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).

• 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

• HGA: de novo genome assembly method for bacterial genomes using high coverage short sequencing reads.

  PMID 26945881 · PMC4779561 · BMC genomics · 2016 · 8 claims · 7 setups

  Has reproduction · 58

  HGA leads to significant improvement in assembly quality (N50 and corrected N50) for all 7 evaluated GAGE-B bacterial datasets using most of the 8 evaluated assemblers

  bacillus mycobacterium rhodobacter vibrio novo contigs-combining re-assembly

• 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

• 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

• SMAGEXP: a galaxy tool suite for transcriptomics data meta-analysis.

  PMID 30698691 · PMC6354025 · GigaScience · 2019 · 8 claims · 5 setups

  Has reproduction · 82

  SMAGEXP integrates the metaMA and metaRNASeq R packages into Galaxy to provide a unified tool suite for transcriptomics meta-analysis.

  oral geo lung gene affymetrix limma

• 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

• MZPAQ: a FASTQ data compression tool.

  PMID 31171931 · PMC6547476 · Source code for biology and medicine · 2019 · 8 claims · 4 setups

  Has reproduction · 58

  MZPAQ, a hybrid of MFCompress and ZPAQ, achieves the highest compression ratio compared to all evaluated state-of-the-art and general-purpose tools on all benchmark datasets.

  mpeg fastq read quality

• SGCP: a spectral self-learning method for clustering genes in co-expression networks.

  PMID 38956463 · PMC11221046 · BMC bioinformatics · 2024 · 7 claims · 4 setups

  Has reproduction · 51

  SGCP, a spectral self-learning method, yields gene co-expression modules with higher GO enrichment than WGCNA, CoExpNets, and CEMiTool across 12 real gene expression datasets.

  real microarray rna-seq same gene dna-microarray rna-sequencing

• Celline: a flexible tool for one-step retrieval and integrative analysis of public single-cell RNA sequencing data.

  PMID 41458999 · PMC12738925 · Frontiers in bioinformatics · 2025 · 8 claims · 7 setups

  Has reproduction · 64

  Celline is a Python package executing an entire scRNA-seq workflow (retrieval, preprocessing, integration, analysis) using single-line commands per step

  mus brain integrated homo droplet-based scrna-seq cell-type

• VGEA: an RNA viral assembly toolkit.

  PMID 34567846 · PMC8428259 · PeerJ · 2021 · 8 claims · 5 setups

  Has reproduction · 80

  VGEA is a Snakemake workflow that chains existing tools (fastp, BWA, SAMtools, IVA, shiver, SeqKit, QUAST, MultiQC) into an all-in-one RNA viral genome assembly pipeline

  sars-cov-2 lassa hiv-1 ngs-based computational comparative

• Grammar-based distance in progressive multiple sequence alignment.

  PMID 18616828 · PMC2478692 · BMC bioinformatics · 2008 · 7 claims · 3 setups

  Full-text index only

  A grammar-based (LZ complexity) distance metric can be used to determine the order in which sequences are progressively pairwise aligned

  balibase sequences amino sequence substitution

• Curation of over 10 000 transcriptomic studies to enable data reuse.

  PMID 33599246 · PMC7904053 · Database : the journal of biological databases and curation · 2021 · 8 claims · 6 setups

  Has reproduction · 80

  Gemma is a curated database and bioinformatics system that addresses metadata, probe annotation, and expression data inconsistencies in GEO to enable transcriptomic data reuse

  microarray curated geo microarray rna-sequencing probe-to-gene

• Exploring Gene Expression Patterns in Alzheimer's Disease Using a Human Microarray Data Meta-Analysis.

  PMID 41744654 · PMC12938635 · Biology · 2026 · 6 claims · 7 setups

  Has reproduction · 100

  AD brains show a distinct transcriptomic profile with up-regulation of immune/inflammation genes and down-regulation of synapse/neuronal-signaling genes

  brain sub-studies down-regulated affymetrix quality normalization

• A data-driven estimation of the ribosome drop-off rate in S. cerevisiae reveals a correlation with the genes length.

  PMID 38638702 · PMC11025885 · NAR genomics and bioinformatics · 2024 · 8 claims · 7 setups

  Has reproduction · 98

  Ribosome drop-off events occur at a significant rate in S. cerevisiae cultured in standard conditions

  cerevisiae ribo-seq ribosome rna-seq read

• 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

• An extensive evaluation of read trimming effects on Illumina NGS data analysis.

  PMID 24376861 · PMC3871669 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  Read trimming increases the quality and reliability of downstream NGS analyses (RNA-Seq mapping, SNP identification, genome assembly) while reducing execution time and computational resources.

  homo arabidopsis prunus saccharomyces rna-seq snp novo

• SEAseq: a portable and cloud-based chromatin occupancy analysis suite.

  PMID 35193506 · PMC8864840 · BMC bioinformatics · 2022 · 6 claims · 2 setups

  Has reproduction · 94

  SEAseq is a comprehensive, infrastructure-independent pipeline that performs all major ChIP-Seq/CUT&RUN analyses (alignment, peak calling, motif analysis, coverage profiling, peak annotation, super-enhancer identification, and quality assessment) in a single execution

  any chip-seq cut&run

• Processing and population genetic analysis of multigenic datasets with ProSeq3 software.

  PMID 19797407 · PMC2778335 · Bioinformatics (Oxford, England) · 2009 · 8 claims · 7 setups

  Full-text index only

  ProSeq3 is a program with a graphic user interface that simplifies preparation and basic population genetic analysis of multigenic DNA polymorphism datasets

  software authors sequence polymorphism phylogenetic

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 8 setups

  Has reproduction · 71

  Liver metastatic potential in RCC is marked by stem-like tumor states, metabolic plasticity, and microenvironmental remodeling.

  right-sided single integrated malignant single-cell copy dimensionality

• Metavisitor, a Suite of Galaxy Tools for Simple and Rapid Detection and Discovery of Viruses in Deep Sequence Data.

  PMID 28045932 · PMC5207757 · PloS one · 2017 · 7 claims · 5 setups

  Has reproduction · 78

  Metavisitor is an open-source suite of modular Galaxy tools and preset workflows enabling non-experts to detect and assemble viral genomes from deep sequence data.

  drosophila deep srp013822 small novo long-read