Database for Variant Impact Predictors (VIPdb)

Each predictor name is scaled according to the logarithm of the number of 2-year citations. Note that there are 100 prediction methods, some of which had 0 citations and were scaled to have 0.5 citations before transform so the names would show up. Colors are randomly assigned.

CAGI Wordle

Information on the variant annotation tools included can be found in the table below.

Image at a higher resolution can be found in file attachments below.
You are welcome to use this image with appropriate citation.

If you know of any methods we did not include please let us know. Preferably email or

Image created by: Mabel Furutsuki

To cite the figure please cite: Hoskins RA, Repo S, Barsky D, Andreoletti G, Moult J, Brenner SE.2017. Reports from CAGI: The Critical Assessment of Genome Interpretation. Hum Mutat 38:1072-1084. doi:10.1002/humu.23290

Method Title DOI Homepage
SignalP SignalP 4.0: Discriminating signal peptides from transmembrane regions 10.1038/nmeth.1701 Homepage Link
PolyPhen 2 A method and server for predicting damaging missense mutations 10.1038/nmeth0410-248 Homepage Link
ANNOVAR Genomic variant annotation and prioritization with ANNOVAR and wANNOVAR 10.1038/nprot.2015.105 Homepage Link
SIFT SIFT web server: Predicting effects of amino acid substitutions on proteins 10.1093/nar/gks539 Homepage Link
SnpEff A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3 10.4161/fly.19695 Homepage Link
CADD A general framework for estimating the relative pathogenicity of human genetic variants 10.1038/ng.2892 Homepage Link
MutationTaster2 Mutationtaster2: Mutation prediction for the deep-sequencing age 10.1038/nmeth.2890 Homepage Link
MutSigCV Mutational heterogeneity in cancer and the search for new cancer-associated genes 10.1038/nature12213 Homepage Link
Exome Variant Server (EVS) A map of human genome variation from population-scale sequencing 10.1038/nature09534 Homepage Link
PROVEAN PROVEAN web server: A tool to predict the functional effect of amino acid substitutions and indels 10.1093/bioinformatics/btv195 Homepage Link
VEP The Ensembl Variant Effect Predictor 10.1186/s13059-016-0974-4 Homepage Link
ClinVar ClinVar: Public archive of interpretations of clinically relevant variants 10.1093/nar/gkv1222 Homepage Link
Panther PANTHER version 11: Expanded annotation data from Gene Ontology and Reactome pathways, and data analysis tool enhancements 10.1093/nar/gkw1138 Homepage Link
Human Splicing Finder Human Splicing Finder: An online bioinformatics tool to predict splicing signals 10.1093/nar/gkp215 Homepage Link
WoLF-PSORT WoLF PSORT: Protein localization predictor 10.1093/nar/gkm259 Homepage Link
phastCons Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes 10.1101/gr.3715005 Homepage Link
FIS Predicting the functional impact of protein mutations: Application to cancer genomics 10.1093/nar/gkr407 Homepage Link
MutationAssessor Predicting the functional impact of protein mutations: Application to cancer genomics 10.1093/nar/gkr407 Homepage Link
phyloP_ Detection of nonneutral substitution rates on mammalian phylogenies 10.1101/gr.097857.109 Homepage Link
FATHmm Ranking non-synonymous single nucleotide polymorphisms based on disease concepts 10.1186/1479-7364-8-11 Homepage Link
TANGO Protein aggregation and amyloidosis: Confusion of the kinds? 10.1016/ Homepage Link
DeepSEA Predicting effects of noncoding variants with deep learning-based sequence model 10.1038/nmeth.3547 Homepage Link
GERP++ Identifying a high fraction of the human genome to be under selective constraint using GERP++ 10.1371/journal.pcbi.1001025 Homepage Link
MaxEnt Maximum entropy modeling of short sequence motifs with applications to RNA splicing signals 10.1089/1066527041410418 Homepage Link
MutPred Splice MutPred Splice: Machine learning-based prediction of exonic variants that disrupt splicing 10.1186/gb-2014-15-1-r19 Homepage Link
MutPred-LOF When loss-of-function is loss of function: Assessing mutational signatures and impact of loss-of-function genetic variants 10.1093/bioinformatics/btx272 Homepage Link
MetaLR Comparison and integration of deleteriousness prediction methods for nonsynonymous SNVs in whole exome sequencing studies 10.1093/hmg/ddu733 Homepage Link
MetaSVM Comparison and integration of deleteriousness prediction methods for nonsynonymous SNVs in whole exome sequencing studies 10.1093/hmg/ddu733 Homepage Link
Align-GVGD Comprehensive statistical study of 452 BRCA1 missense substitutions with classification of eight recurrent substitutions as neutral 10.1136/jmg.2005.033878 Homepage Link
HGMD The Human Gene Mutation Database: towards a comprehensive repository of inherited mutation data for medical research, genetic diagnosis and next-generation sequencing studies 10.1007/s00439-017-1779-6 Homepage Link
MutPred2 Automated inference of molecular mechanisms of disease from amino acid substitutions 10.1093/bioinformatics/btp528 Homepage Link
PhD-SNP Predicting the insurgence of human genetic diseases associated to single point protein mutations with support vector machines and evolutionary information 10.1093/bioinformatics/btl423 Homepage Link
Oncotator Oncotator: Cancer variant annotation tool 10.1002/humu.22771 Homepage Link
SNPinfo/FuncPred SNPinfo: Integrating GWAS and candidate gene information into functional SNP selection for genetic association studies 10.1093/nar/gkp290 Homepage Link
DANN DANN: A deep learning approach for annotating the pathogenicity of genetic variants 10.1093/bioinformatics/btu703 Homepage Link
AGGRESCAN AGGRESCAN: A server for the prediction and evaluation of "hot spots" of aggregation in polypeptides 10.1186/1471-2105-8-65 Homepage Link
MuSiC MuSiC: Identifying mutational significance in cancer genomes 10.1101/gr.134635.111 Homepage Link
REVEL REVEL: An Ensemble Method for Predicting the Pathogenicity of Rare Missense Variants 10.1016/j.ajhg.2016.08.016 Homepage Link
Condel Improving the assessment of the outcome of nonsynonymous SNVs with a consensus deleteriousness score, Condel 10.1016/j.ajhg.2011.03.004 Homepage Link
GWAVA Functional annotation of noncoding sequence variants 10.1038/nmeth.2832 Homepage Link
DUET DUET: A server for predicting effects of mutations on protein stability using an integrated computational approach 10.1093/nar/gku411 Homepage Link
CHASM CHASM and SNVBox: Toolkit for detecting biologically important single nucleotide mutations in cancer 10.1093/bioinformatics/btr357 Homepage Link
fathmm-MKL An integrative approach to predicting the functional effects of non-coding and coding sequence variation 10.1093/bioinformatics/btv009 Homepage Link
PredictSNP2 PredictSNP2: A Unified Platform for Accurately Evaluating SNP Effects by Exploiting the Different Characteristics of Variants in Distinct Genomic Regions. 10.1371/journal.pcbi.1004962 Homepage Link
Dmutant Distance-scaled, finite ideal-gas reference state improves structure-derived potentials of mean force for structure selection and stability prediction 10.1110/ps.0217002 Homepage Link
Mupro Prediction of protein stability changes for single-site mutations using support vector machines 10.1002/prot.20810 Homepage Link
INSIGHT Application of a 5-tiered scheme for standardized classification of 2,360 unique mismatch repair gene variants in the InSiGHT locus-specific database 10.1038/ng.2854 Homepage Link
EIGEN A spectral approach integrating functional genomic annotations for coding and noncoding variants 10.1038/ng.3477 Homepage Link
Waltz Exploring the sequence determinants of amyloid structure using position-specific scoring matrices 10.1038/nmeth.1432 Homepage Link
Eris Eris: An automated estimator of protein stability [2] 10.1038/nmeth0607-466 Homepage Link
LocTree3 LocTree3 prediction of localization 10.1093/nar/gku396 Homepage Link
EVmutation Mutation effects predicted from sequence co-variation 10.1038/nbt.3769 Homepage Link
SNPnexus SNPnexus: Assessing the functional relevance of genetic variation to facilitate the promise of precision medicine 10.1093/nar/gky399 Homepage Link
dbscSNV In silico prediction of splice-altering single nucleotide variants in the human genome 10.1093/nar/gku1206 Homepage Link
SNAP2 Better prediction of functional effects for sequence variants 10.1186/1471-2164-16-s8-s1 Homepage Link
SNPeffect SNPeffect 4.0: On-line prediction of molecular and structural effects of protein-coding variants 10.1093/nar/gkr996 Homepage Link
wInterVar InterVar: Clinical Interpretation of Genetic Variants by the 2015 ACMG-AMP Guidelines 10.1016/j.ajhg.2017.01.004 Homepage Link
FoldAmyloid FoldAmyloid: A method of prediction of amyloidogenic regions from protein sequence 10.1093/bioinformatics/btp691 Homepage Link
CUPSAT Computational modeling of protein mutant stability: Analysis and optimization of statistical potentials and structural features reveal insights into prediction model development 10.1186/1472-6807-7-54 Homepage Link
OncodriveCLUST OncodriveCLUST: Exploiting the positional clustering of somatic mutations to identify cancer genes 10.1093/bioinformatics/btt395 Homepage Link
PopMuSic PoPMuSiC 2.1: A web server for the estimation of protein stability changes upon mutation and sequence optimality 10.1186/1471-2105-12-151 Homepage Link
BeAtMuSiC BeAtMuSiC: Prediction of changes in protein-protein binding affinity on mutations. 10.1093/nar/gkt450 Homepage Link
SNPs3D Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines 10.1186/1471-2105-8-450 Homepage Link
PASTA2 PASTA 2.0: An improved server for protein aggregation prediction 10.1093/nar/gku399 Homepage Link
AGGRESCAN3D AGGRESCAN3D (A3D): Server for prediction of aggregation properties of protein structures 10.1093/nar/gkv359 Homepage Link
Zyggregator The Zyggregator method for predicting protein aggregation propensities 10.1039/b706784b Homepage Link
fitCons A method for calculating probabilities of fitness consequences for point mutations across the human genome 10.1038/ng.3196 Homepage Link
Variant Tools Reproducible simulations of realistic samples for next-generation sequencing studies using variant simulation tools 10.1002/gepi.21867 Homepage Link
VAAST 2 VAAST 2.0: Improved variant classification and disease-gene identification using a conservation-controlled amino acid substitution matrix 10.1002/gepi.21743 Homepage Link
KGGSeq Cepip: Context-dependent epigenomic weighting for prioritization of regulatory variants and disease-associated genes 10.1186/s13059-017-1177-3 Homepage Link
KvSNP Physicochemical constraint violation by missense substitutions mediates impairment of protein function and disease severity 10.1101/gr.3804205 Homepage Link
MAPP Physicochemical constraint violation by missense substitutions mediates impairment of protein function and disease severity 10.1101/gr.3804205 Homepage Link
Exomiser Next-generation diagnostics and disease-gene discovery with the Exomiser 10.1038/nprot.2015.124 Homepage Link
PON_P2 PON-P2: Prediction method for fast and reliable identification of harmful variants 10.1371/journal.pone.0117380 Homepage Link
CoMEt CoMEt: A statistical approach to identify combinations of mutually exclusive alterations in cancer 10.1186/s13059-015-0700-7 Homepage Link
Personal Genome Project Privacy risks from genomic data-sharing beacons 10.1016/j.ajhg.2015.09.010 Homepage Link
SiPhy Identifying novel constrained elements by exploiting biased substitution patterns 10.1093/bioinformatics/btp190 Homepage Link
nsSNPAnalyzer nsSNPAnalyzer: Identifying disease-associated nonsynonymous single nucleotide polymorphisms 10.1093/nar/gki372 Homepage Link
DDIG_in Investigating DNA-, RNA-, and protein-based features as a means to discriminate pathogenic synonymous variants 10.1002/humu.23283 Homepage Link
PMUT PMut: A web-based tool for the annotation of pathological variants on proteins, 2017 update 10.1093/nar/gkx313 Homepage Link
Phen-Gen Phen-gen: Combining phenotype and genotype to analyze rare disorders 10.1038/nmeth.3046 Homepage Link
DFIRE/DDNA2 An all-atom knowledge-based energy function for protein-DNA threading, docking decoy discrimination, and prediction of transcription-factor binding profiles 10.1002/prot.22384 Homepage Link
GenoCanyon A statistical framework to predict functional non-coding regions in the human genome through integrated analysis of annotation data 10.1038/srep10576 Homepage Link
PantherPSEP PANTHER-PSEP: Predicting disease-causing genetic variants using position-specific evolutionary preservation 10.1093/bioinformatics/btw222 Homepage Link
VarWalker VarWalker: Personalized Mutation Network Analysis of Putative Cancer Genes from Next-Generation Sequencing Data 10.1371/journal.pcbi.1003460 Homepage Link
DIDA DIDA: A curated and annotated digenic diseases database 10.1093/nar/gkv1068 Homepage Link
INPS-3D INPS-MD: A web server to predict stability of protein variants from sequence and structure 10.1093/bioinformatics/btw192 Homepage Link
SIFT-indel SIFT Indel: Predictions for the Functional Effects of Amino Acid Insertions/Deletions in Proteins 10.1371/journal.pone.0077940 Homepage Link
VEST-indel Assessing the Pathogenicity of Insertion and Deletion Variants with the Variant Effect Scoring Tool (VEST-Indel) 10.1002/humu.22911 Homepage Link
MuStab Sequence feature-based prediction of protein stability changes upon amino acid substitutions 10.1186/1471-2164-11-s2-s5 Homepage Link
SDM SDM: A server for predicting effects of mutations on protein stability 10.1093/nar/gkx439 Homepage Link
EGAD Energy functions for protein design: Adjustment with protein-protein complex affinities, models for the unfolded state, and negative design of solubility and specificity 10.1016/j.jmb.2004.12.019 Homepage Link
Skippy Genomic features defining exonic variants that modulate splicing 10.1186/gb-2010-11-2-r20 Homepage Link
NeEMO NeEMO: A method using residue interaction networks to improve prediction of protein stability upon mutation 10.1186/1471-2164-15-s4-s7 Homepage Link
PAGE Prediction of aggregation rate and aggregation-prone segments in polypeptide sequences 10.1110/ps.051471205 Homepage Link
Scpred SCPRED: Accurate prediction of protein structural class for sequences of twilight-zone similarity with predicting sequences 10.1186/1471-2105-9-226 Homepage Link
TransComp Automated prediction of protein association rate constants 10.1016/j.str.2011.10.015 Homepage Link
CanDrA CanDrA: Cancer-specific driver missense mutation annotation with optimized features 10.1371/journal.pone.0077945 Homepage Link
CAROL A combined functional annotation score for non-synonymous variants 10.1159/000334984 Homepage Link
CoVEC Predicting the functional consequences of non-synonymous DNA sequence variants - evaluation of bioinformatics tools and development of a consensus strategy 10.1016/j.ygeno.2013.06.005 Homepage Link
DBD-Hunter DBD-Hunter: A knowledge-based method for the prediction of DNA-protein interactions 10.1093/nar/gkn332 Homepage Link
transFIC Improving the prediction of the functional impact of cancer mutations by baseline tolerance transformation 10.1186/gm390 Homepage Link
VaRank VaRank: A simple and powerful tool for ranking genetic variants 10.7717/peerj.796 Homepage Link
VariBench VariBench: A Benchmark Database for Variations 10.1002/humu.22204 Homepage Link
AUTO-MUTE AUTO-MUTE: Web-based tools for predicting stability changes in proteins due to single amino acid replacements 10.1093/protein/gzq042 Homepage Link
CanPredict CanPredict: A computational tool for predicting cancer-associated missense mutations 10.1093/nar/gkm405 Homepage Link
is-rSNP is-rSNP: A novel technique for in silico regulatory SNP detection 10.1093/bioinformatics/btq378 Homepage Link
PON_mt_tRNA PON-mt-tRNA: A multifactorial probability-based method for classification of mitochondrial tRNA variations 10.1093/nar/gkw046 Homepage Link
UMD-predictor UMD-predictor, a new prediction tool for nucleotide substitution pathogenicity - Application to four genes: FBN1, FBN2, TGFBR1, and TGFBR2 10.1002/humu.20970 Homepage Link
DbWGFP DbWGFP: A database and web server of human whole-genome single nucleotide variants and their functional predictions 10.1093/database/baw024 Homepage Link
ExomeSuite ExomeSuite: Whole exome sequence variant filtering tool for rapid identification of putative disease causing SNVs/indels 10.1016/j.ygeno.2014.02.006 Homepage Link
HANSA Hansa: An automated method for discriminating disease and neutral human nsSNPs 10.1002/humu.21642 Homepage Link
WGSA WGSA: An annotation pipeline for human genome sequencing studies 10.1136/jmedgenet-2015-103423 Homepage Link
LS-SNP/PDB LS-SNP/PDB: Annotated non-synonymous SNPs mapped to Protein Data Bank structures 10.1093/bioinformatics/btp242 Homepage Link
M6AVar M6AVar: A database of functional variants involved in m 6 A modification 10.1093/nar/gkx895 Homepage Link
SilVA Identification of deleterious synonymous variants in human genomes 10.1093/bioinformatics/btt308 Homepage Link
ASP/ASPex The use of orthologous sequences to predict the impact of amino acid substitutions on protein function 10.1371/journal.pgen.1000968 Homepage Link
FunSAV FunSAV: Predicting the functional effect of single amino acid variants using a two-stage random forest model 10.1371/journal.pone.0043847 Homepage Link
VarCards VarCards: An integrated genetic and clinical database for coding variants in the human genome 10.1093/nar/gkx1039 Homepage Link
PROFcon PROFcon: Novel prediction of long-range contacts 10.1093/bioinformatics/bti454 Homepage Link
SPF_Cancer A new disease-specific machine learning approach for the prediction of cancer-causing missense variants 10.1016/j.ygeno.2011.06.010 Homepage Link
VariSNP VariSNP, A benchmark database for variations from dbSNP 10.1002/humu.22727 Homepage Link
CoDP CoDP: Predicting the impact of unclassified genetic variants in MSH6 by the combination of different properties of the protein 10.1186/1423-0127-20-25 Homepage Link
IMHOTEP IMHOTEP-a composite score integrating popular tools for predicting the functional consequences of non-synonymous sequence variants 10.1093/nar/gkw886 Homepage Link
MultiMutate Four-body scoring function for mutagenesis 10.1093/bioinformatics/btm481 Homepage Link
ProA Identification of properties important to protein aggregation using feature selection 10.1186/1471-2105-14-314 Homepage Link
Scide SCide: Identification of stabilization centers in proteins 10.1093/bioinformatics/btg110 Homepage Link
ActiveDriverDB ActiveDriverDB: human disease mutations and genome variation in post-translational modification sites of proteins 10.1093/nar/gkx973 Homepage Link
AVIA AVIA v2.0: Annotation, visualization and impact analysis of genomic variants and genes 10.1093/bioinformatics/btv200 Homepage Link
ChroMoS ChroMoS: An integrated web tool for SNP classification, prioritization and functional interpretation 10.1093/bioinformatics/btt356 Homepage Link
Cscape CScape: A tool for predicting oncogenic single-point mutations in the cancer genome 10.1038/s41598-017-11746-4 Homepage Link
EFIN EFIN: Predicting the functional impact of nonsynonymous single nucleotide polymorphisms in human genome 10.1186/1471-2164-15-455 Homepage Link
PERCH PERCH: A Unified Framework for Disease Gene Prioritization 10.1002/humu.23158 Homepage Link
QueryOR QueryOR: A comprehensive web platform for genetic variant analysis and prioritization 10.1186/s12859-017-1654-4 Homepage Link
SNPdbe Snpdbe: Constructing an nsSnp functional impacts database 10.1093/bioinformatics/btr705 Homepage Link
SPOT SPOT: A web-based tool for using biological databases to prioritize SNPs after a genome-wide association study 10.1093/nar/gkq513 Homepage Link
VarMod VarMod: Modelling the functional effects of non-synonymous variants 10.1093/nar/gku483 Homepage Link
FOLD-RATE FOLD-RATE: Prediction of protein folding rates from amino acid sequence 10.1093/nar/gkl043 Homepage Link
CoagVDb CoagVDb: A comprehensive database for coagulation factors and their associated SAPs 10.1186/s40659-015-0028-5 Homepage Link
HMMvar Predicting the combined effect of multiple genetic variants 10.1186/s40246-015-0040-4 Homepage Link
PON_Diso Performance of Protein Disorder Prediction Programs on Amino Acid Substitutions 10.1002/humu.22564 Homepage Link
SAAPdap / SAAPred The SAAPdb web resource: A large-scale structural analysis of mutant proteins 10.1002/humu.20898 Homepage Link
ALoFT Using ALoFT to determine the impact of putative loss-of-function variants in protein-coding genes 10.1038/s41467-017-00443-5 Homepage Link
ASSEDA Automated splicing mutation analysis by information theory 10.1002/humu.20151 Homepage Link
KD4i A comprehensive study of small non-frameshift insertions/deletions in proteins and prediction of their phenotypic effects by a machine learning method (KD4i) 10.1186/1471-2105-15-111 Homepage Link
SAPred Finding new structural and sequence attributes to predict possible disease association of single amino acid polymorphism (SAP) 10.1093/bioinformatics/btm119 Homepage Link
MuX-48 Robust prediction of mutation-induced protein stability change by property encoding of amino acids 10.1093/protein/gzn063 Homepage Link
MuX-S Robust prediction of mutation-induced protein stability change by property encoding of amino acids 10.1093/protein/gzn063 Homepage Link
SInBaD Exploring functional variant discovery in non-coding regions with SInBaD 10.1093/nar/gks800 Homepage Link
ClinLabGeneticist ClinLabGeneticist: A tool for clinical management of genetic variants from whole exome sequencing in clinical genetic laboratories 10.1186/s13073-015-0207-6 Homepage Link
MAPPIN MAPPIN: A method for annotating, predicting pathogenicity and mode of inheritance for nonsynonymous variants 10.1093/nar/gkx730 Homepage Link
NETdiseaseSNP Prediction of Disease Causing Non-Synonymous SNPs by the Artificial Neural Network Predictor NetDiseaseSNP 10.1371/journal.pone.0068370 Homepage Link
Parepro Predicting the phenotypic effects of non-synonymous single nucleotide polymorphisms based on support vector machines 10.1186/1471-2105-8-450 Homepage Link
SDS SDS, a structural disruption score for assessment of missense variant deleteriousness 10.3389/fgene.2014.00082 Homepage Link
VaProS VaProS: a database-integration approach for protein/genome information retrieval 10.1007/s10969-016-9211-3 Homepage Link
HOPE HOPE: A homotopy optimization method for protein structure prediction 10.1089/cmb.2005.12.1275 Homepage Link
K-FOLD K-Fold: A tool for the prediction of the protein folding kinetic order and rate 10.1093/bioinformatics/btl610 Homepage Link
SuRFR SuRFing the genomics wave: An R package for prioritising SNPs by functionality 10.1186/s13073-014-0079-1 Homepage Link
ClinPred ClinPred: Prediction Tool to Identify Disease-Relevant Nonsynonymous Single-Nucleotide Variants 10.1016/j.ajhg.2018.08.005 Homepage Link
MAESTRO MAESTRO--multi agent stability prediction upon point mutations 10.1186/s12859-015-0548-6 Homepage Link
MODICT Convert your favorite protein modeling program into a mutation predictor: "MODICT" 10.1186/s12859-016-1286-0 Homepage Link
MutPred2 MutPred2: inferring the molecular and phenotypic impact of amino acid 10.1101/134981 Homepage Link
NECTAR NECTAR: A database of codon-centric missense variant annotations 10.1093/nar/gkt1245 Homepage Link
SeqVItA SeqVItA: Sequence Variant Identification and Annotation Platform for Next Generation Sequencing Data 10.3389/fgene.2018.00537 Homepage Link
Syntool Syntool: A novel region-based intolerance score to single nucleotide substitution for synonymous mutations predictions based on 123,136 individuals 10.1155/2017/5096208 Homepage Link
Variant Ranker Variant Ranker: A web-tool to rank genomic data according to functional significance 10.1186/s12859-017-1752-3 Homepage Link
VEST Identifying Mendelian disease genes with the Variant Effect Scoring Tool 10.1186/1471-2164-14-s3-s3 Homepage Link
WS-SNPs&GO WS-SNPs&GO: a web server for predicting the deleterious effect of human protein variants using functional annotation 10.1186/1471-2164-14-s3-s6 Homepage Link
FOLDEF(core of FOLDX) nan nan Homepage Link
PPT-DB PPT-DB: The protein property prediction and testing database 10.1093/nar/gkm800 Homepage Link