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).

• 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

• Functional coverage of the human genome by existing structures, structural genomics targets, and homology models.

  PMID 16118666 · PMC1188274 · PLoS computational biology · 2005 · 8 claims · 5 setups

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  Existing PDB structures provide single-domain coverage for 37% of functional classes in the human genome and complete (whole-protein) structure coverage for 25%.

  genome functional registered omim comparative kendall's homology

• Prediction by graph theoretic measures of structural effects in proteins arising from non-synonymous single nucleotide polymorphisms.

  PMID 18654622 · PMC2447880 · PLoS computational biology · 2008 · 8 claims · 5 setups

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  Bongo identifies mutations causing local and global structural effects with a remarkably low false positive rate

  p53 1bpi mutations disease-associated graph correlation structural

• Nature of protein family signatures: insights from singular value analysis of position-specific scoring matrices.

  PMID 18398479 · PMC2276316 · PloS one · 2008 · 8 claims · 6 setups

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  The first singular component of a PSSM acts to disfavor substitutions, penalizing potentially functionally important residues at conserved sites more severely.

  representative pfam pdb right psi-blast hidden singular

• Structure SNP (StSNP): a web server for mapping and modeling nsSNPs on protein structures with linkage to metabolic pathways.

  PMID 17537826 · PMC1933130 · Nucleic acids research · 2007 · 7 claims · 5 setups

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  StSNP integrates dbSNP, PDB, KEGG, and NCBI Entrez data into a single web server for nsSNP analysis

  glutathione aldehyde sequences dbsnp comparative sequence-structure database

• How to find soluble proteins: a comprehensive analysis of alpha/beta hydrolases for recombinant expression in E. coli.

  PMID 15804363 · PMC1079826 · BMC genomics · 2005 · 7 claims · 7 setups

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  Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily

  lipase bacterial small genera cv-cv correlation grouped

• 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

• Machine learning reveals microbial interactions driving plastic degradation across plastisphere environments.

  PMID 41657981 · PMC12876002 · Frontiers in microbiology · 2025 · 6 claims · 7 setups

  Has reproduction · 87

  Wastewater plastispheres harbor the most diverse and compositionally even microbial communities among the three habitats.

  ocean wastewater surface plastisphere 16s alpha beta

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

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  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology