SPAdes
基于多尺度 De Bruijn 图的基因组组装工具，使用多个 k-mer 长度构建和合并组装图。 该方法在小基因组组装中表现优异，支持单细胞、宏基因组等多种测序数据的组装。
| Property | Value |
|---|---|
| Purpose | 小基因组和单细胞数据的高质量组装 |
| Time Complexity | O(n * k) |
| Space Complexity | O(n) |
| Year | 2012 |
| Category | Sequence Assembly |
Complexity Analysis
- Time Complexity:
O(n * k) - Space Complexity:
O(n)
Performance Insight: The time complexity of this algorithm is polynomial. Linear space can often be reduced by constant factors via sliding-window techniques.
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
MEGAHIT · Velvet · IDBA-UD