机器学习驱动的自然和化学修饰DNA的量子测序
Dipti Maurya1, Sneha Mittal1, Milan Kumar Jena1
1Department of Chemistry, Indian Institute of Technology (IIT) Indore, Indore, Madhya Pradesh 453552, India.
ACS applied materials & interfaces
|March 29, 2025
概括
本研究介绍了石墨烯纳米孔和机器学习方法,用于同时识别自然和修饰的DNA核酸. 这一突破实现了96%的准确性,推进了DNA测序和个性化医学.
科学领域:
- 基因组科学 基因组科学
- 纳米技术 纳米技术
- 计算生物学 计算生物学
背景情况:
- 在分子分辨率上识别自然和化学修饰的DNA核酸是基因组学中的一个重大挑战.
- 目前的测序技术与改造核酸的结构复杂性作斗争,限制了数据存储和个性化医学的应用.
研究的目的:
- 开发一种计算方法,同时识别自然和化学修饰的DNA核酸.
- 探索不同核酸签名的量子传输机制和电子特性.
- 为了实现各种核酸类型和修改的高分类精度.
主要方法:
- 使用石墨烯纳米孔系统进行核酸分析.
- 将系统与用于模式识别的机器学习 (ML) 算法结合起来.
- 研究量子运输机制以了解分子特征.
- 分析核基,糖和酸盐部分的修改.
主要成果:
- 石墨烯纳米孔和ML方法实现了高达96%的分类准确性,用于天然的,化学修饰的,纯氨酸和胺核酸.
- 为了核酸发现了独特的分子签名和详细的电子/轨道洞察力.
- 该系统展示了能够同时识别广泛的修改的能力.
结论:
- 拟议的计算方法为实时DNA测序提供了快速而精确的解决方案.
- 这种方法可以在单一平台上解码天然和化学修饰的核酸.
- 这些发现对推进个性化医学和基因组数据分析具有重大意义.
相关概念视频
Sanger Sequencing
751.1K
DNA sequencing is a fundamental technique that is routinely used in the biological sciences. This method can be applied to a range of questions at different scales - from the sequencing of a cloned DNA fragment or the study of a mutation in a gene up to whole-genome sequencing. However, despite the widespread use of sequencing today, it was not until 1977 that Fredrick Sanger and his collaborators developed the chain-termination method to decode DNA sequences. It relies on the separation of a...
751.1K
Maxam-Gilbert Sequencing
10.5K
In the same year as the discovery of the Sanger sequencing method, another group of scientists, Allan Maxam and Walter Gilbert, demonstrated their chemical-cleavage method for DNA sequencing. The Maxam-Gilbert method relies on using different chemicals that can cleave the DNA sequence at specific sites, the separation of resulting DNA fragments of variable size using electrophoresis, and deciphering the DNA sequence from the resulting gel bands.
Challenges of the Maxam-Gilbert Method
The...
Challenges of the Maxam-Gilbert Method
The...
10.5K
Next-generation Sequencing
86.0K
The first human genome sequencing project cost $2.7 billion and was declared complete in 2003, after 15 years of international cooperation and collaboration between several research teams and funding agencies. Today, with the advent of next-generation sequencing technologies, the cost and time of sequencing a human genome have dropped over 100 fold.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
86.0K
RNA-seq
9.7K
RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases.
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
9.7K
DNA as a Genetic Template
21.3K
Two structural features of the DNA molecule provide a basis for the mechanisms of heredity: the four nucleotide bases and its double-stranded nature. The Watson-Crick model of double-helical DNA structure, proposed in 1952, drew heavily upon the X-ray crystallography work of researchers Rosalind Franklin and Maurice Wilkins. Watson, Crick, and Wilkins jointly received the Nobel Prize in Physiology or Medicine for their work in 1962. Franklin was, controversially, excluded from the prize for...
21.3K
Synthetic Biology
4.6K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.6K


