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).

• 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

• scGACL: a generative adversarial network with multi-scale contrastive learning for accurate single-cell RNA sequencing imputation.

  PMID 41632596 · PMC12866930 · Briefings in bioinformatics · 2026 · 8 claims · 6 setups

  Full-text index only

  scGACL, a GAN integrated with multi-scale contrastive learning, is proposed to overcome the over-smoothing problem in scRNA-seq imputation

  simulated real-world scrna-seq scrna-seq clustering gene

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence

• A Hidden Markov Model to estimate population mixture and allelic copy-numbers in cancers using Affymetrix SNP arrays.

  PMID 17996079 · PMC2206057 · BMC bioinformatics · 2007 · 8 claims · 7 setups

  Full-text index only

  An HMM using paired germline genotype calls and tumour allelic SNP intensities can estimate allele-specific copy-numbers, distinguishing events like uniparental disomy from allelic imbalance.

  hapmap bladder prostate simulated affymetrix simulation

• 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

• FracFixR: a compositional statistical framework for absolute proportion estimation between fractions in RNA sequencing data.

  PMID 41264734 · PMC12866640 · Bioinformatics (Oxford, England) · 2026 · 7 claims · 5 setups

  Full-text index only

  FracFixR reconstructs original fraction proportions by modeling the compositional relationship between whole and fractionated RNA samples using non-negative least squares (NNLS) regression on selected transcripts

  gm12878 mixtures reh long-read polysome synthetic

• CRISPRbuilder-TB: "CRISPR-builder for tuberculosis". Exhaustive reconstruction of the CRISPR locus in mycobacterium tuberculosis complex using SRA.

  PMID 33667225 · PMC7968741 · PLoS computational biology · 2021 · 8 claims · 7 setups

  Has reproduction · 97

  CRISPRbuilder-TB is a new pipeline that reconstructs MTC CRISPR-Cas loci directly from short SRA reads without requiring genome assembly

  simulated wgs reference same novo blast-based k-mer

• 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

• Evaluating imputation methods for accurate estimation of cell population fractions in single-cell RNA sequencing.

  PMID 41503159 · PMC12770975 · NAR genomics and bioinformatics · 2026 · 8 claims · 6 setups

  Full-text index only

  Eight prominent imputation methods (MAGIC, SAVER, scVI, DCA, scBiG, kNN-smoothing, scImpute, ALRA) were systematically evaluated for their ability to recover the true non-zero expression fraction using simulated and real-world scRNA-seq data

  basal tracheal airway k562 simulated scrna-seq imputation

• The Multi-State Epigenetic Pacemaker enables the identification of combinations of factors that influence DNA methylation.

  PMID 39549198 · PMC11979089 · GeroScience · 2025 · 9 claims · 2 setups

  Has reproduction · 54

  The Multi-State Epigenetic Pacemaker (MSEPM) can accurately model multiple methylation-associated factors (e.g., age, sex, cell-type) simultaneously.

  blood simulated methylation simulation

• BOAT: Basic Oligonucleotide Alignment Tool.

  PMID 19958483 · PMC2788372 · BMC genomics · 2009 · 7 claims · 3 setups

  Full-text index only

  BOAT can accurately and efficiently map sequencing reads to a reference genome while handling several substitutions and indels simultaneously

  same short-read snp