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HISAT2

基于层次化 FM 索引的剪接感知比对工具,使用全局和局部索引相结合的策略进行 RNA-seq 比对。 该方法内存占用低、速度快,能准确处理剪接比对,适用于 RNA-seq 和基因组比对。

PropertyValue
Purpose低内存、高速的剪接感知比对
Time ComplexityO(n)
Space ComplexityO(n)
Year2015
CategorySequence Alignment

Complexity Analysis

  • Time Complexity: O(n)
  • Space Complexity: O(n)

Performance Insight: The time complexity of this algorithm is linear (O(n)), scales linearly to TB-scale data and is suitable for streaming pipelines. 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

STAR · TopHat2 · BWA

Tags

fm-index splice-aware rna-seq low-memory

Released under the MIT License.