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Clair3

面向长读段测序数据的生殖系小型变异检测工具,结合堆叠图像和全比对两阶段深度学习模型进行变异分类。 该方法对 Nanopore 和 PacBio 数据均有出色表现,具有极高的准确率和良好的计算效率。

PropertyValue
Purpose基于长读段数据进行高精度生殖系变异检测
Time ComplexityO(n * r)
Space ComplexityO(r)
Year2022
CategoryVariant Calling

Complexity Analysis

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

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

DeepVariant · PEPPER-Margin-DeepVariant · Medaka

Tags

long-read nanopore pacbio germline

Released under the MIT License.