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).

• Representing and querying disease networks using graph databases.

  PMID 27462371 · PMC4960687 · BioData mining · 2016 · 7 claims · 8 setups

  Has reproduction · 77

  Graph databases are well suited for representing biological information because it is typically highly connected, semi-structured and unpredictable, unlike relational databases which require rigid schemas.

  uniprot proteins tissues asthma all-vs-all protein-protein metabolic

• Analysis of protein sequence and interaction data for candidate disease gene prediction.

  PMID 17020920 · PMC1636487 · Nucleic acids research · 2006 · 8 claims · 7 setups

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  Combining CPS and CMP using known disease genes as input achieves sensitivity 0.52 and specificity 0.97, reducing candidate lists 13-fold

  ophid biocarta kegg pfam-annotated common benchmarking multiple-interval

• Structure of protein interaction networks and their implications on drug design.

  PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups

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  Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.

  budding pin yeast protein-protein graph-theoretic gene

• Proteomics data repositories.

  PMID 19795424 · PMC2908408 · Proteomics · 2009 · 5 claims · 5 setups

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  The YRC Public Data Repository (YRC PDR) provides a single unified interface disseminating multi-technology proteomics data (mass spectrometry, yeast two-hybrid, fluorescence microscopy, structure prediction) linked to protein annotations from many source databases.

  multi-organism yeast proteomes cerevisiae tandem yeast fluorescence

• Ontological visualization of protein-protein interactions.

  PMID 15707487 · PMC550656 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  Aggregating independently made GO 'protein binding' (IPI) annotations reveals larger, previously undescribed mouse protein-protein interaction networks

  gene interacting interaction annotation yeast co-immunoprecipitation

• Building disease-specific drug-protein connectivity maps from molecular interaction networks and PubMed abstracts.

  PMID 19649302 · PMC2709445 · PLoS computational biology · 2009 · 7 claims · 4 setups

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  A computational framework can build disease-specific drug-protein connectivity maps by integrating protein interaction networks and PubMed literature mining, without gene expression profiles from drug perturbation experiments

  seed ad-related retrieved combined protein-protein network-based pubmed

• Predicting candidate genes for human deafness disorders: a bioinformatics approach.

  PMID 16854223 · PMC1564145 · BMC genomics · 2006 · 8 claims · 4 setups

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  A bioinformatic approach combining expression databases and protein interaction data narrows ~2400 candidate genes across deafness loci to a manageable set of candidates.

  genomic developing proteins positional expression protein-protein

• Oligomeric protein structure networks: insights into protein-protein interactions.

  PMID 16336694 · PMC1326230 · BMC bioinformatics · 2005 · 8 claims · 6 setups

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  Interface amino acid clusters identified at Imin=6% correlate well with residues losing accessible surface area (δASA) upon oligomerization

  non-redundant same known complexes structure hub comparison

• The role of positive selection in determining the molecular cause of species differences in disease.

  PMID 18837980 · PMC2576240 · BMC evolutionary biology · 2008 · 8 claims · 6 setups

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  Genes predicted to be under positive selection during human evolution are implicated in diseases (epithelial cancers, schizophrenia, autoimmune diseases, Alzheimer's disease) that differ in prevalence and symptomatology between humans and other mammals

  orthologous omim meta-database panther comparative disease protein-protein

• Systems integration of biodefense omics data for analysis of pathogen-host interactions and identification of potential targets.

  PMID 19779614 · PMC2745575 · PloS one · 2009 · 8 claims · 8 setups

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  A protein-centric data integration approach (Master Protein Directory) enables integration and mining of heterogeneous pathogen-host omics data across multiple research centers

  macrophage hela vaccinia bacillus gene protein-protein comparative

• Identification of Proteins Deregulated by Platinum-Based Chemotherapy as Novel Biomarkers and Therapeutic Targets in Non-Small Cell Lung Cancer.

  PMID 33777753 · PMC7991912 · Frontiers in oncology · 2021 · 7 claims · 8 setups

  Has reproduction · 81

  Cisplatin exposure induces significant deregulation of protein expression networks in NSCLC cells

  h460 nsclc swath-ms western machine

• Integrated proteomic and transcriptomic profiling of mouse lung development and Nmyc target genes.

  PMID 17486137 · PMC2673710 · Molecular systems biology · 2007 · 8 claims · 7 setups

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  Global MudPIT-based proteomic profiling across six mouse lung developmental time points (E13.5–P56) identifies thousands of proteins and captures developmental/cell-biological expression patterns.

  lung analysis embryonic homologues shotgun microarray k-nearest

• Predicting deleterious nsSNPs: an analysis of sequence and structural attributes.

  PMID 16630345 · PMC1489951 · BMC bioinformatics · 2006 · 8 claims · 7 setups

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  Sequence conservation (PSIC score difference) at the nsSNP position is the single most useful attribute for predicting deleterious vs neutral status.

  swissprot nssnp-containing nssnps machine single-attribute sequence

• Identification of the proliferation/differentiation switch in the cellular network of multicellular organisms.

  PMID 17166053 · PMC1664705 · PLoS computational biology · 2006 · 8 claims · 8 setups

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  Integrating interactome and transcriptome data reveals a pair of transcriptionally anticorrelated network modules (P and D) each comprising hundreds of genes, present across individuals and species.

  postmortem genes gene proteins microarray protein-protein hierarchical

• Detecting tipping points of complex diseases by network information entropy.

  PMID 38960408 · PMC11221888 · Briefings in bioinformatics · 2024 · 8 claims · 4 setups

  Has reproduction · 78

  NIEE can detect critical states or tipping points in diverse data types, including bulk and single-sample expression data

  real stringdb individual genes network background sample-specific

• Systematic review of human post-mortem immunohistochemical studies and bioinformatics analyses unveil the complexity of astrocyte reaction in Alzheimer's disease.

  PMID 34297416 · PMC8766893 · Neuropathology and applied neurobiology · 2022 · 8 claims · 5 setups

  Has reproduction · 92

  Systematic review of 306 eligible articles identified 196 distinct proteins constituting the ADRA (AD reactive astrocyte) protein set

  post-mortem adra immunohistochemistry protein-protein pathway

• The Proteomic Code: a molecular recognition code for proteins.

  PMID 17999762 · PMC2206014 · Theoretical biology & medical modelling · 2007 · 8 claims · 8 setups

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  The Proteomic Code is a set of rules by which genetic information is transferred into the physico-chemical properties of amino acids, determining protein-protein interactions and folding; it is part of the redundant Genetic Code.

  anti-peptide sequence exon smooth radioimmunoassay pairwise genome-wide

• PolySearch: a web-based text mining system for extracting relationships between human diseases, genes, mutations, drugs and metabolites.

  PMID 18487273 · PMC2447794 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  PolySearch supports more than 50 different classes of queries against nearly a dozen types of text, abstract, or bioinformatic databases

  manually biomedical text feature real-life

• MCPmed: a call for Model Context Protocol-enabled bioinformatics web services for LLM-driven discovery.

  PMID 41729821 · PMC12927880 · Briefings in bioinformatics · 2026 · 8 claims · 3 setups

  Has reproduction · 80

  Adapting MCP to bioinformatics web server backends provides a standardized, machine-actionable semantic layer that associates API endpoints with scientific concepts and metadata.

  geo string ucsc mcp

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein