使用模拟电阻式 CAM 对 DNA 图案匹配进行硬件加速

IF 1.9 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Frontiers in electronics Pub Date : 2024-02-12 DOI:10.3389/felec.2023.1343612
Jinane Bazzi, Jana Sweidan, M. Fouda, R. Kanj, Ahmed M. Eltawil
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引用次数: 0

摘要

DNA 模式匹配对于许多广泛应用的生物信息学应用至关重要。疾病诊断就是其中一种应用,因为分析 DNA 序列的变化可以加深我们对可能的遗传疾病的了解。DNA 数据集规模的显著增长给高效发现 DNA 模式带来了运行时间和功耗方面的挑战。在本文中,我们提出了一种高效的流水线硬件加速器,可利用 DNA 模式匹配确定重复扩展疾病的发生几率。所提出的设计利用模拟内容可寻址存储器实现的关联存储器对 DNA 模式匹配任务进行了并行化,并实现了一种返回 DNA 序列中特定模式连续出现最大次数的算法。我们采用 PTM 45 纳米技术完全实现了所有必要的硬件电路,并在一个实用的人类 DNA 数据集上对所提出的架构进行了评估。结果表明,我们的设计非常节能,与文献中描述的方法相比,DNA 图案匹配任务的速度提高了 100 倍以上。
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Hardware acceleration of DNA pattern matching using analog resistive CAMs
DNA pattern matching is essential for many widely used bioinformatics applications. Disease diagnosis is one of these applications since analyzing changes in DNA sequences can increase our understanding of possible genetic diseases. The remarkable growth in the size of DNA datasets has resulted in challenges in discovering DNA patterns efficiently in terms of run time and power consumption. In this paper, we propose an efficient pipelined hardware accelerator that determines the chance of the occurrence of repeat-expansion diseases using DNA pattern matching. The proposed design parallelizes the DNA pattern matching task using associative memory realized with analog content-addressable memory and implements an algorithm that returns the maximum number of consecutive occurrences of a specific pattern within a DNA sequence. We fully implement all the required hardware circuits with PTM 45-nm technology, and we evaluate the proposed architecture on a practical human DNA dataset. The results show that our design is energy-efficient and accelerates the DNA pattern matching task by more than 100× compared to the approaches described in the literature.
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