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).

• A workflow reproducibility scale for automatic validation of biological interpretation results.

  PMID 37150537 · PMC10164546 · GigaScience · 2022 · 8 claims · 4 setups

  Has reproduction · 100

  Comparing output files by checksum alone is insufficient to verify reproducibility, since checksums can differ even when the underlying biological interpretation is unchanged

  nf-core sam vcf workflow checksum biological workflow

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 83

  Non-reproducibility is a common problem in biomarker discovery: independently derived biomarker sets for the same phenotype frequently share very few features across studies

  gse7390 geo ega tcga-brca t-test-based reproducibility genome-wide

• A Statistical Framework for Measuring Reproducibility and Replicability of High-Throughput Experiments From Multiple Sources.

  PMID 41636474 · PMC12871010 · Statistics in medicine · 2026 · 8 claims · 3 setups

  Full-text index only

  nestedIDR, a nested copula mixture model, extends the IDR framework to multi-lab studies by jointly modeling within-lab reproducibility and between-lab replicability

  simulated encode seqc simulation chip-seq rna-seq

• Beyond blacklists: a critical assessment of exclusion set generation strategies and alternative approaches.

  PMID 41826793 · PMC13020910 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

  Full-text index only

  Pre-generated Blacklist exclusion sets were difficult to reproduce due to sensitivity to input BAM data, aligner choice, and read length

  hg38 gm12878 gse235167 syo-1 chip-seq rna-seq atac-seq

• DMN-seq enriches DNA hypomethylated regions for biomarker discovery using 5-methylcytosine glycosylase.

  PMID 41673887 · PMC13097799 · Genome biology · 2026 · 8 claims · 9 setups

  Has reproduction · 80

  DMN-seq (DMN+) uses DME to nick DNA specifically at 5mC sites, enabling 5mC detection at single-base resolution via selective adaptor ligation

  synthetic partially embryonic mesc glycosylase dmn-seq ultrafast

• Single-cell transcriptional dynamics of flavivirus infection.

  PMID 29451494 · PMC5826272 · eLife · 2018 · 8 claims · 7 setups

  Has reproduction · 90

  viscRNA-Seq, a modified Smart-seq2 protocol with an added virus-specific capture oligo, enables simultaneous quantification of host mRNA and intracellular viral RNA from the same single cell.

  huh7 viscrna-seq qpcr gene

• TriticeaeExpDB: a centralized transcriptomic resource for Triticeae research.

  PMID 41656232 · PMC12983667 · BMC genomics · 2026 · 8 claims · 8 setups

  Full-text index only

  TriticeaeExpDB integrates and uniformly reprocesses >10,000 (11,016) RNA-seq samples from 528 BioProjects/studies across 17 Triticeae species

  triticeae rna-seq user-selected user-supplied bulk biological differential

• Comparison of RNA-Seq by poly (A) capture, ribosomal RNA depletion, and DNA microarray for expression profiling.

  PMID 24888378 · PMC4070569 · BMC genomics · 2014 · 8 claims · 8 setups

  Has reproduction · 77

  Ribo-Zero-Seq removes rRNA with efficiency comparable to poly(A)-based mRNA-Seq in both FF and FFPE RNA, whereas DSN-Seq leaves significantly more rRNA and shows greater variation.

  fresh-frozen ffpe breast unc microarray mrna-seq ribo-zero-seq

• Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor-Treg crosstalk in castration-resistant prostate cancer.

  PMID 41710887 · PMC12909565 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  Higher EZH2 expression is associated with adverse clinical outcomes in bulk PCa/CRPC cohorts

  tcga-prad su2c gse264573 gse137829 bulk scrna-seq ligand-receptor

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• BLIT: an R package for seamless integration of command-line bioinformatics tool universe.

  PMID 42164079 · PMC13183670 · Bioinformatics advances · 2026 · 8 claims · 5 setups

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  BLIT provides a unified R6-based framework for seamless integration of command-line bioinformatics tools within R, replacing fragile string-based system() calls.

  core circrna clinical europe unit pipeline production