Giotto Suite
综合性空间组学分析框架，支持 Visium、MERFISH、SLIDE-seq 等多种平台的数据 分析。提供空间聚类、空间基因集富集、细胞通讯推断和交互式可视化等功能。
| Property | Value |
|---|---|
| Purpose | 多平台空间组学综合分析框架 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2021 |
| Difficulty | Intermediate |
| Languages | R, Python |
| Category | Spatial Omics |
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
Related Tools
Seurat · Scanpy · Squidpy