Systems Biology

  1. Emerging Technologies and Future Directions
    1. Artificial Intelligence in Systems Biology
      1. Machine Learning Applications
        1. Pattern Recognition
          1. Predictive Modeling
            1. Feature Selection
            2. Deep Learning Approaches
              1. Convolutional Neural Networks
                1. Recurrent Neural Networks
                  1. Graph Neural Networks
                  2. Automated Discovery
                    1. Hypothesis Generation
                      1. Experimental Design
                        1. Knowledge Extraction
                      2. Quantum Computing Applications
                        1. Quantum Algorithms
                          1. Quantum Machine Learning
                            1. Quantum Optimization
                              1. Quantum Simulation
                              2. Biological System Simulation
                                1. Protein Folding
                                  1. Molecular Dynamics
                                    1. Network Analysis
                                  2. Advanced Experimental Technologies
                                    1. Spatial Omics
                                      1. Spatial Transcriptomics
                                        1. Spatial Proteomics
                                          1. Spatial Metabolomics
                                          2. Real-Time Monitoring
                                            1. Live Cell Imaging
                                              1. Biosensors
                                                1. Continuous Measurements
                                                2. Perturbation Technologies
                                                  1. CRISPR Systems
                                                    1. Optogenetics
                                                      1. Chemical Genetics
                                                    2. Integration and Standardization
                                                      1. Data Standards
                                                        1. FAIR Principles
                                                          1. Metadata Standards
                                                            1. Interoperability
                                                            2. Model Standards
                                                              1. SBML
                                                                1. CellML
                                                                  1. Model Repositories
                                                                  2. Reproducibility
                                                                    1. Computational Reproducibility
                                                                      1. Experimental Reproducibility
                                                                        1. Open Science Practices