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).

• PHA4GE quality control contextual data tags: standardized annotations for sharing public health sequence datasets with known quality issues to facilitate testing and training.

  PMID 38860884 · PMC11261899 · Microbial genomics · 2024 · 7 claims · 4 setups

  Has reproduction · 75

  No standardized attributes or mechanisms existed for tagging poor-quality or purpose-specific pathogen sequence datasets prior to this work

  pha4ge lower genepio sars-cov-2 community manual ontology

• The effect of 16S rRNA region choice on bacterial community metabarcoding results.

  PMID 30720800 · PMC6362892 · Scientific data · 2019 · 8 claims · 8 setups

  Has reproduction · 59

  The V2-V3 16S rRNA fragment has higher resolution for lower-rank taxa (genera and species) than V3-V4, enabling more precise distance-based OTU clustering.

  bacterial extracted filtered combined 16s pcr extraction

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• 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

• 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

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.

  PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups

  Has reproduction · 84

  DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data

  cancer breast hepatocarcinoma tcga multi-omics gene rna-seq

• MetaGT: A pipeline for de novo assembly of metatranscriptomes with the aid of metagenomic data.

  PMID 36386613 · PMC9651917 · Frontiers in microbiology · 2022 · 7 claims · 4 setups

  Has reproduction · 83

  MetaGT is a pipeline that combines metatranscriptomic and metagenomic data from the same sample to assemble complete transcript sequences

  simulated mock16 real snailgut novo transcript gene

• HCK and ABAA: A Newly Designed Pipeline to Improve Fungi Metabarcoding Analysis.

  PMID 34025601 · PMC8134036 · Frontiers in microbiology · 2021 · 8 claims · 8 setups

  Full-text index only

  ABAA reduces the number of false-positives with all metabarcoding methods tested

  fungal same mock raw its1 blastn hierarchical

• Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases.

  PMID 34680427 · PMC8533098 · Biomedicines · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  AD and PD patients can be stratified by transcriptomic clustering into three subclasses with distinct gene expression and metabolic profiles

  post-mortem brain zebrafish bulk single-cell unsupervised