Seurat
综合性单细胞数据分析框架，提供从质控、标准化、降维到细胞聚类和差异表达的完整分析流程。 该工具支持多模态数据整合（RNA + ATAC + protein），是 R 语言生态中最主流的单细胞分析工具。
| Property | Value |
|---|---|
| Purpose | 单细胞多模态数据分析与整合 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2015 |
| Category | Single-Cell Genomics |
Complexity Analysis
- Time Complexity:
O(c * g) - Space Complexity:
O(c * 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
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Scanpy · Monocle3 · scVI