De Bruijn Graph Assembly
基于 De Bruijn 图的序列组装算法，将测序读段分解为 k-mer，构建有向图进行组装。 该方法特别适合处理高通量测序产生的大量短读段，是现代基因组组装的核心方法。
| Property | Value |
|---|---|
| Purpose | 从短读段重建基因组序列 |
| Time Complexity | O(n) |
| Space Complexity | O(k * 4^k) |
| Year | 2001 |
| Category | Sequence Assembly |
Complexity Analysis
- Time Complexity:
O(n) - Space Complexity:
O(k * 4^k)
Performance Insight: The time complexity of this algorithm is linear (O(n)), scales linearly to TB-scale data and is suitable for streaming pipelines.
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
SPAdes · MEGAHIT · Velvet