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A Protocol for Computer-Based Protein Structure and Function Prediction
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b2bTools: online predictions for protein biophysical features and their conservation
Luciano Porto Kagami1, Gabriele Orlando1, Daniele Raimondi1
1Interuniversity Institute of Bioinformatics in Brussels, ULB-VUB, Brussels 1050, Belgium.
Nucleic Acids Research
|May 31, 2021
Summary
This study introduces bio2byte.be/b2btools/, offering integrated protein sequence-based predictions for biophysical behavior. These tools reveal inherent protein properties beyond structural and dynamics approaches.
Area of Science:
- Biochemistry
- Bioinformatics
- Computational Biology
Background:
- Structural biology and molecular dynamics have limitations in capturing all protein behaviors.
- Understanding inherent biophysical properties encoded in protein sequences is crucial.
Purpose of the Study:
- To provide integrated, sequence-based predictions of protein biophysical behavior.
- To identify emergent properties not easily captured by traditional methods.
Main Methods:
- Utilizing FASTA or text input for single sequences to predict dynamics, folding, disorder, and aggregation.
- Analyzing multiple sequence alignments (MSAs) to explore biophysical variation in homologous proteins.
- Employing Gaussian mixture models to identify unusual residues.
Main Results:
- Developed an online server and API (bio2byte.be/b2btools/) for sequence-based biophysical predictions.
- Predictions include backbone/side-chain dynamics, conformational propensities, folding, disorder, and aggregation.
- Results are visualized via interactive plots and available as downloadable JSON/CSV files.
Conclusions:
- The developed tools offer novel insights into inherent protein properties encoded within their sequences.
- These predictions complement structural and dynamics approaches, providing a more comprehensive understanding of protein behavior.
- The platform facilitates exploration of biophysical variation and limits in protein function.
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