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).

• Vertebrate gene finding from multiple-species alignments using a two-level strategy.

  PMID 16925840 · PMC1810555 · Genome biology · 2006 · 8 claims · 5 setups

  Full-text index only

  DOGFISH cleanly separates a multi-species alignment classifier (RVM cascade) from an HMM-based structure predictor, avoiding tight coupling of alignment complexity with HMM formalism

  genomic encode entire chromosome multi-species hmm-based classifier

• Towards precise classification of cancers based on robust gene functional expression profiles.

  PMID 15774002 · PMC1274255 · BMC bioinformatics · 2005 · 6 claims · 7 setups

  Full-text index only

  Functional expression profiles (FEPs) achieve comparable or better classification performance than conventional gene expression profiles (GEPs) across four public microarray datasets

  nci60 lymphoma fep go-annotated cdna recursive hypergeometric

• Searching for interpretable rules for disease mutations: a simulated annealing bump hunting strategy.

  PMID 16984653 · PMC1618409 · BMC bioinformatics · 2006 · 8 claims · 6 setups

  Full-text index only

  The proposed feature set outperforms existing published feature sets for predicting effects of amino acid substitutions

  coli bacteriophage lac proteins svm simulated pearson

• CanPredict: a computational tool for predicting cancer-associated missense mutations.

  PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups

  Full-text index only

  CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated

  missense observed sjoblom refseq cross-validation recurrence comparative

• SNAP predicts effect of mutations on protein function.

  PMID 18757876 · PMC2562009 · Bioinformatics (Oxford, England) · 2008 · 8 claims · 3 setups

  Full-text index only

  SNAP is a publicly available web-server implementation predicting functional effects (neutral/non-neutral) of single amino acid substitutions.

  mutant insulin neural alanine mutation

• Structural evolution of the protein kinase-like superfamily.

  PMID 16244704 · PMC1261164 · PLoS computational biology · 2005 · 8 claims · 5 setups

  Full-text index only

  All kinases in the superfamily share a 'universal core' domain consisting only of the regions required for ATP binding and the phosphotransfer reaction.

  bank representative same kinase comparative manual structure-annotated

• The vertebrate genome annotation (Vega) database.

  PMID 18003653 · PMC2238886 · Nucleic acids research · 2008 · 8 claims · 8 setups

  Full-text index only

  Vega is a database for viewing manual genome annotation of human, mouse and zebrafish genomic sequences produced at the Wellcome Trust Sanger Institute.

  genome zebrafish pig nod manual comparative transcript

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 7 setups

  Has reproduction

  A ResNet classifier built on a 10-gene metabolic signature distinguishes all thyroid cancer differentiation states with ~92.7% average accuracy.

  fuscc epithelial aggregated untargeted whole-exome bulk

• In silico analysis of missense substitutions using sequence-alignment based methods.

  PMID 18951440 · PMC3431198 · Human mutation · 2008 · 8 claims · 7 setups

  Full-text index only

  Carefully validated PMSA-based computational algorithms can achieve predictive values of ~75-95% for classifying missense substitutions as pathogenic or neutral.

  clinically sequence curated deep blosum62 sift align-gvgd

• Distribution and effects of nonsense polymorphisms in human genes.

  PMID 18852891 · PMC2561068 · PloS one · 2008 · 8 claims · 8 setups

  Full-text index only

  Nonsense SNPs occur at a lower density than nonsynonymous SNPs, indicating stronger purifying selection against premature stop codons than amino acid changes.

  genome genes nonsense snps genome-wide snp codon

• BRENDA, AMENDA and FRENDA: the enzyme information system in 2007.

  PMID 17202167 · PMC1899097 · Nucleic acids research · 2007 · 7 claims · 6 setups

  Full-text index only

  BRENDA is the largest publicly available enzyme information system worldwide, manually curated from primary literature and covering all identified enzymes regardless of source.

  pubmed randomly enzyme full text-mining manual transmembrane

• Inferring a spatial code of cell-cell interactions across a whole animal body.

  PMID 36395331 · PMC9714814 · PLoS computational biology · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  cell2cell computes cell-cell interaction (CCI) potential using a novel modified Bray-Curtis score based on complementary coexpression of ligand-receptor pairs between cells

  elegans computational single-cell random genetic

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Data-driven, high-dimensional ML approaches that learn multivariate signatures directly from genome-wide transcriptomic data (no prior gene selection) yield accurate and robust AML classifiers.

  peripheral pbmc datasets hg-u133 gene bulk machine

• Recent segmental and gene duplications in the mouse genome.

  PMID 12914656 · PMC193640 · Genome biology · 2003 · 8 claims · 8 setups

  Full-text index only

  33.6 Mb (1.2%) of the February 2003 mouse genome assembly (2,695 Mb) is involved in recent segmental duplications

  genome gene ensembl-annotated chromosome pairwise gene blat

• Consolidating the set of known human protein-protein interactions in preparation for large-scale mapping of the human interactome.

  PMID 15892868 · PMC1175952 · Genome biology · 2005 · 8 claims · 6 setups

  Full-text index only

  Two quantitative benchmarks (functional-annotation-based and physical-interaction-based log likelihood ratio scores) can measure relative accuracy of human PPI datasets

  medline annotated interactions consolidated conditional co-citation bayesian

• Systematic identification of pseudogenes through whole genome expression evidence profiling.

  PMID 16945953 · PMC1636364 · Nucleic acids research · 2006 · 8 claims · 8 setups

  Full-text index only

  Developed a novel bioinformatics method that identifies pseudogenes by profiling whole-genome transcript and protein expression evidence

  genome ensembl vega celera spliced protein-to-genome pseudogene

• Gene-centric characteristics of genome-wide association studies.

  PMID 18060058 · PMC2092383 · PloS one · 2007 · 8 claims · 5 setups

  Full-text index only

  High-density SNP chips using either direct or indirect selection approaches provide very high coverage in genic regions and capture most known common disease variants under the HapMap framework.

  phase omim snps snp disease genomic

• Low conservation and species-specific evolution of alternative splicing in humans and mice: comparative genomics analysis using well-annotated full-length cDNAs.

  PMID 18838389 · PMC2582632 · Nucleic acids research · 2008 · 7 claims · 8 setups

  Full-text index only

  Although 86% of individual human exons are conserved in the mouse genome, only a small fraction (431/20392, ~2%) of human AS variants are perfectly conserved AS variants in mice.

  genome full-length ~3x10^7 isoform whole-genome full-length polysome

• Evolutionary trace annotation of protein function in the structural proteome.

  PMID 20036248 · PMC2831211 · Journal of molecular biology · 2010 · 8 claims · 7 setups

  Full-text index only

  ET-ranked residue clusters can be used to build 3D templates that predict GO function in enzymes and non-enzymes alike, without prior knowledge of functional mechanism.

  structural pdb pairs annotated evolutionary template support

• Genomic capacities for Reactive Oxygen Species metabolism across marine phytoplankton.

  PMID 37098087 · PMC10128935 · PloS one · 2023 · 8 claims · 3 setups

  Has reproduction · 38

  Genes encoding superoxide (O2•−) scavenging are ubiquitous across phytoplankton, but their fractional gene allocation decreases with increasing cell radius, consistent with a nearly fixed core gene set.

  diverse annotated same comparative enzyme trait