一句话:提出碰撞感知编码 CAC,以少量编码密度换取更少的引物-载荷碰撞,从而提升 DNA 存储容量。
DNA 具有超高存储密度和长期耐久性,是面向长期归档的候选存储介质。现有工作多通过提高编码密度来扩大容量,但实用 DNA 归档存储还需支持随机访问,容量受多种因素制约。本文系统识别当前技术下影响 DNA 存储容量的因素,并在若干流行编码方案下评估实际容量,发现引物与 DNA 载荷序列之间的碰撞是限制容量的主要因素。为此,作者提出碰撞感知编码(Collision Aware Code, CAC),通过牺牲部分编码密度来减少引物-载荷碰撞。评估显示,与五种现有编码方案中的最佳结果相比,CAC 可使多出 120% 的引物摆脱碰撞,并将 DNA 管容量从 211.96 GB 提升至 295.11 GB;同时,其从 DNA 存储错误中恢复的能力与现有方案相当。
Deoxyribonucleic Acid (DNA), with its ultra-high storage density and long durability, is a promising long-term archival storage medium and is attracting much attention today. A DNA storage system encodes and stores digital data with synthetic DNA sequences and decodes DNA sequences back to digital data via sequencing. Many encoding schemes have been proposed to enlarge DNA storage capacity by increasing DNA encoding density. However, only increasing encoding density is insufficient because enhancing DNA storage capacity is a multifaceted problem. This paper assumes that random accesses are necessary for practical DNA archival storage. We identify all factors affecting DNA storage capacity under current technologies and systematically investigate the practical DNA storage capacity with several popular encoding schemes. The investigation result shows the collision between primers and DNA payload sequences is a major factor limiting DNA storage capacity. Based on this discovery, we designed a new encoding scheme called Collision Aware Code (CAC) to trade some encoding density for the reduction of primer-payload collisions. Compared with the best result among the five existing encoding schemes, CAC can extricate 120% more primers from collisions and increase the DNA tube capacity from 211.96 GB to 295.11 GB. Besides, we also evaluate CAC's recoverability from DNA storage errors. The result shows CAC is comparable to those of existing encoding schemes.