-pathogen interactions in plants.

  PMID 36525344 · PMC9791427 · STAR protocols · 2023 · 7 claims · 6 setups

  Has reproduction · 96

  DLNet algorithm ranks genes based on their contribution to classifying treatment vs. control expression data

  oryza processed rice constructed affymetrix protein-protein gene

• Optimal Dual RNA-Seq Mapping for Accurate Pathogen Detection in Complex Eukaryotic Hosts.

  PMID 39959292 · PMC11825298 · Bio-protocol · 2025 · 7 claims · 6 setups

  Has reproduction · 90

  Mapping adapter-trimmed reads first to the pathogen genome recovers more pathogen reads than the traditional host-first mapping approach.

  monocyte-derived raw same trimmed dual fastqc adapter

• Optimizing data-driven excellence: Canada's approach to using pathogen test datasets for quality control, pipeline development and training initiatives.

  PMID 41591806 · PMC12847982 · Microbial genomics · 2026 · 8 claims · 5 setups

  Full-text index only

  Standardized SARS-CoV-2 test datasets (Illumina and Nanopore) were developed as benchmarks for validating sequencing/bioinformatics pipelines across Canadian public health labs

  sars-cov-2 extracted nasopharyngeal bioinformatic whole-genome triplex extraction

• 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

• MODBASE, a database of annotated comparative protein structure models and associated resources.

  PMID 18948282 · PMC2686492 · Nucleic acids research · 2009 · 8 claims · 8 setups

  Full-text index only

  MODBASE contains 5,152,695 reliable comparative protein structure models for 1,593,209 unique protein sequences.

  sequences chains template chain comparative pairwise ligand

• Full-length 16S rRNA nanopore sequencing enables species resolution of Fusobacterium associated with colorectal cancer.

  PMID 41963777 · PMC13078227 · Gut microbes · 2026 · 8 claims · 7 setups

  Full-text index only

  Full-length 16S rRNA ONT sequencing combined with custom demultiplexing (nanoMux) enables robust species-level discrimination within the Fusobacterium genus

  gtdb rrndb zymobiomics host-bacteria ani phylogenetic 16s

• 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

• Single-cell sequencing reveals unexpected genetic diversity among Bodo spp. flagellates and their bacterial endosymbionts.

  PMID 41848149 · PMC12999062 · Microbial genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  Seven single-cell genomes assembled from uncultured environmental Bodo cells represent three potentially novel Bodo species

  uncultured environmental single-cell bodo single-cell fluorescence-activated whole-genome

• 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

• 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

• RNAseq analysis of the parasitic nematode Strongyloides stercoralis reveals divergent regulation of canonical dauer pathways.

  PMID 23145190 · PMC3493385 · PLoS neglected tropical diseases · 2012 · 8 claims · 8 setups

  Has reproduction · 66

  S. stercoralis possesses homologs of nearly all C. elegans dauer genes, but with significant differences in protein structure, developmental regulation, and gene family expansion.

  strongyloides stercoralis mongolian adapter-ligated polyadenylated novo comparative

• Retropseudogenes derived from the human Ro/SS-A autoantigen-associated hY RNAs.

  PMID 15817567 · PMC1074747 · Nucleic acids research · 2005 · 8 claims · 8 setups

  Full-text index only

  966 pseudogenes derived from the four human Y (hY) RNAs were characterized in the human genome

  genome chimpanzee pseudogenes genomic megablast blat sequence