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).

• Benchmarking tools for the alignment of functional noncoding DNA.

  PMID 14736341 · PMC344529 · BMC bioinformatics · 2004 · 8 claims · 4 setups

  Full-text index only

  Global alignment tools (Avid, ClustalW, Lagan, Needle, DiAlign-G) typically have higher sensitivity over entire noncoding sequences and within constrained blocks than local tools

  simulated melanogaster sapiens sequence pairwise genome

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

  Full-text index only

  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence

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

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 7 claims · 2 setups

  Has reproduction · 84

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

  synthetic brain benchmarking general

• ADaCGH: A parallelized web-based application and R package for the analysis of aCGH data.

  PMID 17710137 · PMC1940324 · PloS one · 2007 · 8 claims · 4 setups

  Full-text index only

  ADaCGH implements eight CNA detection methods, including the best-performing ones from recent reviews (CBS, GLAD, CGHseg, HMM)

  30-node web-based cluster simulated computational web comparison

• 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

• Comparison of Metagenomics and Metatranscriptomics Tools: A Guide to Making the Right Choice.

  PMID 36553546 · PMC9777648 · Genes · 2022 · 8 claims · 1 setups

  Has reproduction · 67

  16S rRNA gene sequencing enables taxonomic identification of bacteria/archaea via hypervariable regions without amplifying human DNA, but is limited by short-read biases (GC bias, sequencing errors) and poor species-level resolution

  simulated pipeline

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 7 claims · 6 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical literature and molecular data according to user-defined terms, linking PubMed and GEO.

  pubmed invasive geo cancer semantic computational gene

• 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

• KARAJ: An Efficient Adaptive Multi-Processor Tool to Streamline Genomic and Transcriptomic Sequence Data Acquisition.

  PMID 36430895 · PMC9694301 · International journal of molecular sciences · 2022 · 8 claims · 6 setups

  Has reproduction · 57

  KARAJ automates end-to-end querying and downloading of genomic/transcriptomic sequence data from a list of PMCIDs, URLs, or accession numbers

  fastq gse126379 research sequence download parallel literature

• iCOMIC: a graphical interface-driven bioinformatics pipeline for analyzing cancer omics data.

  PMID 35899080 · PMC9310080 · NAR genomics and bioinformatics · 2022 · 8 claims · 4 setups

  Has reproduction · 58

  iCOMIC provides a GUI-driven, Snakemake-based pipeline integrating multiple tools for DNA-Seq and RNA-Seq analysis with minimal command-line interaction.

  giab monocyte missense somatic germline rna-seq machine

• Pharokka: a fast scalable bacteriophage annotation tool.

  PMID 36453861 · PMC9805569 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  Pharokka is a one-line, fast, scalable bacteriophage annotation tool producing standards-compliant outputs, installable via a two-line bioconda command

  enterobacteria staphylococcus crass-like predicted genome large-scale homology

• LMAS: evaluating metagenomic short de novo assembly methods through defined communities.

  PMID 36576131 · PMC9795473 · GigaScience · 2022 · 8 claims · 5 setups

  Has reproduction · 86

  LMAS (Last Metagenomic Assembler Standing) is a flexible, Nextflow-based, Docker-containerized automated workflow for benchmarking de novo metagenomic assemblers against defined mock communities, producing an interactive HTML report.

  zymobiomics assembled assembler-generated novo reference-based contig

• Tracing human genetic histories and natural selection with precise local ancestry inference.

  PMID 40379651 · PMC12084304 · Nature communications · 2025 · 7 claims · 7 setups

  Has reproduction · 76

  Orchestra, a two-stage LAI method combining a recombination-distance base layer with a deep learning (convolutional + attention) smoothing module, outperforms RFmix, FLARE and Gnomix in precision and recall across simulated admixture generations.

  1kgp-16pops independent simulated 1kgp simulated population-level local

• Optimal step length EM algorithm (OSLEM) for the estimation of haplotype frequency and its application in lipoprotein lipase genotyping.

  PMID 12529185 · PMC149347 · BMC bioinformatics · 2003 · 5 claims · 4 setups

  Full-text index only

  OSLEM (Optimal Step Length EM), which approximates an optimal step length via a fixed-point search (D_N = D_{N-1} + λ(D_preN - D_{N-1})), runs about twice as fast as standard EM while producing the same haplotype frequency estimates.

  real tailored blood algorithm snp

• GeneKeyDB: a lightweight, gene-centric, relational database to support data mining environments.

  PMID 15790402 · PMC1274265 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  GeneKeyDB is a lightweight, gene-centric relational database that supports data mining and integration with computational analysis tools.

  genekeydb database gene automated

• Exogean: a framework for annotating protein-coding genes in eukaryotic genomic DNA.

  PMID 16925841 · PMC1810556 · Genome biology · 2006 · 8 claims · 5 setups

  Full-text index only

  Exogean is a framework using directed acyclic coloured multigraphs (DACMs) to represent biological objects (mRNA, ESTs, protein alignments, exons) and iteratively combine them into complex protein-coding transcript models.

  genome sequences automatic manual sequence

• EGASP: the human ENCODE Genome Annotation Assessment Project.

  PMID 16925836 · PMC1810551 · Genome biology · 2006 · 8 claims · 6 setups

  Full-text index only

  Best-performing computational gene prediction methods correctly predict at least one transcript for close to 70% of annotated genes in the ENCODE regions.

  encode computational manual rt-pcr

• AUGUSTUS at EGASP: using EST, protein and genomic alignments for improved gene prediction in the human genome.

  PMID 16925833 · PMC1810548 · Genome biology · 2006 · 8 claims · 5 setups

  Full-text index only

  AUGUSTUS predicted significantly more genes correctly than any other ab initio program in EGASP

  genome human-mouse genes initio comparative extrinsic

• Automatic annotation of eukaryotic genes, pseudogenes and promoters.

  PMID 16925832 · PMC1810547 · Genome biology · 2006 · 8 claims · 6 setups

  Full-text index only

  Fgenesh++ gene prediction pipeline identifies 91% of coding nucleotides with 90% specificity

  encode regions genes chromosome computational pseudogene promoter

• SNPmasker: automatic masking of SNPs and repeats across eukaryotic genomes.

  PMID 16845091 · PMC1538889 · Nucleic acids research · 2006 · 8 claims · 4 setups

  Full-text index only

  SNPmasker is a web service combining SNP masking and repeat masking, supporting both coordinate-defined and homology-search-defined input regions, a combination not offered by prior tools

  genome reference genomic runtime sequence comparative