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).

• miRge3.0: a comprehensive microRNA and tRF sequencing analysis pipeline.

  PMID 34308351 · PMC8294687 · NAR genomics and bioinformatics · 2021 · 6 claims · 5 setups

  Has reproduction

  miRge3.0 with 12 CPUs consistently has the best execution speed compared to miRge2.0, Chimira and sRNAbench

  sra synthetic qiagen small small umi differential

• IsomiR_Window: a system for analyzing small-RNA-seq data in an integrative and user-friendly manner.

  PMID 33522913 · PMC7852101 · BMC bioinformatics · 2021 · 8 claims · 2 setups

  Has reproduction · 78

  IsomiR Window is an integrated, user-friendly platform that systematically identifies, quantifies, and functionally explores isomiR expression in small-RNA-seq datasets without requiring computational skills

  simulated basal small-rna-seq

• 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

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• 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

• SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.

  PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups

  Has reproduction · 81

  SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation

  amyotrophic breast coronavirus st-elevation rna-seq comparative

• miRge 2.0 for comprehensive analysis of microRNA sequencing data.

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

  Has reproduction · 89

  miRge 2.0 introduces a novel SVM-based miRNA detection method using both hairpin structure and isomiR composition, yielding higher specificity for miRNA identification

  pooled colon datasets small a-to-i novel

• Community assessment of methods to deconvolve cellular composition from bulk gene expression.

  PMID 39191725 · PMC11350143 · Nature communications · 2024 · 8 claims · 4 setups

  Has reproduction · 63

  Most deconvolution methods accurately predict coarse-grained immune/stromal cell populations from bulk expression.

  admixtures cancer tumor bulk bulk admixture crowdsourced

• RummaGEO: Automatic mining of human and mouse gene sets from GEO.

  PMID 39569206 · PMC11573963 · Patterns (New York, N.Y.) · 2024 · 8 claims · 7 setups

  Has reproduction · 63

  RummaGEO is a gene expression signature search engine built from automatically mined human and mouse RNA-seq perturbation studies in GEO

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• Generative and integrative modeling for transcriptomics with formalin fixed paraffin embedded material.

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 5 setups

  Has reproduction · 67

  fRNA-seq transcript counts are best fit by the negative binomial distribution, with little evidence supporting zero-inflated extensions

  compendium frna-seq nb-generated breast ffpe distribution synthetic

• 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

• Viewing RNA-seq data on the entire human genome.

  PMID 28979763 · PMC5605993 · F1000Research · 2017 · 6 claims · 3 setups

  Has reproduction · 50

  RNA-Seq Viewer is a web application that visualizes genome-wide expression data from NCBI's SRA and GEO databases using an ideogram across the entire human genome.

  homo genome chrome rna-seq genomic web-page

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes by a discriminative index (DI) score representing classification power for distinguishing given groups, enabling intuitive selection of optimal biomarker genes.

  tcga melanoma lung head bulk single-cell rna-seq

• An extensive evaluation of read trimming effects on Illumina NGS data analysis.

  PMID 24376861 · PMC3871669 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 85

  Read trimming increases the quality and reliability of downstream NGS analyses (RNA-Seq mapping, SNP identification, genome assembly) while reducing execution time and computational resources.

  homo arabidopsis prunus saccharomyces rna-seq snp novo

• LaSSO, a strategy for genome-wide mapping of intronic lariats and branch points using RNA-seq.

  PMID 24709818 · PMC4079972 · Genome research · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  LaSSO (Lariat Sequence Site Origin) identifies intronic lariat reads and pinpoints branch points genome-wide from RNA-seq data by considering every intronic base as a potential branch point and including all possible exon-skipping lariats.

  schizosaccharomyces pombe rna-seq lasso lariat-specific

• 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

• Systematic and computational identification of Androctonus crassicauda long non-coding RNAs.

  PMID 33633149 · PMC7907363 · Scientific reports · 2021 · 7 claims · 7 setups

  Has reproduction · 71

  A custom ECF pipeline identified 13,401 lncRNAs in the A. crassicauda transcriptome (12,642 novel, 759 known).

  androctonus crassicauda paired-end coding homology

• annotate_my_genomes: an easy-to-use pipeline to improve genome annotation and uncover neglected genes by hybrid RNA sequencing.

  PMID 36472574 · PMC9724561 · GigaScience · 2022 · 7 claims · 8 setups

  Has reproduction · 78

  annotate_my_genomes is an easy-to-use genome-guided pipeline that uses hybrid (PacBio+Illumina) assembled transcripts to distinguish coding genes from long non-coding RNAs and reconcile them with prior annotations.

  chick real simulated pacbio illumina hybrid

• 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

• Foster thy young: enhanced prediction of orphan genes in assembled genomes.

  PMID 34928390 · PMC9023268 · Nucleic acids research · 2022 · 7 claims · 8 setups

  Has reproduction · 84

  Each of the five gene-prediction pipelines under-predicts orphan genes, with detection as low as 11% under one prediction scenario.

  arabidopsis saccharomyces oryza direct braker maker

• Statistical framework for calling allelic imbalance in high-throughput sequencing data.

  PMID 39966391 · PMC11836314 · Nature communications · 2025 · 8 claims · 6 setups

  Has reproduction · 89

  MIXALIME is a versatile computational framework for calling allele-specific variants (ASVs) from diverse high-throughput omics data

  wa01 left heart chip-seq rna-seq cage-seq