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).

• Information extraction from full text scientific articles: where are the keywords?

  PMID 12775220 · PMC166134 · BMC bioinformatics · 2003 · 8 claims · 5 setups

  Full-text index only

  The keyword content of the five article sections (A, I, M, R, D) is heterogeneous, i.e., different sections carry different kinds of information.

  corpus same articles keyword validation qualitative

• SuperCYP: a comprehensive database on Cytochrome P450 enzymes including a tool for analysis of CYP-drug interactions.

  PMID 19934256 · PMC2808967 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  SuperCYP is a comprehensive relational database aggregating CYP enzyme, drug metabolism, SNP/mutation, and structural information from literature and web resources.

  scientific pubmed cyp-drug cyp text mutation manual

• Differential analysis of RNA structure probing experiments at nucleotide resolution: uncovering regulatory functions of RNA structure.

  PMID 35869080 · PMC9307511 · Nature communications · 2022 · 7 claims · 4 setups

  Has reproduction · 80

  DiffScan is a computational framework combining a Normalization module and a Scan module to identify SVRs at nucleotide resolution from SP data.

  transcripts platforms bacillus multi-subcellular simulated negative benchmark

• Columba: an integrated database of proteins, structures, and annotations.

  PMID 15801979 · PMC1087474 · BMC bioinformatics · 2005 · 8 claims · 6 setups

  Full-text index only

  COLUMBA physically integrates data from twelve protein structure-related databases (PDB, KEGG, Swiss-Prot, CATH, SCOP, Gene Ontology, ENZYME, etc.) into a single PostgreSQL data warehouse.

  pdb database sequence secondary

• Systems biology in human health and disease.

  PMID 17893698 · PMC2013921 · Molecular systems biology · 2007 · 8 claims · 5 setups

  Full-text index only

  High-throughput quantitative proteomics of signaling networks (e.g., HER2 overexpression) can be correlated with biological responses like proliferation and migration to better understand pathways deregulated in cancer.

  her2 biological prostate model quantitative combinatorial genome-wide

• An integrated database-pipeline system for studying single nucleotide polymorphisms and diseases.

  PMID 19091018 · PMC2638159 · BMC bioinformatics · 2008 · 6 claims · 5 setups

  Full-text index only

  Existing SNP/disease databases are fragmented; no combined resource widely supports gene-, SNP-, and disease-related information together

  private disease uniprot snps database controlled sequence

• Seeded Bayesian Networks: constructing genetic networks from microarray data.

  PMID 18601736 · PMC2474592 · BMC systems biology · 2008 · 8 claims · 4 setups

  Full-text index only

  Seeding Bayesian Network analysis with prior networks derived from literature and/or PPI data improves recovery of known gene-gene interactions compared to BN analysis without a seed

  leukemia interactome pubmed-indexed computational microarray yeast literature

• Systematic assessment of pathway databases, based on a diverse collection of user-submitted experiments.

  PMID 36088548 · PMC9487593 · Briefings in bioinformatics · 2022 · 8 claims · 6 setups

  Has reproduction · 94

  Well-established, hierarchically organized pathway annotation systems (e.g. GO, Reactome, KEGG) yield the best overall enrichment performance despite covering much of the human genome only in general terms.

  user-submitted string pubmed protein-coding gene hierarchical text-mining

• Single-Cell Differential Network Analysis with Sparse Bayesian Factor Models.

  PMID 35186014 · PMC8855158 · Frontiers in genetics · 2021 · 8 claims · 2 setups

  Has reproduction · 85

  A hierarchical Bayesian factor model using treatment-dependent latent factor loadings can construct gene co-expression networks from scRNA-seq data and identify differences in network structure between two (or more) biological conditions.

  simulated sars-cov-2 scrna-seq

• Prediction, syntax and semantic grounding in the brain and large language models.

  PMID 41807493 · PMC12979642 · Scientific reports · 2026 · 8 claims · 6 setups

  Has reproduction · 86

  Nouns show significant pre-onset neural activity, suggesting enhanced anticipatory processing of this word class.

  healthy cortex german pre-trained magnetoencephalography electroencephalography source

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned