Seurat Spatial
Seurat 框架的空间转录组分析模块，提供空间表达数据的标准化、降维、 空间聚类和空间可变基因检测。该方法整合了图像信息和表达数据，可发现 组织的空间表达模式。
| Property | Value |
|---|---|
| Purpose | 空间转录组数据的整合分析 |
| Time Complexity | O(c * g) |
| Space Complexity | O(c * g) |
| Year | 2021 |
| Difficulty | Intermediate |
| Languages | 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
Scanpy · Giotto · SPARK