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).
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Has reproduction · 100
FA-nf: A Functional Annotation Pipeline for Proteins from Non-Model Organisms Implemented in Nextflow.
PMID 34681040 · PMC8535801 · Genes · 2021 · 8 claims · 4 setups
FA-nf, implemented in Nextflow with Docker/Singularity containerization, integrates NCBI BLAST+, DIAMOND, InterProScan, and KEGG (KAAS/KofamKOALA) into a single functional annotation pipeline.
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nf-core/viralmetagenome: A novel pipeline for untargeted viral genome reconstruction.
PMID 42057295 · PMC13141149 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups
nf-core/viralmetagenome is a Nextflow pipeline that automates untargeted reconstruction and variant analysis of eukaryotic DNA and RNA viruses from short-read metagenomic or hybridisation-capture data.
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PBAT: a comprehensive software package for genome-wide association analysis of complex family-based studies.
PMID 15814068 · PMC3525120 · Human genomics · 2005 · 8 claims · 1 setups
PBAT provides comprehensive tools for family-based association analysis, including nuclear families with missing parental genotypes, extended pedigrees, SNP and haplotype analysis, quantitative/qualitative/multivariate/longitudinal traits and time-to-onset phenotypes
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Has reproduction · 67
SnakeMAGs: a simple, efficient, flexible and scalable workflow to reconstruct prokaryotic genomes from metagenomes.
PMID 36875992 · PMC9978240 · F1000Research · 2022 · 7 claims · 8 setups
SnakeMAGs is a simple, efficient, flexible and scalable Snakemake workflow that processes Illumina reads from raw data to MAG classification and relative abundance estimation
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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
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.
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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
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.
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Has reproduction · 50
MasterOfPores: A Workflow for the Analysis of Oxford Nanopore Direct RNA Sequencing Datasets.
PMID 32256520 · PMC7089958 · Frontiers in genetics · 2020 · 8 claims · 5 setups
MasterOfPores is a scalable, parallelizable, containerized (Docker/Singularity) NextFlow workflow for analyzing Oxford Nanopore direct RNA sequencing datasets
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Has reproduction · 74
MicroPIPE: validating an end-to-end workflow for high-quality complete bacterial genome construction.
PMID 34172000 · PMC8235852 · BMC genomics · 2021 · 8 claims · 8 setups
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.
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Has reproduction · 80
VGEA: an RNA viral assembly toolkit.
PMID 34567846 · PMC8428259 · PeerJ · 2021 · 8 claims · 5 setups
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
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Has reproduction · 95
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
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
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Digital evolution.
PMID 14551915 · PMC212697 · PLoS biology · 2003 · 7 claims · 5 setups
Digital organisms (Avidians) evolved from simple self-replicators, through an unexpected transitional form, to complex performers of many logic functions, with the full genealogy traceable and no missing links.
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Umi-pipeline-nf: a modular and scalable workflow for UMI-tagged nanopore amplicon analysis with real-time sequencing integration and GPU-acceleration.
PMID 41923360 · PMC13070649 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 6 setups
umi-pipeline-nf is a portable, fully containerized, modular Nextflow DSL2 workflow that generates single-molecule consensus sequences from UMI-tagged nanopore amplicon data and scales linearly from single samples to large cohorts.
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Has reproduction · 79
RetroSnake: A modular pipeline to detect human endogenous retroviruses in genome sequencing data.
PMID 36339261 · PMC9626663 · iScience · 2022 · 8 claims · 4 setups
RetroSnake is an end-to-end, modular, computationally efficient Snakemake pipeline for detecting HERV-K insertions in short-read NGS data, from raw alignment files to an annotated interactive HTML report
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Has reproduction · 50
MoDLE: high-performance stochastic modeling of DNA loop extrusion interactions.
PMID 36451166 · PMC9710047 · Genome biology · 2022 · 8 claims · 6 setups
MoDLE is a high-performance stochastic model/software for simulating DNA-DNA contacts generated by loop extrusion genome-wide
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Has reproduction · 73
Genetic polyploid phasing from low-depth progeny samples.
PMID 35692633 · PMC9184567 · iScience · 2022 · 8 claims · 7 setups
WH-PPG phases polyploid parental samples by scoring informative variant pairs with a Bayesian log-likelihood model of progeny allele depths, clustering alleles by co-occurrence likelihood, and assigning clusters to haplotypes via interval scheduling
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Alpseq: an open-source workflow to turbocharge nanobody discovery with high-throughput sequencing.
PMID 41631412 · PMC12885427 · mAbs · 2026 · 8 claims · 8 setups
alpseq is an open-source, end-to-end workflow combining a PCR-free sequencing library prep protocol with a Nextflow pre-processing pipeline and an R-based analysis/reporting module for nanobody NGS data.
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Detecting unannotated splicing events in short-read RNA-seq with SAMI, a UMI-aware Nextflow pipeline.
PMID 42166739 · PMC13242923 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups
SAMI is a UMI-aware, Singularity-contained Nextflow pipeline that detects splicing events diverging from transcript annotations directly from raw FASTQ files.
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nf-core/crisprseq: a versatile pipeline for comprehensive analysis of CRISPR gene editing and screening assays.
PMID 41551929 · PMC12805889 · NAR genomics and bioinformatics · 2026 · 8 claims · 5 setups
nf-core/crisprseq is the first generic pipeline enabling analysis of the broad spectrum of CRISPR designs, from targeted gene edits (KO, KI, BE, PE) to large-scale functional screens
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Ensembl 2007.
PMID 17148474 · PMC1761443 · Nucleic acids research · 2007 · 8 claims · 7 setups
Ensembl added 18 new chordate genomes this year, increasing total genomes available from 15 to 33, the largest yearly increase to date.