A memory-efficient accelerator for DNA sequence alignment with two-piece affine gap tracebacks
Journal
Proceedings - IEEE International Symposium on Circuits and Systems
Journal Volume
2021-May
Date Issued
2021
Author(s)
Abstract
Previously, dynamic-programming-based DNA sequence aligners were mostly implemented with a penalty function of the one-piece affine gap model. When aligning sequences with longer gaps, the two-piece affine gap model provides better results at the cost of memory usage, which becomes an issue especially for aligners with memory-hungry traceback capabilities. In this paper, we design a memory-efficient scheme for traceback recording with the two-piece penalty scoring, so that the aligner can be realized on an ASIC. Our design is implemented with TSMC 40nm technology, and the proposed aligner can speed up pairwise alignment by 71× compared to the CPU approach. ? 2021 IEEE
Subjects
Sequence alignment
Smith-Waterman
Traceback
Two-piece affine gap
Decoding
DNA sequences
DNA sequence alignments
Gap model
Memory efficient
Memory usage
Pairwise alignment
Penalty function
Speed up
Dynamic programming
Type
conference paper