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).

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• Involvement of potential pathways in malignant transformation from oral leukoplakia to oral squamous cell carcinoma revealed by proteomic analysis.

  PMID 19691830 · PMC2746235 · BMC genomics · 2009 · 7 claims · 6 setups

  Full-text index only

  85 proteins are differentially and consistently expressed (>2-fold change, P<0.05) between paired OLK and OSCC tissues, including 52 up-regulated and 33 down-regulated proteins

  paired list differentially oscc 2-de gene interaction

• 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

• Large-scale and high-confidence proteomic analysis of human seminal plasma.

  PMID 16709260 · PMC1779515 · Genome biology · 2006 · 8 claims · 6 setups

  Full-text index only

  923 proteins were identified with high confidence in seminal plasma from a single individual, combining results from three ejaculate samples

  seminal same list combined sds-page database decoy

• Recent additions and improvements to the Onto-Tools.

  PMID 15980579 · PMC1160233 · Nucleic acids research · 2005 · 7 claims · 3 setups

  Full-text index only

  The Onto-Tools back-end database was redesigned around the Entrez Gene data model after NCBI phased out LocusLink in February 2005.

  homo example mus functional pathway cross-database

• taxize: taxonomic search and retrieval in R.

  PMID 24555091 · PMC3901538 · F1000Research · 2013 · 8 claims · 8 setups

  Has reproduction · 30

  taxize is an open-source R package (on CRAN) giving simple programmatic access to taxonomic data from 13 web data sources.

  package session name identifier upstream

• Computational disease gene identification: a concert of methods prioritizes type 2 diabetes and obesity candidate genes.

  PMID 16757574 · PMC1475747 · Nucleic acids research · 2006 · 6 claims · 8 setups

  Full-text index only

  Applying seven independent computational disease-gene prioritization methods in concert to 9556 positional candidate genes identifies a prioritized set of likely T2D and obesity candidate genes

  pubmed genes same randomly geneseeker evoc disease

• LIMPIC: a computational method for the separation of protein MALDI-TOF-MS signals from noise.

  PMID 17386085 · PMC1847688 · BMC bioinformatics · 2007 · 7 claims · 4 setups

  Full-text index only

  LIMPIC is a computational method for detecting protein peaks from linear-mode MALDI-TOF-MS data using background noise reduction and baseline removal followed by non-uniform threshold peak detection and multi-spectra detection-rate classification.

  in-vitro plasma maldi-tof signal baseline

• GoMiner: a resource for biological interpretation of genomic and proteomic data.

  PMID 12702209 · PMC154579 · Genome biology · 2003 · 8 claims · 4 setups

  Full-text index only

  GoMiner organizes 'interesting' gene lists (e.g., differentially expressed genes) into the Gene Ontology hierarchy for biological interpretation, displaying results as both a tree and a directed acyclic graph (DAG).

  du145 gene gominer cdna flow category

• Speeding disease gene discovery by sequence based candidate prioritization.

  PMID 15766383 · PMC1274252 · BMC bioinformatics · 2005 · 7 claims · 8 setups

  Full-text index only

  Disease genes (OMIM) differ significantly from non-disease genes in sequence-based features including gene/cDNA/protein size, exon number, homolog conservation, secretion signal, 3' UTR length, CpG islands, and distance to nearest gene.

  ensembl training same hgmd comparative machine tenfold

• 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

• Identifying and classifying trait linked polymorphisms in non-reference species by walking coloured de bruijn graphs.

  PMID 23536903 · PMC3607606 · PloS one · 2013 · 8 claims · 9 setups

  Has reproduction · 45

  Bubbleparse detects sequence variants directly from NGS reads without a reference genome, using the coloured de Bruijn graph implementation of Cortex plus a new depth-first bubble-finding module.

  arabidopsis bubbleparse escherichia col-0 reference-free alignment-based sequence