Rosetta
基于物理能量函数的蛋白质结构预测和设计算法,使用蒙特卡洛采样探索构象空间。 该方法广泛应用于蛋白质折叠、对接和设计,是计算结构生物学的重要工具。
| Property | Value |
|---|---|
| Purpose | 蛋白质结构预测和设计 |
| Time Complexity | O(n^3) |
| Space Complexity | O(n^2) |
| Year | 2003 |
| Category | Protein Structure Prediction |
Complexity Analysis
- Time Complexity:
O(n^3) - Space Complexity:
O(n^2)
Performance Insight: The time complexity of this algorithm is cubic (O(n³)), only practical for small inputs; heuristic optimizations required at scale. High space complexity; consider Hirschberg-style space-optimized variants for very long sequences.
Note: Complexity analysis is based on theoretical models. Actual runtime is affected by input scale, hardware, and implementation optimizations. Benchmark for your specific workload.
Literature & Implementation
Related Tools
PyRosetta · RosettaDock · RosettaDesign