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).

• Taxonomic analysis of metagenomic data with kASA.

  PMID 33784400 · PMC8266618 · Nucleic acids research · 2021 · 8 claims · 3 setups

  Has reproduction · 78

  kASA achieves high sensitivity and precision by using an amino acid-like encoding of k-mers together with a range of multiple k's

  synthetic real per-read taxonomic

• 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

• 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

• Uncovering Cas9 PAM diversity through metagenomic mining and machine learning.

  PMID 41656299 · PMC12996302 · Nature communications · 2026 · 8 claims · 6 setups

  Full-text index only

  CRISPR-PAMdb is a publicly accessible database compiling Cas9 protein sequences from 3.8 million bacterial/archaeal genomes and PAM profiles from 7.4 million phage/plasmid sequences

  bacterial phage cas9 experimentally hmm-based spacer-protospacer machine

• StrainMake: reproducible hybrid metagenomics with MAG recovery and strain-level resolution.

  PMID 42097292 · PMC13188985 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

  Full-text index only

  StrainMake is a Snakemake-based, Conda-managed workflow for de novo metagenomic analysis from short, long, or hybrid sequencing data.

  cami high-quality recovered gut metagenome metagenomic mag

• 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

• Umi-pipeline-nf: a modular and scalable workflow for UMI-tagged nanopore amplicon analysis with real-time sequencing integration and GPU-acceleration.

  PMID 41923360 · PMC13070649 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups

  Full-text index only

  umi-pipeline-nf is a portable, fully containerized, modular Nextflow DSL2 workflow that generates single-molecule consensus sequences from UMI-tagged nanopore amplicon data and scales linearly from single samples to large cohorts.

  lpa zymo sars-cov-2 nanopore real-time umi

• Transposable elements are driving rapid adaptation of Enterococcus faecium.

  PMID 42020750 · PMC13216065 · Nature · 2026 · 8 claims · 8 setups

  Full-text index only

  E. faecium has the highest IS density among ESKAPEE pathogens, dominated by replicative ISL3 family elements

  eskapee faecium ncbi single-hospital large-scale chromosome core