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Ten quick tips for sequence-based prediction of protein properties using machine learning.
Qingzhen Hou
Katharina Waury
Dea Gogishvili
K. Anton Feenstra
Published in:
PLoS Comput. Biol. (2022)
Keyphrases
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protein secondary structure prediction
tertiary structure
machine learning
protein secondary structure
physico chemical
protein tertiary structure
recursive neural networks
psi blast
protein sequences
subcellular localization
protein structure prediction
prediction accuracy
computational biology
contact map
sequence analysis
secondary structure
sequence alignment
physicochemical properties
contact maps
protein structure
sequence similarity
amino acids
prediction model
decision trees
protein classification
natural language processing
amino acid sequences
biological sequences
sequence databases
machine learning methods
machine learning algorithms
protein structural
support vector machine
reinforcement learning
remote homology detection
protein homology