Ballgown
基于 FPKM 值的转录本差异表达分析工具，使用线性模型和统计检验检测条件间 的表达差异。该方法与 StringTie 流程紧密集成，提供转录本和外显子水平的 差异分析功能。
| Property | Value |
|---|---|
| Purpose | 基于 FPKM 的转录本差异表达分析 |
| Time Complexity | O(n * g) |
| Space Complexity | O(g) |
| Year | 2014 |
| Difficulty | Intermediate |
| Languages | R |
| Category | Gene Expression Analysis |
Complexity Analysis
- Time Complexity:
O(n * g) - Space Complexity:
O(g)
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
DESeq2 · StringTie · Cufflinks