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).
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Wiggle-predicting functionally flexible regions from primary sequence.
PMID 16839194 · PMC1500818 · PLoS computational biology · 2006 · 7 claims · 6 setups
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).
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Sequence and structure signatures of cancer mutation hotspots in protein kinases.
PMID 19834613 · PMC2759519 · PloS one · 2009 · 8 claims · 6 setups
Developed CKMD (Composite Kinase Mutation Database), an integrated bioinformatics resource mapping genetic variation in protein kinase genes to sequence, structural, and functional data
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Predicting deleterious nsSNPs: an analysis of sequence and structural attributes.
PMID 16630345 · PMC1489951 · BMC bioinformatics · 2006 · 8 claims · 7 setups
Sequence conservation (PSIC score difference) at the nsSNP position is the single most useful attribute for predicting deleterious vs neutral status.
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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
The first singular component of a PSSM acts to disfavor substitutions, penalizing potentially functionally important residues at conserved sites more severely.
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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
The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues
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MutDB: update on development of tools for the biochemical analysis of genetic variation.
PMID 17827212 · PMC2238958 · Nucleic acids research · 2008 · 7 claims · 5 setups
MutDB integrates dbSNP and Swiss-Prot genetic variation data with protein structural information, functional disruption prediction scores, and clinical phenotype links (OMIM, dbGAP)
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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
TPRpred detects divergent/remote-homolog TPR repeat units that existing resources (Pfam, SMART, REP) fail to detect
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BioDrugScreen: a computational drug design resource for ranking molecules docked to the human proteome.
PMID 19923229 · PMC2808957 · Nucleic acids research · 2010 · 6 claims · 5 setups
BioDrugScreen is a web resource providing pre-docked and pre-scored receptor-ligand complexes for ranking molecules against human proteome targets
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Natural history of S-adenosylmethionine-binding proteins.
PMID 16225687 · PMC1282579 · BMC structural biology · 2005 · 8 claims · 6 setups
The last universal common ancestor (LUCA) of cellular life had between 10 and 20 SAM-binding proteins from at least 5 fold classes
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Has reproduction · 87
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
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.
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Non-EST based prediction of exon skipping and intron retention events using Pfam information.
PMID 16204458 · PMC1243800 · Nucleic acids research · 2005 · 7 claims · 5 setups
A novel ab initio method predicts exon skipping and intron retention events using only Pfam domain annotation, via a Viterbi-like dynamic programming algorithm applied to the Pfam alignment.
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MODBASE, a database of annotated comparative protein structure models and associated resources.
PMID 18948282 · PMC2686492 · Nucleic acids research · 2009 · 8 claims · 8 setups
MODBASE contains 5,152,695 reliable comparative protein structure models for 1,593,209 unique protein sequences.
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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
Predicted solubility in E. coli (via CV-CV') depends on hydrolase size, phylogenetic origin, homologous family, and superfamily
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High-throughput crystallography for structural genomics.
PMID 19765976 · PMC2764548 · Current opinion in structural biology · 2009 · 8 claims · 8 setups
SG programs use genomic sequence data to select structurally novel protein targets, avoiding proteins with known structural homologues
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nsSNPAnalyzer: identifying disease-associated nonsynonymous single nucleotide polymorphisms.
PMID 15980516 · PMC1160133 · Nucleic acids research · 2005 · 6 claims · 4 setups
nsSNPAnalyzer is a web server that predicts whether a query nsSNP is disease-associated or functionally neutral using a Random Forest classifier combining structural and evolutionary information
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Has reproduction · 81
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
Cisplatin exposure induces significant deregulation of protein expression networks in NSCLC cells
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Has reproduction · 71
Protein structure quality assessment based on the distance profiles of consecutive backbone Cα atoms.
PMID 24555103 · PMC3892923 · F1000Research · 2013 · 8 claims · 8 setups
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.
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Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.
PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups
MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.
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Prediction of specificity-determining residues for small-molecule kinase inhibitors.
PMID 19032760 · PMC2655090 · BMC bioinformatics · 2008 · 8 claims · 5 setups
S-Filter is a novel method combining sequence and structural information (within PFAAT) to predict specificity-determining residues and selectivity profiles for small-molecule kinase inhibitors
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Has reproduction · 100
Intra-Host Co-Existing Strains of SARS-CoV-2 Reference Genome Uncovered by Exhaustive Computational Search.
PMID 37243151 · PMC10224212 · Viruses · 2023 · 8 claims · 7 setups
An exhaustive-search workflow can recover intra-host co-existing SARS-CoV-2 strains from the reference-genome read set (SRR11092062) that de Bruijn-graph assemblers discard.