Accurate prediction of functional effects for variants by combining gradient tree boosting with optimal neighborhood properties
出版年份 2017 全文链接
标题
Accurate prediction of functional effects for variants by combining gradient tree boosting with optimal neighborhood properties
作者
关键词
Machine learning algorithms, Protein structure, Protein structure prediction, Algorithms, Protein structure databases, Sequence databases, Support vector machines, Trees
出版物
PLoS One
Volume 12, Issue 6, Pages e0179314
出版商
Public Library of Science (PLoS)
发表日期
2017-06-15
DOI
10.1371/journal.pone.0179314
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Predicting Golgi-resident protein types using pseudo amino acid compositions: Approaches with positional specific physicochemical properties
- (2016) Ya-Sen Jiao et al. JOURNAL OF THEORETICAL BIOLOGY
- A novel features ranking metric with application to scalable visual and bioinformatics data classification
- (2016) Quan Zou et al. NEUROCOMPUTING
- Identification of Secretory Proteins inMycobacterium tuberculosisUsing Pseudo Amino Acid Composition
- (2016) Huan Yang et al. Biomed Research International
- A computational interactome and functional annotation for the human proteome
- (2016) José Ignacio Garzón et al. eLife
- The Contribution of Missense Mutations in Core and Rim Residues of Protein–Protein Interfaces to Human Disease
- (2015) Alessia David et al. JOURNAL OF MOLECULAR BIOLOGY
- Improving prediction of secondary structure, local backbone angles and solvent accessible surface area of proteins by iterative deep learning
- (2015) Rhys Heffernan et al. Scientific Reports
- DISOPRED3: precise disordered region predictions with annotated protein-binding activity
- (2014) David T. Jones et al. BIOINFORMATICS
- SuSPect: Enhanced Prediction of Single Amino Acid Variant (SAV) Phenotype Using Network Features
- (2014) Christopher M. Yates et al. JOURNAL OF MOLECULAR BIOLOGY
- Identification of bacteriophage virion proteins by the ANOVA feature selection and analysis
- (2014) Hui Ding et al. Molecular BioSystems
- PredHS: a web server for predicting protein–protein interaction hot spots by using structural neighborhood properties
- (2014) Lei Deng et al. NUCLEIC ACIDS RESEARCH
- Predicting Human Protein Subcellular Locations by the Ensemble of Multiple Predictors via Protein-Protein Interaction Network with Edge Clustering Coefficients
- (2014) Pufeng Du et al. PLoS One
- Phenylalanine hydroxylase: Function, structure, and regulation
- (2013) Marte I. Flydal et al. IUBMB LIFE
- Boosting Prediction Performance of Protein–Protein Interaction Hot Spots by Using Structural Neighborhood Properties
- (2013) Lei Deng et al. JOURNAL OF COMPUTATIONAL BIOLOGY
- Subcellular localization prediction for human internal and organelle membrane proteins with projected gene ontology scores
- (2012) Pufeng Du et al. JOURNAL OF THEORETICAL BIOLOGY
- SIFT web server: predicting effects of amino acid substitutions on proteins
- (2012) Ngak-Leng Sim et al. NUCLEIC ACIDS RESEARCH
- FunSAV: Predicting the Functional Effect of Single Amino Acid Variants Using a Two-Stage Random Forest Model
- (2012) Mingjun Wang et al. PLoS One
- Prediction of the types of ion channel-targeted conotoxins based on radial basis function network
- (2012) Lu-Feng Yuan et al. TOXICOLOGY IN VITRO
- Using bioinformatics to predict the functional impact of SNVs
- (2010) M. S. Cline et al. BIOINFORMATICS
- Prediction of thermophilic proteins using feature selection technique
- (2010) Hao Lin et al. JOURNAL OF MICROBIOLOGICAL METHODS
- Stability selection
- (2010) Nicolai Meinshausen et al. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY
- Complete Khoisan and Bantu genomes from southern Africa
- (2010) Stephan C. Schuster et al. NATURE
- Signatures of mutation and selection in the cancer genome
- (2010) Graham R. Bignell et al. NATURE
- A map of human genome variation from population-scale sequencing
- (2010) Richard M. Durbin et al. NATURE
- Prediction of protein-protein interaction sites using an ensemble method
- (2009) Lei Deng et al. BMC BIOINFORMATICS
- The first Korean genome sequence and analysis: Full genome sequencing for a socio-ethnic group
- (2009) S.-M. Ahn et al. GENOME RESEARCH
- A generic method for assignment of reliability scores applied to solvent accessibility predictions
- (2009) Bent Petersen et al. BMC STRUCTURAL BIOLOGY
- HSEpred: predict half-sphere exposure from protein sequences
- (2008) Jiangning Song et al. BIOINFORMATICS
- SNAP predicts effect of mutations on protein function
- (2008) Yana Bromberg et al. BIOINFORMATICS
- The diploid genome sequence of an Asian individual
- (2008) Jun Wang et al. NATURE
- Consensus scoring for enriching near-native structures from protein-protein docking decoys
- (2008) Shide Liang et al. PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS
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