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首页> 外文期刊>Journal of Biophotonics >OptCAM: An ultra-fast all-optical architecture for DNA variant discovery
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OptCAM: An ultra-fast all-optical architecture for DNA variant discovery

机译:OptCam:用于DNA变体发现的超快速全光架构

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摘要

Nowadays, the accelerated expansion of genetic data challenges speed of current DNA sequence alignment algorithms due to their electrical implementations. Essential needs of an efficient and accurate method for DNA variant discovery demand new approaches for parallel processing in real time. Fortunately, photonics, as an emerging technology in data computing, proposes optical correlation as a fast similarity measurement algorithm; while complexity of existing local alignment algorithms severely limits their applicability. Hence, in this paper, employing optical correlation for global alignment, we present an optical processing approach for local DNA sequence alignment to benefit both high-speed processing and operational parallelism, inherently exist in optics. The proposed method, named as OptCAM, utilizes amplitude and wavelength of the optical signals, to accurately locate mutations through three main procedures. Furthermore, an all-optical implementation of the OptCAM method is proposed consisting of three units, corresponding to the three OptCAM procedures. Performing considerably fast processes by passing optical signals through high-throughput photonic devices, OptCAM avoids various limitations of electrical implementations. Accuracy and efficiency of the OptCAM method and its optical implementation are validated through numerical simulation by a gold standard simulation benchmark. The results indicate the proposed method is significantly faster than its electrical counterparts, in both single node and grid computation.
机译:如今,由于其电气实现而加速扩展遗传数据的挑战速度挑战电流DNA序列对准算法的速度。用于DNA变体发现的高效和准确方法的基本需求要求实时处理并行处理的新方法。幸运的是,作为数据计算中的新兴技术的光子学提出了作为快速相似性测量算法的光学相关性;虽然现有的本地对准算法的复杂性严重限制了其适用性。因此,在本文中,采用全局对准的光学相关性,我们介绍了局部DNA序列对准的光学处理方法,以利用高速处理和操作并行性,在光学中固有地存在。所提出的方法,命名为OptCam,利用光信号的幅度和波长,通过三个主要程序精确定位突变。此外,提出了由三个单位组成的OptCAM方法的全光实现,对应于三个OptCAM程序。通过通过高通量光子器件传递光信号执行相当快的过程,OptCam避免了电气实现的各种限制。通过黄金标准仿真基准测试通过数值模拟验证了OptCam方法的准确性和效率及其光学实现。结果表明,在单个节点和网格计算中,所提出的方法明显比其电对应力更快。

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