Ten quick tips for sequence-based prediction of protein properties using machine learning.
Qingzhen HouKatharina WauryDea GogishviliK. Anton FeenstraPublished in: PLoS Comput. Biol. (2022)
Keyphrases
- 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