DSS
基于贝塔二项分布层次模型的差异甲基化分析方法,可在生物学重复之间稳健估计离散度并检测 DMR。 该方法适用于全基因组和靶向亚硫酸氢盐测序数据,是比较不同条件甲基化变化的常用统计框架。
| Property | Value |
|---|---|
| Purpose | 基于层次统计模型检测差异甲基化位点和区域 |
| Time Complexity | O(n * s) |
| Space Complexity | O(n) |
| Year | 2014 |
| Category | Epigenomics |
Complexity Analysis
- Time Complexity:
O(n * s) - 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
methylKit · bsseq · Bismark