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).

• Random amino acid mutations and protein misfolding lead to Shannon limit in sequence-structure communication.

  PMID 18769673 · PMC2518838 · PloS one · 2008 · 8 claims · 6 setups

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  The protein sequence-structure map behaves as a noisy digital communication channel whose capacity C exceeds the transmission rate R for native structures, satisfying Shannon's noisy channel theorem

  chains pdbselect25 same single-domain statistical channel negative

• Spontaneous symmetry breaking in genome evolution.

  PMID 18367477 · PMC2377439 · Nucleic acids research · 2008 · 6 claims · 3 setups

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  Exon size distributions in sequenced genomes follow a lognormal pattern typical of a random Kolmogoroff fractioning process

  animal homo model genome-wide alternatively computational

• Using random walks to identify cancer-associated modules in expression data.

  PMID 24128261 · PMC4015830 · BioData mining · 2013 · 8 claims · 8 setups

  Has reproduction

  Walktrap-GM, a random-walk community detection algorithm adapted with stopping criteria (maximum modularity, maximum size, maximum module score), identifies modules significantly enriched with cancer genes in expression-weighted interaction networks.

  hepatocellular breast sporadic geo gene differential interaction

• Integrated analysis of genetic and proteomic data identifies biomarkers associated with adverse events following smallpox vaccination.

  PMID 18923431 · PMC2692715 · Genes and immunity · 2009 · 7 claims · 6 setups

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  A two-stage strategy (Random Forest filtering followed by decision tree modeling) can integrate categorical genetic and continuous proteomic data to identify biomarkers of AE risk

  ebv-transformed serum combined rf-filtered snp serum random

• A comparison of random sequence reads versus 16S rDNA sequences for estimating the biodiversity of a metagenomic library.

  PMID 18682527 · PMC2532719 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  Biodiversity observed by RSR analysis is consistent with that obtained by 16S rDNA analysis

  faecal rsr 16s sargasso shotgun blastn-based 16s

• The association of Alu repeats with the generation of potential AU-rich elements (ARE) at 3' untranslated regions.

  PMID 15610565 · PMC544599 · BMC genomics · 2004 · 6 claims · 4 setups

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  Alu repeats are a source of AREs at 3' UTRs of human mRNA, via poly-A regions of Alu generating complementary poly-T/poly-U regions that acquire regular adenine insertions to form ARE motifs.

  utr computationally are repeat positional

• Disease-aging network reveals significant roles of aging genes in connecting genetic diseases.

  PMID 19779549 · PMC2739292 · PLoS computational biology · 2009 · 8 claims · 8 setups

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  Human disease genes are much closer to aging genes in the PPI network than expected by chance

  protein-protein randomized dan aging network degree-conserved closeness

• The use of edge-betweenness clustering to investigate biological function in protein interaction networks.

  PMID 15740614 · PMC555937 · BMC bioinformatics · 2005 · 8 claims · 7 setups

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  Edge-Betweenness clustering separates protein interaction graphs into subgraphs whose GO term distributions show significant correlations, revealing biologically meaningful functional modules.

  interaction yeast edge-betweenness chi-squared robustness

• Predicting failure rate of PCR in large genomes.

  PMID 18492719 · PMC2441781 · Nucleic acids research · 2008 · 7 claims · 8 setups

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  The number of predicted primer-binding sites in genomic DNA is the most important factor determining PCR failure.

  genomic genome pcr combined large-scale exact-match mismatch-tolerant

• Integration of text- and data-mining using ontologies successfully selects disease gene candidates.

  PMID 15767279 · PMC1065256 · Nucleic acids research · 2005 · 7 claims · 6 setups

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  Integrating eVOC anatomical ontology-based text-mining of PubMed abstracts with data-mining of gene expression annotation successfully selects and prioritizes candidate disease genes

  biomedical refseq training independent text-mining data-mining candidate

• 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

• A genome-wide survey demonstrates widespread non-linear mRNA in expressed sequences from multiple species.

  PMID 16237125 · PMC1258171 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  A genome-wide computational survey identifies 245 genes in mammals (264 across six species) that produce RREO events in expressed sequences

  expressed representative random genes computational orf statistical

• Improving melanoma classification by integrating genetic and morphologic features.

  PMID 18532874 · PMC2408611 · PLoS medicine · 2008 · 7 claims · 5 setups

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  BRAF-mutant melanomas show distinct morphological features (upward migration and nesting of intraepidermal melanocytes, epidermal thickening, sharper lateral demarcation, larger/rounder/more pigmented tumor cells) compared to non-mutant melanomas

  archival same subset patients histopathological mutation quantitative

• Metagenomic analysis of respiratory tract DNA viral communities in cystic fibrosis and non-cystic fibrosis individuals.

  PMID 19816605 · PMC2756586 · PloS one · 2009 · 8 claims · 8 setups

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  CF phage communities are highly similar to each other, whereas Non-CF individuals have more distinct, variable phage communities reflecting transient environmental sampling

  sputum phage metagenomes inferred metagenomic functional diversity

• Functional copy-number alterations in cancer.

  PMID 18784837 · PMC2527508 · PloS one · 2008 · 8 claims · 3 setups

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  RAE is a comprehensive computational framework that robustly maps chromosomal alterations in tumor samples and statistically assesses their functional importance in cancer.

  pleomorphic hapmap large snp computational

• Genome-wide analysis of the human Alu Yb-lineage.

  PMID 15588477 · PMC3525081 · Human genomics · 2004 · 8 claims · 6 setups

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  1,733 Alu Yb-lineage elements are present on human autosomal chromosomes

  genome genomic non-human yb7 computational pcr-based pcr

• The distribution of SNPs in human gene regulatory regions.

  PMID 16209714 · PMC1260019 · BMC genomics · 2005 · 8 claims · 6 setups

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  SNPs occur with higher density closer to the transcriptional start site within gene promoter regions than in further upstream regions

  gene mammalian promoter experimentally genome-wide computational binding

• Bacteriophage Mu integration in yeast and mammalian genomes.

  PMID 18953026 · PMC2602771 · Nucleic acids research · 2008 · 8 claims · 8 setups

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  In vitro-assembled Mu transpososomes, delivered by electroporation, efficiently integrate marker genes into yeast, mouse ES, human HeLa, and human ES cell genomes

  cerevisiae ab2.2 hela fes29 electroporation southern transposition

• Conserved elements with potential to form polymorphic G-quadruplex structures in the first intron of human genes.

  PMID 18187510 · PMC2275096 · Nucleic acids research · 2008 · 8 claims · 6 setups

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  G-richness downstream of the TSS is strand-biased, concentrated on the nontemplate strand, with a peak at +200 to +300 bp

  refseq chicken random genome-wide quadparser regulatory

• Assessing the genomic evidence for conserved transcribed pseudogenes under selection.

  PMID 19754956 · PMC2753554 · BMC genomics · 2009 · 8 claims · 8 setups

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  1750 transcribed pseudogene annotations (TPAs) were identified in the human genome, ~11.5% of all human pseudogene annotations.

  genome rhesus vega-annotated tpas transcript-to-genome same synteny