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).

• 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

• Taxonomic analysis of metagenomic data with kASA.

  PMID 33784400 · PMC8266618 · Nucleic acids research · 2021 · 8 claims · 3 setups

  Has reproduction · 78

  kASA achieves high sensitivity and precision by using an amino acid-like encoding of k-mers together with a range of multiple k's

  synthetic real per-read taxonomic

• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

  PMID 30153801 · PMC6112139 · BMC bioinformatics · 2018 · 8 claims · 6 setups

  Has reproduction · 89

  An SVM-based novel miRNA detection model achieves an average MCC of 0.939 across 32 human cell datasets and outperforms miRDeep2 and miRAnalyzer on phylogenetic conservation of predicted miRNAs

  unmapped pooled colon adipose small novel a-to-i

• Trimmomatic: a decade of feature-rich, high-performance NGS read preprocessing.

  PMID 42178219 · PMC13242794 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

  Full-text index only

  A high-performance multithreading architecture allows batches of read pairs to be processed independently by a pool of worker threads, scaling efficiently with available hardware.

  manihot same plant wall-clock output cross-tool

• MEDUSA: A Pipeline for Sensitive Taxonomic Classification and Flexible Functional Annotation of Metagenomic Shotgun Sequences.

  PMID 35330728 · PMC8940201 · Frontiers in genetics · 2022 · 7 claims · 6 setups

  Has reproduction · 50

  MEDUSA correctly identifies more species than MEGAN 6 CE, especially less abundant species.

  bovine simulated cami datasets read host-sequence metagenome

• 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

• HTSQualC is a flexible and one-step quality control software for high-throughput sequencing data analysis.

  PMID 34548573 · PMC8455540 · Scientific reports · 2021 · 8 claims · 5 setups

  Has reproduction · 89

  HTSQualC is a standalone, one-step QC software that performs filtering and trimming of raw HTS data in a single run

  cotton sugarcane tomato illumina single-end paired-end runtime

• nf-rnaSeqCount: A Nextflow pipeline for obtaining raw read counts from RNA-seq data.

  PMID 35574063 · PMC9097006 · South African computer journal = Suid-Afrikaanse rekenaartydskrif · 2021 · 7 claims · 5 setups

  Has reproduction · 95

  nf-rnaSeqCount is a portable, reproducible Nextflow pipeline that maps RNA-seq reads to a reference genome and quantifies gene abundance for differential expression analysis

  black geo rna-seq rna-seq benchmarking quality

• KAGE: fast alignment-free graph-based genotyping of SNPs and short indels.

  PMID 36195962 · PMC9531401 · Genome biology · 2022 · 7 claims · 7 setups

  Has reproduction · 42

  KAGE combines population-based kmer count modeling with single-variant prior adjustment into an alignment-free genotyper that matches the accuracy of the best existing alignment-free genotypers while being an order of magnitude faster.

  small snps individual hg002 alignment-free kmer-based genotyping

• Wochenende - modular and flexible alignment-based shotgun metagenome analysis.

  PMID 36368923 · PMC9650795 · BMC genomics · 2022 · 8 claims · 6 setups

  Has reproduction · 88

  Wochenende is a modular, transparent alignment-based pipeline for shotgun metagenome analysis supporting short and long reads across all kingdoms of life

  zymo bacterial reference shotgun comparative reference

• Improved eukaryotic detection compatible with large-scale automated analysis of metagenomes.

  PMID 37032329 · PMC10084625 · Microbiome · 2023 · 8 claims · 7 setups

  Has reproduction · 89

  MAPQ ≥30 filtering improves precision but substantially reduces recall, especially for unrepresented/divergent eukaryotic taxa

  eukdetect simulated zymobiomics read holdout mutation-rate

• Optimal Dual RNA-Seq Mapping for Accurate Pathogen Detection in Complex Eukaryotic Hosts.

  PMID 39959292 · PMC11825298 · Bio-protocol · 2025 · 7 claims · 6 setups

  Has reproduction · 90

  Mapping adapter-trimmed reads first to the pathogen genome recovers more pathogen reads than the traditional host-first mapping approach.

  monocyte-derived raw same trimmed dual fastqc adapter

• Benchmarking methods for genome annotation using nanopore direct RNA in a non-model crop plant.

  PMID 41800382 · PMC12967217 · Bioinformatics advances · 2026 · 6 claims · 8 setups

  Full-text index only

  Annotation tools show substantial variation in isoform detection, structural completeness, splicing classification, and handling of 5' read truncation when applied to plant dRNA-seq data.

  barley extracted tool novel nanopore illumina transcriptome

• aCLImatise: automated generation of tool definitions for bioinformatics workflows.

  PMID 33325479 · PMC8016486 · Bioinformatics (Oxford, England) · 2021 · 6 claims · 3 setups

  Has reproduction · 93

  aCLImatise automatically generates workflow-language tool definitions by parsing a command-line tool's help output

  samtools single bioconda automated large-scale

• L2L: a simple tool for discovering the hidden significance in microarray expression data.

  PMID 16168088 · PMC1242216 · Genome biology · 2005 · 8 claims · 4 setups

  Full-text index only

  L2L systematically compares a user's differentially expressed gene list against a database of published differentially expressed gene lists to find statistically significant overlaps and generate hypotheses about shared mechanisms

  mammalian user-supplied diabetic uniprot compiled l2l re-analysis

• Phylogenomic approaches to common problems encountered in the analysis of low copy repeats: the sulfotransferase 1A gene family example.

  PMID 15752422 · PMC555591 · BMC evolutionary biology · 2005 · 8 claims · 8 setups

  Full-text index only

  A previously unidentified fourth human SULT1A gene (SULT1A4) exists on chromosome 16 and is transcriptionally active

  genome chimpanzee sult1a3 est blast-like comparative pairwise

• MILANO--custom annotation of microarray results using automatic literature searches.

  PMID 15661078 · PMC547913 · BMC bioinformatics · 2005 · 7 claims · 4 setups

  Full-text index only

  MILANO annotates microarray gene lists by counting literature co-occurrences of each gene with user-defined secondary terms

  well-known list over-producing known medline generif microarray

• SNP-RFLPing: restriction enzyme mining for SNPs in genomes.

  PMID 16503968 · PMC1386656 · BMC genomics · 2006 · 8 claims · 2 setups

  Full-text index only

  SNP-RFLPing accepts three flexible input types (dbSNP rs#/ss# IDs, HUGO gene name/Entrez gene ID, or free-form SNP-in-sequence including IUPAC or [dNTP1/dNTP2] formats) for human, rat, and mouse genomes

  software existing string-matching feature

• MicroPIPE: validating an end-to-end workflow for high-quality complete bacterial genome construction.

  PMID 34172000 · PMC8235852 · BMC genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 74

  MicroPIPE, an end-to-end Nextflow/Singularity-based pipeline built from systematically validated tool choices, produces high-quality complete bacterial genome assemblies without manual intervention.

  coli sequences nanopore basecalling demultiplexing

• A comparative study of techniques for differential expression analysis on RNA-Seq data.

  PMID 25119138 · PMC4132098 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 58

  edgeR performs slightly better than DESeq and Cuffdiff2 in terms of the ability to uncover true positives.

  brain neurospheres lymphoblastoid simulation single-end paired-end rna-seq