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).

• Bayesian prediction of microbial oxygen requirement.

  PMID 26913185 · PMC4743139 · F1000Research · 2013 · 7 claims · 8 setups

  Has reproduction · 76

  A naive Bayesian classifier based on presence/absence of class-associated Pfam-A domains can distinguish three oxygen requirement classes (aerobe, anaerobe, facultative anaerobe) from genome sequence, unlike prior studies that only made pairwise distinctions.

  bacterial selected predicted pfam-a genome gene domain

• An OMICs-based meta-analysis to support infection state stratification.

  PMID 33560295 · PMC8388022 · Bioinformatics (Oxford, England) · 2021 · 7 claims · 6 setups

  Has reproduction · 44

  Multi-class machine learning models built from cross-platform microarray meta-analysis can distinguish bacterial, viral and no-infection states with high accuracy (best model: 93% bacterial, 89% viral correct).

  blood merged affymetrix-optimized gene feature out-of-sample

• 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

• Unlocking the microbial studies through computational approaches: how far have we reached?

  PMID 36920617 · PMC10016191 · Environmental science and pollution research international · 2023 · 8 claims · 8 setups

  Has reproduction

  Metagenomics enables culture-independent study of microbial communities directly from their natural environments, bypassing the need for clonal isolation.

  clinical bacteriophage vaginal hbv ngs random whole-genome

• The vaginal bacterial communities of Japanese women resemble those of women in other racial groups.

  PMID 19912342 · PMC2868947 · FEMS immunology and medical microbiology · 2010 · 7 claims · 5 setups

  Full-text index only

  The types of vaginal bacterial communities found in Japanese women closely resemble those previously found in White and Black North American women.

  vaginal japanese t-rflp clone cluster

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 8 claims · 3 setups

  Has reproduction · 83

  ConNIS provides an analytic solution for the probability of observing the longest insertion-free sequence within a gene given its length and number of insertion sites under non-essentiality.

  simulated four real simulation semi-synthetic real-world

• Bcipep: a database of B-cell epitopes.

  PMID 15921533 · PMC1173103 · BMC genomics · 2005 · 8 claims · 2 setups

  Full-text index only

  Bcipep is a comprehensive database of experimentally determined linear B-cell epitopes compiled from literature and other public databases

  synthetic antigenic anti-peptide sequence

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

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

  Has reproduction · 50

  MEDUSA is an automated, Conda-installable and Snakemake-managed pipeline performing preprocessing, assembly, alignment, taxonomic classification, and functional annotation on shotgun data.

  bovine simulated cami trimming decontamination assembly

• Protein length in eukaryotic and prokaryotic proteomes.

  PMID 15951512 · PMC1150220 · Nucleic acids research · 2005 · 7 claims · 5 setups

  Full-text index only

  Eukaryotic proteins are significantly longer than prokaryotic proteins across virtually all functional categories and the majority of protein families

  eukaryotic proteins genomic cog comparative orthology domain

• Accurate prediction of metagenome-assembled genome completeness by MAGISTA, a random forest model built on alignment-free intra-bin statistics.

  PMID 35248155 · PMC8898458 · Environmental microbiome · 2022 · 7 claims · 7 setups

  Has reproduction · 83

  MAGISTA, a random forest model built on alignment-free intra-bin distance-distribution statistics, can estimate MAG completeness and purity without relying on reference marker genes.

  pooled hc227 contig sets shotgun novo alignment-free

• MetaMap: an atlas of metatranscriptomic reads in human disease-related RNA-seq data.

  PMID 29901703 · PMC6025204 · GigaScience · 2018 · 6 claims · 7 setups

  Has reproduction · 95

  A two-step 'omni' RNA-seq pipeline (MetaMap) combining STAR human alignment with CLARK-S metagenomic classification can quantify archaeal, bacterial, and viral reads from the non-human read fraction of human RNA-seq data

  clinical hela tumor rutkowski bulk dual negative

• 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

• Electroacupuncture reshapes the microbial co-occurrence networks related to the behavioral and psychological symptoms of dementia in Alzheimer's disease.

  PMID 41676443 · PMC12806058 · iMetaOmics · 2025 · 6 claims · 7 setups

  Has reproduction · 77

  Electroacupuncture reshapes microbial co-occurrence network topology and drives keystone species in AD-related BPSD, with R. gnavus emerging as a likely keystone species post-intervention.

  appswe app gut 16s open picrust2

• Different Intestinal Microbiota with Growth Stages of Three-Breed Hybrid Pig.

  PMID 35978648 · PMC9377885 · BioMed research international · 2022 · 7 claims · 5 setups

  Has reproduction · 75

  The composition and relative abundance of intestinal microbiota in three-breed hybrid pigs differ significantly across growth stages (60, 120, 180 days)

  fecal same 16s otu alpha

• Wochenende - modular and flexible alignment-based shotgun metagenome analysis.

  PMID 36368923 · PMC9650795 · BMC genomics · 2022 · 8 claims · 6 setups

  Has reproduction · 88

  Wochenende is a modular, transparent alignment-based pipeline for shotgun metagenome analysis supporting short and long reads across all kingdoms of life

  zymo bacterial reference shotgun comparative reference

• Metatranscriptomics of the human oral microbiome during health and disease.

  PMID 24692635 · PMC3977359 · mBio · 2014 · 8 claims · 8 setups

  Has reproduction · 62

  Disease-associated periodontal communities display conserved community-level metabolic gene expression profiles between patients, whereas the metabolic gene expression of individual species is highly variable between patients.

  patient-matched subset health rna-seq rrna comparison metatranscriptomics

• Metagenomic analysis of human diarrhea: viral detection and discovery.

  PMID 18398449 · PMC2290972 · PLoS pathogens · 2008 · 8 claims · 7 setups

  Full-text index only

  Micro-mass sequencing (minimal stool input, minimal purification, ~384 reads/sample) can detect known enteric viruses in diarrhea specimens

  stool divergent extract preparations sequence-independent maximum enzyme

• Metagenomic study of the oral microbiota by Illumina high-throughput sequencing.

  PMID 19796657 · PMC3568755 · Journal of microbiological methods · 2009 · 8 claims · 6 setups

  Full-text index only

  The 16S rRNA V5 hypervariable region, amplified as a short ~82-base segment, provides reliable taxonomic identification of oral bacteria against public databases like HOMD.

  pooled 16s sequenced topo 16s primer taxonomic

• Severe COVID-19 Shares a Common Neutrophil Activation Signature with Other Acute Inflammatory States.

  PMID 35269470 · PMC8909161 · Cells · 2022 · 7 claims · 7 setups

  Has reproduction · 88

  COVID-19 and HLH share immunological pathways, yielding 237 common up-regulated DEGs dominated by cytokine/chemokine signaling and neutrophil-mediated immune responses.

  peripheral leukocytes plasma degs bulk single-cell plasma

• Estimating biodiversity across the tree of life on Mount Everest's southern flank with environmental DNA.

  PMID 36148432 · PMC9486557 · iScience · 2022 · 8 claims · 6 setups

  Has reproduction · 65

  eDNA from ten high-alpine ponds and streams (4,500-5,500 m) on Mt. Everest's southern flank revealed 187 potential orders from 36 phyla across the Tree of Life.

  edna khumbu genome metabarcoding satellite