机器学习优化的长单链DNA合成技术使生物细胞中高精度的诊断-治疗集成成为可能
Yue Zhang1,2, Yiming Xu1,2, Zhihua Ding2
1State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China.
Nucleic acids research
|February 12, 2026
概括
我们开发了一个新的DNA合成平台 (Ouroborosyn-ssDNA),用于创建长,纯单链DNA (ssDNA). 这一突破使得用于纳米医学和数据存储的先进应用的可扩展生产成为可能.
科学领域:
- 生物技术是生物技术.
- 纳米技术纳米技术
- 分子生物学分子生物学
背景情况:
- 目前的DNA纳米技术受限于合成长,纯单链DNA (ssDNA) 的挑战.
- 现有的方法在同质性和可扩展性方面扎,阻碍了更广泛的应用.
- 高纯度,长的ssDNA对于先进的生物医学和数据存储技术至关重要.
研究的目的:
- 开发一种用于高效和高纯度合成长单链DNA (ssDNA) 的新平台.
- 克服当前用于纳米技术应用的DNA合成技术的局限性.
- 建立一种可扩展的方法来产生序列定义的DNA大分子.
主要方法:
- 开发了Ouroborosyn-ssDNA平台,将尼克酶辅助复制 (NEAR) 与phi29DNA聚合酶和Nb.BbvCI尼克酶集成在一起.
- 利用基于格式的缓冲器和机器学习来计算优化酶参数,包括离子度和热调制.
- 采用固相合成与醇黄金固定模板和自动磁珠系统用于净化.
主要成果:
- 实现了高达15,000个核酸的ssDNA合成,保持了序列保真性,产生的产量是商业缓冲器的4.73倍.
- 通过机器学习确定了酶效率的关键参数 (离子动态,热调制).
- 使用自动化磁珠系统证明了86.38%的净化回收,从而实现了可扩展的生产.
- 成功设计了DNA原始体-CRISPR复合体,用于向癌细胞中的基因组编辑.
结论:
- 我们的Ouroborosyn-ssDNA平台克服了DNA合成的酶静态性和产品异质性的局限性.
- 这项技术为产生用于纳米医学,合成生物学和分子数据存储的序列定义DNA架构提供了可扩展的途径.
- 推动DNA纳米技术向标准化生物制造和更广泛的现实世界的应用.
相关概念视频
Lagging Strand Synthesis
61.5K
During replication, the complementary strands in double-stranded DNA are synthesized at different rates. Replication first begins on the leading strand. Replication starts later, occurs more slowly, and proceeds discontinuously on the lagging strand.
There are several major differences between synthesis of the leading strand and synthesis of the lagging strand. 1) Leading strand synthesis happens in the direction of replication fork opening, whereas lagging strand synthesis happens in the...
There are several major differences between synthesis of the leading strand and synthesis of the lagging strand. 1) Leading strand synthesis happens in the direction of replication fork opening, whereas lagging strand synthesis happens in the...
61.5K
Lagging Strand Synthesis
16.8K
16.8K
Single-Strand DNA Binding Proteins
16.8K
For successful DNA replication, the unwinding of double-stranded DNA must be accompanied by stabilization and protection of the separated single strands of the DNA. This crucial task is performed by single-strand DNA-binding (SSB) proteins. They bind to the DNA in a sequence-independent manner, which means that the nitrogenous bases of the DNA need not be present in a specific order for binding of SSB proteins to it. The binding of SSB proteins straightens single-stranded DNA (ssDNA) and makes...
16.8K
Fixing Double-strand Breaks
14.9K
The double-stranded structure of DNA has two major advantages. First, it serves as a safe repository of genetic information where one strand serves as the back-up in case the other strand is damaged. Second, the double-helical structure can be wrapped around proteins called histones to form nucleosomes, which can then be tightly wound to form chromosomes. This way, DNA chains up to 2 inches long can be contained within microscopic structures in a cell. A double-stranded break not only damages...
14.9K
The DNA Replication Fork
41.2K
An organism’s genome needs to be duplicated in an efficient and error-free manner for its growth and survival. The replication fork is a Y-shaped active region where two strands of DNA are separated and replicated continuously. The coupling of DNA unzipping and complementary strand synthesis is a characteristic feature of a replication fork. Organisms with small circular DNA, such as E. coli, often have a single origin of replication; therefore, they have only two replication...
41.2K
DNA Replication
60.2K
DNA replication involves the separation of the two strands of the double helix, with each strand serving as a template from which the new complementary strand is copied. After replication, each double-stranded DNA includes one parental or “old” strand and one “new” strand. This is known as semiconservative replication. The resulting DNA molecules have the same sequence and are divided equally into the two daughter cells.
Replication in Prokaryotes
DNA replication...
Replication in Prokaryotes
DNA replication...
60.2K


