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).

• Metappuccino: large language model-driven reconstruction of sequence read archive metadata for cancer research.

  PMID 42057294 · PMC13148957 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

  Full-text index only

  Metappuccino reconstructs 19 metadata classes by combining deterministic rule-based extraction/normalization (for explicit context) with LoRA-specialized Mistral-7B-Instruct completion (for missing/ambiguous fields)

  ncbi sra metadata llm-based rule-based

• GeMI: interactive interface for transformer-based Genomic Metadata Integration.

  PMID 35657113 · PMC9216561 · Database : the journal of biological databases and curation · 2022 · 8 claims · 5 setups

  Has reproduction · 64

  GeMI is a web tool that uses a fine-tuned GPT2 model to extract 15 structured key-value attributes from free-text GEO sample metadata.

  cistrome encode geo fine-tuned manual batch transformer-based

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.

  hm450k geo seven dnam beadarray regular-expression-based

• Human-scATAC-Corpus: a comprehensive database of scATAC-seq data.

  PMID 41296545 · PMC12807747 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  Human-scATAC-Corpus is a comprehensive database of human scATAC-seq data comprising 5,407,621 cells from 35 datasets across 37 tissues or cell lines

  tissues scatac-seq five subset scatac-seq genome unified

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

  PMID 41029822 · PMC12486589 · Journal of translational medicine · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  The negative binomial distribution best fits fRNA-seq transcript counts, with little evidence supporting zero-inflated extensions

  compendium ffpe simulated frna-seq statistical bulk integrity

• Water mass specific genes dominate the Southern Ocean microbiome.

  PMID 41803086 · PMC12972064 · Nature communications · 2026 · 8 claims · 8 setups

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  The Southern Ocean microbial gene catalog is highly original and largely distinct from existing marine gene catalogs

  seawater ace tara polar-specific shotgun comparative agnostos