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).

• MultiPhyl: a high-throughput phylogenomics webserver using distributed computing.

  PMID 17553837 · PMC1933173 · Nucleic acids research · 2007 · 8 claims · 8 setups

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  MultiPhyl is the first high-throughput distributed phylogenetics platform capable of using idle computational resources of many heterogeneous non-dedicated machines to form a phylogenetics supercomputer

  50sc 101sc 150sc 150arb tree-search

• Frag'n'Flow: automated workflow for large-scale quantitative proteomics in high performance computing environments.

  PMID 41486154 · PMC12828970 · BMC bioinformatics · 2026 · 8 claims · 8 setups

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  Frag'n'Flow is a Nextflow-based pipeline that encapsulates FragPipe, automating manifest/workflow generation, tool dependency management, and downstream analysis for HPC/cloud/cluster environments.

  laboratory institutional breast pluripotent ram cpu storage

• Spatial information matters: are traditional imputation methods effective for spatial transcriptomics data?

  PMID 41627342 · PMC12862982 · Briefings in bioinformatics · 2026 · 7 claims · 3 setups

  Has reproduction · 89

  No single existing SOTA imputation method consistently performs well across newer SRT platforms/datasets

  datasets srt same computational proposed

• Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 8 claims · 2 setups

  Has reproduction · 84

  Ridge regression can be reparameterized in terms of γ, the ratio between the L2-norms of the regularized and unregularized (OLS) coefficient solutions, defining 'fractional ridge regression' (FRR)

  simulated brain benchmarking linear

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• Evaluation of the Available Variant Calling Tools for Oxford Nanopore Sequencing in Breast Cancer.

  PMID 36140751 · PMC9498802 · Genes · 2022 · 7 claims · 6 setups

  Has reproduction · 51

  Clair3 and Human-SNP-wf (which incorporates Clair3) achieved the highest performance among the six variant callers tested.

  giab hg001 brca1 filtered long-read read bam

• TARPON-A Telomere Analysis and Research Pipeline Optimized for Nanopore.

  PMID 41637390 · PMC12871981 · PLoS computational biology · 2026 · 7 claims · 6 setups

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  TARPON is the first complete, experimentally validated end-to-end pipeline for Nanopore-based telomere analysis requiring no data pre-processing or prior bioinformatics expertise.

  hg002 blood hek pod5 ont read capture

• DupyliCate: mining, classifying, and characterizing gene duplications.

  PMID 42209743 · PMC13219399 · Scientific reports · 2026 · 8 claims · 8 setups

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  DupyliCate is a Python tool for identifying and classifying gene duplication arrays, using BUSCO-based species-specific thresholds and offering integrated expression divergence and Ka/Ks analysis.

  arabidopsis thaliana brassicales phytozome sequence duplication runtime

• Accurate chromatin marks peak calling with Omnipeak.

  PMID 41521664 · PMC12784980 · Nucleic acids research · 2026 · 8 claims · 6 setups

  Has reproduction · 77

  Omnipeak is a universal unsupervised peak-calling algorithm based on a constrained three-state hidden Markov model (zero, noise, signal states)

  gm12878 roadmap abf immgen chip-seq ultra-low-input atac-seq

• FEDRANN: effective long-read overlap detection based on dimensionality reduction and approximate nearest neighbors.

  PMID 42102720 · PMC13201080 · GigaScience · 2026 · 8 claims · 6 setups

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  A pipeline combining IDF transformation, sparse random projection (SRP), and NNDescent (the FEDRANN strategy) enables accurate overlap detection across diverse long-read datasets

  real same chromosome genome overlap exact simulated

• CRESCENT, a comprehensive RNA-Seq expression, splicing, and coding/non-coding element network tool.

  PMID 41566196 · PMC12895761 · BMC bioinformatics · 2026 · 6 claims · 6 setups

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  CRESCENT is a Snakemake workflow performing fully automated, comprehensive RNA-Seq analysis integrating differential expression, differential alternative splicing (DAS), differential transcript usage (DTU), and GO enrichment

  arabidopsis bulk rna-seq-based rna-seq

• Metapipeline-DNA: A comprehensive germline and somatic genomics Nextflow pipeline.

  PMID 41850291 · PMC13030954 · Cell reports methods · 2026 · 8 claims · 7 setups

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  Metapipeline-DNA automates germline and somatic DNA sequencing analysis end-to-end, from raw reads through preprocessing, feature detection, QC, and visualization.

  pcawg giab pcawg-5 tumor-normal whole-genome germline somatic

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

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

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  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

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• A space-efficient and accurate method for mapping and aligning cDNA sequences onto genomic sequence.

  PMID 18344523 · PMC2377433 · Nucleic acids research · 2008 · 7 claims · 6 setups

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  Spaln maps and aligns large cDNA sequence sets onto whole mammalian genomes using substantially less memory than comparable existing tools

  unigene shuffled real genomes genome-wide alignment gene

• Bayesian transcriptome assembly.

  PMID 25367074 · PMC4397945 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  Bayesembler, a probabilistic transcriptome assembler built on a Bayesian model of the RNA sequencing process with Gibbs sampling over expressed candidates, abundances and read assignments, is introduced.

  k562 embryonic dendritic rna-seq simulated paired-end long-read

• SGCRNA: spectral clustering-guided co-expression network analysis without scale-free constraints for multi-omic data.

  PMID 41615289 · PMC12856952 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  WGCNA's reliance on a scale-free topology assumption is problematic because real co-expression networks do not consistently exhibit scale-free properties

  gse114007 gse261545 dryad.37pvmcvsg prjna762466 bulk spatial merfish

• GEMmaker: process massive RNA-seq datasets on heterogeneous computational infrastructure.

  PMID 35501696 · PMC9063052 · BMC bioinformatics · 2022 · 6 claims · 3 setups

  Has reproduction · 67

  GEMmaker, an nf-core compliant Nextflow workflow, can quantify gene expression from small to massive RNA-seq datasets while remaining reproducible via versioned containerized software.

  oryza arabidopsis generic rna-seq workflow

• 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