DeepSomatic
基于深度学习的体细胞变异检测工具，利用神经网络从长读段比对数据中识别肿瘤特异性突变。 该方法支持多种测序平台，能够检测复杂突变模式，适用于癌症基因组研究中的高灵敏度变异发现。
| Property | Value |
|---|---|
| Purpose | 基于深度学习的体细胞变异检测 |
| Time Complexity | O(n * r) |
| Space Complexity | O(r) |
| Year | 2024 |
| Category | Variant Calling |
Complexity Analysis
- Time Complexity:
O(n * r) - Space Complexity:
O(r)
Performance Insight: The time complexity of this algorithm is polynomial.
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
MuTect2 · DeepVariant · Strelka2