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

• SNAP: predict effect of non-synonymous polymorphisms on function.

  PMID 17526529 · PMC1920242 · Nucleic acids research · 2007 · 7 claims · 8 setups

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  SNAP, a neural network-based method using sequence-derived information, predicts whether a non-synonymous SNP is neutral or non-neutral for protein function

  combined escherichia bacteriophage hiv-1 neural benchmark comparative

• Protein structure quality assessment based on the distance profiles of consecutive backbone Cα atoms.

  PMID 24555103 · PMC3892923 · F1000Research · 2013 · 8 claims · 8 setups

  Has reproduction · 71

  The distance between consecutive backbone Cα atoms in high-quality structures is normally distributed with mean 3.8 Å and standard deviation 0.04 Å, justifying a reference state in which all consecutive Cα atoms are 3.8 Å apart.

  top100h decoys i-tasser non-homologous statistical rdcc comparative

• The RCSB PDB information portal for structural genomics.

  PMID 16381872 · PMC1347482 · Nucleic acids research · 2006 · 7 claims · 5 setups

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  The RCSB PDB Structural Genomics Information Portal integrates three resources: Structural Genomics Initiatives, Targets (TargetDB/PepcDB), and Structures (functional coverage analysis).

  structural nih genome sequence target production

• Wiggle-predicting functionally flexible regions from primary sequence.

  PMID 16839194 · PMC1500818 · PLoS computational biology · 2006 · 7 claims · 6 setups

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  A GNM-derived, correlation-weighted 'FF score' can objectively define functionally flexible regions (FFRs) that match experimentally confirmed flexible/functional regions (hinges, recognition loops, catalytic loops).

  hiv bovine calmodulin nonredundant gaussian gnm support

• MutDB: update on development of tools for the biochemical analysis of genetic variation.

  PMID 17827212 · PMC2238958 · Nucleic acids research · 2008 · 7 claims · 5 setups

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  MutDB integrates dbSNP and Swiss-Prot genetic variation data with protein structural information, functional disruption prediction scores, and clinical phenotype links (OMIM, dbGAP)

  proteins mutdb nonsynonymous genes sequence web functional

• Columba: an integrated database of proteins, structures, and annotations.

  PMID 15801979 · PMC1087474 · BMC bioinformatics · 2005 · 8 claims · 6 setups

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  COLUMBA physically integrates data from twelve protein structure-related databases (PDB, KEGG, Swiss-Prot, CATH, SCOP, Gene Ontology, ENZYME, etc.) into a single PostgreSQL data warehouse.

  pdb database sequence secondary

• 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

• MACSIMS: multiple alignment of complete sequences information management system.

  PMID 16792820 · PMC1539025 · BMC bioinformatics · 2006 · 8 claims · 5 setups

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  MACSIMS is a multiple alignment-based information management system combining knowledge-based database mining with ab initio sequence predictions

  balibase-derived sequences same query automatic database initio

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

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  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence

• 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

• Sequence occurrence and structural uniqueness of a G-quadruplex in the human c-kit promoter.

  PMID 17720713 · PMC2034477 · Nucleic acids research · 2007 · 8 claims · 4 setups

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  The native 22-nt c-kit87 sequence occurs only once in the entire human genome.

  genome synthetic c-kit87 c-kit genome-wide circular molecular

• Comparative sequence analysis of leucine-rich repeats (LRRs) within vertebrate toll-like receptors.

  PMID 17517123 · PMC1899181 · BMC genomics · 2007 · 8 claims · 4 setups

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  A new method combining known LRR structures, multiple sequence alignment, and secondary structure prediction identifies and aligns LRRs in TLRs more accurately than PFAM/InterPro/SMART

  tlrs lrr-containing tlr2 mammalian comparative structural secondary

• TPRpred: a tool for prediction of TPR-, PPR- and SEL1-like repeats from protein sequences.

  PMID 17199898 · PMC1774580 · BMC bioinformatics · 2007 · 7 claims · 8 setups

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  TPRpred detects divergent/remote-homolog TPR repeat units that existing resources (Pfam, SMART, REP) fail to detect

  scop-derived malt nr-70 scop profile-based dali remote

• MODBASE, a database of annotated comparative protein structure models and associated resources.

  PMID 18948282 · PMC2686492 · Nucleic acids research · 2009 · 8 claims · 8 setups

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  MODBASE contains 5,152,695 reliable comparative protein structure models for 1,593,209 unique protein sequences.

  sequences chains template chain comparative pairwise ligand

• Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.

  PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups

  Has reproduction · 87

  TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.

  testseta bprna-new ts-inter individual jaccard pca ensemble

• Natural history of S-adenosylmethionine-binding proteins.

  PMID 16225687 · PMC1282579 · BMC structural biology · 2005 · 8 claims · 6 setups

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  The last universal common ancestor (LUCA) of cellular life had between 10 and 20 SAM-binding proteins from at least 5 fold classes

  arabidopsis nicotianamine rossmann-fold cyclopropane psi-blast pdbblast comparative

• 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

• Sequence and structure signatures of cancer mutation hotspots in protein kinases.

  PMID 19834613 · PMC2759519 · PloS one · 2009 · 8 claims · 6 setups

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  Developed CKMD (Composite Kinase Mutation Database), an integrated bioinformatics resource mapping genetic variation in protein kinase genes to sequence, structural, and functional data

  kinase common egfr autoinhibited database-driven structure-informed evolutionary

• Computational approaches for predicting the biological effect of p53 missense mutations: a comparison of three sequence analysis based methods.

  PMID 16522644 · PMC1390679 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  Align-GVGD predicts loss of transactivation activity with high specificity (~88%) but lower sensitivity (67.9-71.2%) for neutral mutants

  p53 tp53 yeast-based sequence align-gvgd